From ef77f935652272f77e21c9c8bb37eefe9a887864 Mon Sep 17 00:00:00 2001
From: Andrea Murillo <anfe4949anfe@gmail.com>
Date: Wed, 15 Nov 2023 20:44:51 -1000
Subject: [PATCH 01/12] add ML life cycle image to AI WorkFlow chapter

---
 images/ML_life_cycle.png | Bin 0 -> 790832 bytes
 workflow.qmd             |   2 ++
 2 files changed, 2 insertions(+)
 create mode 100644 images/ML_life_cycle.png

diff --git a/images/ML_life_cycle.png b/images/ML_life_cycle.png
new file mode 100644
index 0000000000000000000000000000000000000000..2453812f69586bc8e8fb511a3798d16bd214b361
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diff --git a/workflow.qmd b/workflow.qmd
index 36a18c77..a0466c0d 100644
--- a/workflow.qmd
+++ b/workflow.qmd
@@ -25,6 +25,8 @@ The ML workflow is a structured approach that guides professionals and researche
 
 ## Overview
 
+![Multi-step design methodology for the development of a machine learning model, commonly referred to as the machine learning lifecycle](images/ML_life_cycle.png)
+
 An ML workflow is a systematic process that encompasses the development, deployment, and maintenance of ML models. The typical steps involved are:
 
 1. **Problem Definition**: Clearly define the problem you aim to solve with your ML model, whether it's image classification, customer churn prediction, or text generation. This clarity sets the stage for data collection and algorithm selection.

From 2918538a5374387e3d555dcd80a5f4f5932e109c Mon Sep 17 00:00:00 2001
From: Andrea Murillo <anfe4949anfe@gmail.com>
Date: Wed, 15 Nov 2023 21:54:40 -1000
Subject: [PATCH 02/12] ML life cycle image fix

---
 workflow.qmd | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/workflow.qmd b/workflow.qmd
index a0466c0d..1755af8b 100644
--- a/workflow.qmd
+++ b/workflow.qmd
@@ -25,7 +25,7 @@ The ML workflow is a structured approach that guides professionals and researche
 
 ## Overview
 
-![Multi-step design methodology for the development of a machine learning model, commonly referred to as the machine learning lifecycle](images/ML_life_cycle.png)
+![Multi-step design methodology for the development of a machine learning model, commonly referred to as the machine learning lifecycle](.images/ML_life_cycle.png)
 
 An ML workflow is a systematic process that encompasses the development, deployment, and maintenance of ML models. The typical steps involved are:
 

From a7f51a2e8cc711a9a2a91c954191154dee5c9dbc Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 16 Nov 2023 07:56:02 +0000
Subject: [PATCH 03/12] Update readme and contributors.qmd with contributors

---
 .all-contributorsrc | 198 ++++++++++++++++++++++----------------------
 README.md           |  48 +++++------
 contributors.qmd    |  48 +++++------
 3 files changed, 147 insertions(+), 147 deletions(-)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index fda57455..ebeb2378 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -7,31 +7,45 @@
     ],
     "contributors": [
         {
-            "login": "michael-schnebly",
-            "name": "Michael Schnebly",
-            "avatar_url": "https://avatars.githubusercontent.com/michael-schnebly",
-            "profile": "https://github.com/michael-schnebly",
+            "login": "ShvetankPrakash",
+            "name": "Shvetank Prakash",
+            "avatar_url": "https://avatars.githubusercontent.com/ShvetankPrakash",
+            "profile": "https://github.com/ShvetankPrakash",
             "contributions": []
         },
         {
-            "login": "jzhou1318",
-            "name": "Jennifer Zhou",
-            "avatar_url": "https://avatars.githubusercontent.com/jzhou1318",
-            "profile": "https://github.com/jzhou1318",
+            "login": "gnodipac886",
+            "name": "Eric D",
+            "avatar_url": "https://avatars.githubusercontent.com/gnodipac886",
+            "profile": "https://github.com/gnodipac886",
             "contributions": []
         },
         {
-            "login": "colbybanbury",
-            "name": "Colby Banbury",
-            "avatar_url": "https://avatars.githubusercontent.com/colbybanbury",
-            "profile": "https://github.com/colbybanbury",
+            "login": "profvjreddi",
+            "name": "Vijay Janapa Reddi",
+            "avatar_url": "https://avatars.githubusercontent.com/profvjreddi",
+            "profile": "https://github.com/profvjreddi",
             "contributions": []
         },
         {
-            "login": "marcozennaro",
-            "name": "Marco Zennaro",
-            "avatar_url": "https://avatars.githubusercontent.com/marcozennaro",
-            "profile": "https://github.com/marcozennaro",
+            "login": "pongtr",
+            "name": "Pong Trairatvorakul",
+            "avatar_url": "https://avatars.githubusercontent.com/pongtr",
+            "profile": "https://github.com/pongtr",
+            "contributions": []
+        },
+        {
+            "login": "mpstewart1",
+            "name": "Matthew Stewart",
+            "avatar_url": "https://avatars.githubusercontent.com/mpstewart1",
+            "profile": "https://github.com/mpstewart1",
+            "contributions": []
+        },
+        {
+            "login": "aptl26",
+            "name": "aptl26",
+            "avatar_url": "https://avatars.githubusercontent.com/aptl26",
+            "profile": "https://github.com/aptl26",
             "contributions": []
         },
         {
@@ -49,17 +63,17 @@
             "contributions": []
         },
         {
-            "login": "jared-ni",
-            "name": "Jared Ni",
-            "avatar_url": "https://avatars.githubusercontent.com/jared-ni",
-            "profile": "https://github.com/jared-ni",
+            "login": "oishib",
+            "name": "oishib",
+            "avatar_url": "https://avatars.githubusercontent.com/oishib",
+            "profile": "https://github.com/oishib",
             "contributions": []
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-            "name": "sjohri20",
-            "avatar_url": "https://avatars.githubusercontent.com/sjohri20",
-            "profile": "https://github.com/sjohri20",
+            "login": "jzhou1318",
+            "name": "Jennifer Zhou",
+            "avatar_url": "https://avatars.githubusercontent.com/jzhou1318",
+            "profile": "https://github.com/jzhou1318",
             "contributions": []
         },
         {
@@ -77,24 +91,10 @@
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-            "login": "mmaz",
-            "name": "Mark Mazumder",
-            "avatar_url": "https://avatars.githubusercontent.com/mmaz",
-            "profile": "https://github.com/mmaz",
-            "contributions": []
-        },
-        {
-            "login": "aptl26",
-            "name": "aptl26",
-            "avatar_url": "https://avatars.githubusercontent.com/aptl26",
-            "profile": "https://github.com/aptl26",
-            "contributions": []
-        },
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-            "name": "Marcelo Rovai",
-            "avatar_url": "https://avatars.githubusercontent.com/Mjrovai",
-            "profile": "https://github.com/Mjrovai",
+            "login": "DivyaAmirtharaj",
+            "name": "Divya",
+            "avatar_url": "https://avatars.githubusercontent.com/DivyaAmirtharaj",
+            "profile": "https://github.com/DivyaAmirtharaj",
             "contributions": []
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@@ -105,31 +105,17 @@
             "contributions": []
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-            "login": "mpstewart1",
-            "name": "Matthew Stewart",
-            "avatar_url": "https://avatars.githubusercontent.com/mpstewart1",
-            "profile": "https://github.com/mpstewart1",
-            "contributions": []
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-            "avatar_url": "https://avatars.githubusercontent.com/arnaumarin",
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-            "contributions": []
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-            "name": "alxrod",
-            "avatar_url": "https://avatars.githubusercontent.com/alxrod",
-            "profile": "https://github.com/alxrod",
+            "login": "michael-schnebly",
+            "name": "Michael Schnebly",
+            "avatar_url": "https://avatars.githubusercontent.com/michael-schnebly",
+            "profile": "https://github.com/michael-schnebly",
             "contributions": []
         },
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-            "login": "pongtr",
-            "name": "Pong Trairatvorakul",
-            "avatar_url": "https://avatars.githubusercontent.com/pongtr",
-            "profile": "https://github.com/pongtr",
+            "login": "mmaz",
+            "name": "Mark Mazumder",
+            "avatar_url": "https://avatars.githubusercontent.com/mmaz",
+            "profile": "https://github.com/mmaz",
             "contributions": []
         },
         {
@@ -139,6 +125,13 @@
             "profile": "https://github.com/Naeemkh",
             "contributions": []
         },
+        {
+            "login": "marcozennaro",
+            "name": "Marco Zennaro",
+            "avatar_url": "https://avatars.githubusercontent.com/marcozennaro",
+            "profile": "https://github.com/marcozennaro",
+            "contributions": []
+        },
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             "login": "18jeffreyma",
             "name": "Jeffrey Ma",
@@ -147,17 +140,10 @@
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-            "name": "Divya",
-            "avatar_url": "https://avatars.githubusercontent.com/DivyaAmirtharaj",
-            "profile": "https://github.com/DivyaAmirtharaj",
+            "login": "Mjrovai",
+            "name": "Marcelo Rovai",
+            "avatar_url": "https://avatars.githubusercontent.com/Mjrovai",
+            "profile": "https://github.com/Mjrovai",
             "contributions": []
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-            "profile": "https://github.com/gnodipac886",
+            "login": "alxrod",
+            "name": "alxrod",
+            "avatar_url": "https://avatars.githubusercontent.com/alxrod",
+            "profile": "https://github.com/alxrod",
             "contributions": []
         },
         {
-            "login": "profvjreddi",
-            "name": "Vijay Janapa Reddi",
-            "avatar_url": "https://avatars.githubusercontent.com/profvjreddi",
-            "profile": "https://github.com/profvjreddi",
+            "login": "jared-ni",
+            "name": "Jared Ni",
+            "avatar_url": "https://avatars.githubusercontent.com/jared-ni",
+            "profile": "https://github.com/jared-ni",
             "contributions": []
         },
         {
-            "login": "ShvetankPrakash",
-            "name": "Shvetank Prakash",
-            "avatar_url": "https://avatars.githubusercontent.com/ShvetankPrakash",
-            "profile": "https://github.com/ShvetankPrakash",
+            "login": "arnaumarin",
+            "name": "arnaumarin",
+            "avatar_url": "https://avatars.githubusercontent.com/arnaumarin",
+            "profile": "https://github.com/arnaumarin",
             "contributions": []
         },
         {
-            "login": "oishib",
-            "name": "oishib",
-            "avatar_url": "https://avatars.githubusercontent.com/oishib",
-            "profile": "https://github.com/oishib",
+            "login": "colbybanbury",
+            "name": "Colby Banbury",
+            "avatar_url": "https://avatars.githubusercontent.com/colbybanbury",
+            "profile": "https://github.com/colbybanbury",
             "contributions": []
         },
         {
-            "login": "Ekhao",
-            "name": "Emil Njor",
-            "avatar_url": "https://avatars.githubusercontent.com/Ekhao",
-            "profile": "https://github.com/Ekhao",
+            "login": "jessicaquaye",
+            "name": "Jessica Quaye",
+            "avatar_url": "https://avatars.githubusercontent.com/jessicaquaye",
+            "profile": "https://github.com/jessicaquaye",
+            "contributions": []
+        },
+        {
+            "login": "ishapira1",
+            "name": "ishapira",
+            "avatar_url": "https://avatars.githubusercontent.com/ishapira1",
+            "profile": "https://github.com/ishapira1",
+            "contributions": []
+        },
+        {
+            "login": "sjohri20",
+            "name": "sjohri20",
+            "avatar_url": "https://avatars.githubusercontent.com/sjohri20",
+            "profile": "https://github.com/sjohri20",
             "contributions": []
         }
     ],
diff --git a/README.md b/README.md
index f2bd4d02..4c7b7ca0 100644
--- a/README.md
+++ b/README.md
@@ -88,45 +88,45 @@ quarto render
 <table>
   <tbody>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="AditiR_42"/><br /><sub><b>AditiR_42</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="AditiR_42"/><br /><sub><b>AditiR_42</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="arnaumarin"/><br /><sub><b>arnaumarin</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"/><br /><sub><b>naeemkh</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="arnaumarin"/><br /><sub><b>arnaumarin</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
     </tr>
   </tbody>
 </table>
diff --git a/contributors.qmd b/contributors.qmd
index 1543d7a4..affd1579 100644
--- a/contributors.qmd
+++ b/contributors.qmd
@@ -69,45 +69,45 @@ We extend our sincere thanks to the diverse group of individuals who have genero
 <table>
   <tbody>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="AditiR_42"/><br /><sub><b>AditiR_42</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="AditiR_42"/><br /><sub><b>AditiR_42</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="arnaumarin"/><br /><sub><b>arnaumarin</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"/><br /><sub><b>naeemkh</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="arnaumarin"/><br /><sub><b>arnaumarin</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
     </tr>
   </tbody>
 </table>

From 11f7a29d30d625914c7bd5530f8078261c4fb1be Mon Sep 17 00:00:00 2001
From: Andrea Murillo <anfe4949anfe@gmail.com>
Date: Wed, 15 Nov 2023 22:20:05 -1000
Subject: [PATCH 04/12] change grammar of prompt

---
 workflow.qmd | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/workflow.qmd b/workflow.qmd
index 1755af8b..936dc7e3 100644
--- a/workflow.qmd
+++ b/workflow.qmd
@@ -25,7 +25,7 @@ The ML workflow is a structured approach that guides professionals and researche
 
 ## Overview
 
-![Multi-step design methodology for the development of a machine learning model, commonly referred to as the machine learning lifecycle](.images/ML_life_cycle.png)
+![Multi-step design methodology for the development of a machine learning model. Ccommonly referred to as the machine learning lifecycle](.images/ML_life_cycle.png)
 
 An ML workflow is a systematic process that encompasses the development, deployment, and maintenance of ML models. The typical steps involved are:
 

From 316ffa9ad31c999e4c17dd714736f4b36458c4cf Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 16 Nov 2023 08:29:42 +0000
Subject: [PATCH 05/12] Update readme and contributors.qmd with contributors

---
 .all-contributorsrc | 208 ++++++++++++++++++++++----------------------
 README.md           |  46 +++++-----
 contributors.qmd    |  46 +++++-----
 3 files changed, 150 insertions(+), 150 deletions(-)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index ebeb2378..71947a2b 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -7,17 +7,10 @@
     ],
     "contributors": [
         {
-            "login": "ShvetankPrakash",
-            "name": "Shvetank Prakash",
-            "avatar_url": "https://avatars.githubusercontent.com/ShvetankPrakash",
-            "profile": "https://github.com/ShvetankPrakash",
-            "contributions": []
-        },
-        {
-            "login": "gnodipac886",
-            "name": "Eric D",
-            "avatar_url": "https://avatars.githubusercontent.com/gnodipac886",
-            "profile": "https://github.com/gnodipac886",
+            "login": "pongtr",
+            "name": "Pong Trairatvorakul",
+            "avatar_url": "https://avatars.githubusercontent.com/pongtr",
+            "profile": "https://github.com/pongtr",
             "contributions": []
         },
         {
@@ -28,17 +21,10 @@
             "contributions": []
         },
         {
-            "login": "pongtr",
-            "name": "Pong Trairatvorakul",
-            "avatar_url": "https://avatars.githubusercontent.com/pongtr",
-            "profile": "https://github.com/pongtr",
-            "contributions": []
-        },
-        {
-            "login": "mpstewart1",
-            "name": "Matthew Stewart",
-            "avatar_url": "https://avatars.githubusercontent.com/mpstewart1",
-            "profile": "https://github.com/mpstewart1",
+            "login": "arnaumarin",
+            "name": "arnaumarin",
+            "avatar_url": "https://avatars.githubusercontent.com/arnaumarin",
+            "profile": "https://github.com/arnaumarin",
             "contributions": []
         },
         {
@@ -49,17 +35,38 @@
             "contributions": []
         },
         {
-            "login": "AditiR-42",
-            "name": "AditiR_42",
-            "avatar_url": "https://avatars.githubusercontent.com/AditiR-42",
-            "profile": "https://github.com/AditiR-42",
+            "login": "ShvetankPrakash",
+            "name": "Shvetank Prakash",
+            "avatar_url": "https://avatars.githubusercontent.com/ShvetankPrakash",
+            "profile": "https://github.com/ShvetankPrakash",
             "contributions": []
         },
         {
-            "login": "BaeHenryS",
-            "name": "Henry Bae",
-            "avatar_url": "https://avatars.githubusercontent.com/BaeHenryS",
-            "profile": "https://github.com/BaeHenryS",
+            "login": "Ekhao",
+            "name": "Emil Njor",
+            "avatar_url": "https://avatars.githubusercontent.com/Ekhao",
+            "profile": "https://github.com/Ekhao",
+            "contributions": []
+        },
+        {
+            "login": "jaysonzlin",
+            "name": "Jayson Lin",
+            "avatar_url": "https://avatars.githubusercontent.com/jaysonzlin",
+            "profile": "https://github.com/jaysonzlin",
+            "contributions": []
+        },
+        {
+            "login": "Naeemkh",
+            "name": "naeemkh",
+            "avatar_url": "https://avatars.githubusercontent.com/Naeemkh",
+            "profile": "https://github.com/Naeemkh",
+            "contributions": []
+        },
+        {
+            "login": "18jeffreyma",
+            "name": "Jeffrey Ma",
+            "avatar_url": "https://avatars.githubusercontent.com/18jeffreyma",
+            "profile": "https://github.com/18jeffreyma",
             "contributions": []
         },
         {
@@ -70,45 +77,52 @@
             "contributions": []
         },
         {
-            "login": "jzhou1318",
-            "name": "Jennifer Zhou",
-            "avatar_url": "https://avatars.githubusercontent.com/jzhou1318",
-            "profile": "https://github.com/jzhou1318",
+            "login": "marcozennaro",
+            "name": "Marco Zennaro",
+            "avatar_url": "https://avatars.githubusercontent.com/marcozennaro",
+            "profile": "https://github.com/marcozennaro",
             "contributions": []
         },
         {
-            "login": "sophiacho1",
-            "name": "sophiacho1",
-            "avatar_url": "https://avatars.githubusercontent.com/sophiacho1",
-            "profile": "https://github.com/sophiacho1",
+            "login": "michael-schnebly",
+            "name": "Michael Schnebly",
+            "avatar_url": "https://avatars.githubusercontent.com/michael-schnebly",
+            "profile": "https://github.com/michael-schnebly",
             "contributions": []
         },
         {
-            "login": "jaysonzlin",
-            "name": "Jayson Lin",
-            "avatar_url": "https://avatars.githubusercontent.com/jaysonzlin",
-            "profile": "https://github.com/jaysonzlin",
+            "login": "gnodipac886",
+            "name": "Eric D",
+            "avatar_url": "https://avatars.githubusercontent.com/gnodipac886",
+            "profile": "https://github.com/gnodipac886",
             "contributions": []
         },
         {
-            "login": "DivyaAmirtharaj",
-            "name": "Divya",
-            "avatar_url": "https://avatars.githubusercontent.com/DivyaAmirtharaj",
-            "profile": "https://github.com/DivyaAmirtharaj",
+            "login": "jessicaquaye",
+            "name": "Jessica Quaye",
+            "avatar_url": "https://avatars.githubusercontent.com/jessicaquaye",
+            "profile": "https://github.com/jessicaquaye",
             "contributions": []
         },
         {
-            "login": "happyappledog",
-            "name": "happyappledog",
-            "avatar_url": "https://avatars.githubusercontent.com/happyappledog",
-            "profile": "https://github.com/happyappledog",
+            "login": "ishapira1",
+            "name": "ishapira",
+            "avatar_url": "https://avatars.githubusercontent.com/ishapira1",
+            "profile": "https://github.com/ishapira1",
             "contributions": []
         },
         {
-            "login": "michael-schnebly",
-            "name": "Michael Schnebly",
-            "avatar_url": "https://avatars.githubusercontent.com/michael-schnebly",
-            "profile": "https://github.com/michael-schnebly",
+            "login": "sophiacho1",
+            "name": "sophiacho1",
+            "avatar_url": "https://avatars.githubusercontent.com/sophiacho1",
+            "profile": "https://github.com/sophiacho1",
+            "contributions": []
+        },
+        {
+            "login": "Mjrovai",
+            "name": "Marcelo Rovai",
+            "avatar_url": "https://avatars.githubusercontent.com/Mjrovai",
+            "profile": "https://github.com/Mjrovai",
             "contributions": []
         },
         {
@@ -119,31 +133,31 @@
             "contributions": []
         },
         {
-            "login": "Naeemkh",
-            "name": "naeemkh",
-            "avatar_url": "https://avatars.githubusercontent.com/Naeemkh",
-            "profile": "https://github.com/Naeemkh",
+            "login": "alxrod",
+            "name": "alxrod",
+            "avatar_url": "https://avatars.githubusercontent.com/alxrod",
+            "profile": "https://github.com/alxrod",
             "contributions": []
         },
         {
-            "login": "marcozennaro",
-            "name": "Marco Zennaro",
-            "avatar_url": "https://avatars.githubusercontent.com/marcozennaro",
-            "profile": "https://github.com/marcozennaro",
+            "login": "DivyaAmirtharaj",
+            "name": "Divya",
+            "avatar_url": "https://avatars.githubusercontent.com/DivyaAmirtharaj",
+            "profile": "https://github.com/DivyaAmirtharaj",
             "contributions": []
         },
         {
-            "login": "18jeffreyma",
-            "name": "Jeffrey Ma",
-            "avatar_url": "https://avatars.githubusercontent.com/18jeffreyma",
-            "profile": "https://github.com/18jeffreyma",
+            "login": "happyappledog",
+            "name": "happyappledog",
+            "avatar_url": "https://avatars.githubusercontent.com/happyappledog",
+            "profile": "https://github.com/happyappledog",
             "contributions": []
         },
         {
-            "login": "Mjrovai",
-            "name": "Marcelo Rovai",
-            "avatar_url": "https://avatars.githubusercontent.com/Mjrovai",
-            "profile": "https://github.com/Mjrovai",
+            "login": "sjohri20",
+            "name": "sjohri20",
+            "avatar_url": "https://avatars.githubusercontent.com/sjohri20",
+            "profile": "https://github.com/sjohri20",
             "contributions": []
         },
         {
@@ -154,31 +168,31 @@
             "contributions": []
         },
         {
-            "login": "Ekhao",
-            "name": "Emil Njor",
-            "avatar_url": "https://avatars.githubusercontent.com/Ekhao",
-            "profile": "https://github.com/Ekhao",
+            "login": "AditiR-42",
+            "name": "AditiR_42",
+            "avatar_url": "https://avatars.githubusercontent.com/AditiR-42",
+            "profile": "https://github.com/AditiR-42",
             "contributions": []
         },
         {
-            "login": "alxrod",
-            "name": "alxrod",
-            "avatar_url": "https://avatars.githubusercontent.com/alxrod",
-            "profile": "https://github.com/alxrod",
+            "login": "BaeHenryS",
+            "name": "Henry Bae",
+            "avatar_url": "https://avatars.githubusercontent.com/BaeHenryS",
+            "profile": "https://github.com/BaeHenryS",
             "contributions": []
         },
         {
-            "login": "jared-ni",
-            "name": "Jared Ni",
-            "avatar_url": "https://avatars.githubusercontent.com/jared-ni",
-            "profile": "https://github.com/jared-ni",
+            "login": "jzhou1318",
+            "name": "Jennifer Zhou",
+            "avatar_url": "https://avatars.githubusercontent.com/jzhou1318",
+            "profile": "https://github.com/jzhou1318",
             "contributions": []
         },
         {
-            "login": "arnaumarin",
-            "name": "arnaumarin",
-            "avatar_url": "https://avatars.githubusercontent.com/arnaumarin",
-            "profile": "https://github.com/arnaumarin",
+            "login": "mpstewart1",
+            "name": "Matthew Stewart",
+            "avatar_url": "https://avatars.githubusercontent.com/mpstewart1",
+            "profile": "https://github.com/mpstewart1",
             "contributions": []
         },
         {
@@ -189,24 +203,10 @@
             "contributions": []
         },
         {
-            "login": "jessicaquaye",
-            "name": "Jessica Quaye",
-            "avatar_url": "https://avatars.githubusercontent.com/jessicaquaye",
-            "profile": "https://github.com/jessicaquaye",
-            "contributions": []
-        },
-        {
-            "login": "ishapira1",
-            "name": "ishapira",
-            "avatar_url": "https://avatars.githubusercontent.com/ishapira1",
-            "profile": "https://github.com/ishapira1",
-            "contributions": []
-        },
-        {
-            "login": "sjohri20",
-            "name": "sjohri20",
-            "avatar_url": "https://avatars.githubusercontent.com/sjohri20",
-            "profile": "https://github.com/sjohri20",
+            "login": "jared-ni",
+            "name": "Jared Ni",
+            "avatar_url": "https://avatars.githubusercontent.com/jared-ni",
+            "profile": "https://github.com/jared-ni",
             "contributions": []
         }
     ],
diff --git a/README.md b/README.md
index 4c7b7ca0..5fce3957 100644
--- a/README.md
+++ b/README.md
@@ -88,45 +88,45 @@ quarto render
 <table>
   <tbody>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="arnaumarin"/><br /><sub><b>arnaumarin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="AditiR_42"/><br /><sub><b>AditiR_42</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"/><br /><sub><b>naeemkh</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"/><br /><sub><b>naeemkh</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="arnaumarin"/><br /><sub><b>arnaumarin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="AditiR_42"/><br /><sub><b>AditiR_42</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
     </tr>
   </tbody>
 </table>
diff --git a/contributors.qmd b/contributors.qmd
index affd1579..6424edaa 100644
--- a/contributors.qmd
+++ b/contributors.qmd
@@ -69,45 +69,45 @@ We extend our sincere thanks to the diverse group of individuals who have genero
 <table>
   <tbody>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="arnaumarin"/><br /><sub><b>arnaumarin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="AditiR_42"/><br /><sub><b>AditiR_42</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"/><br /><sub><b>naeemkh</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"/><br /><sub><b>naeemkh</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="arnaumarin"/><br /><sub><b>arnaumarin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="AditiR_42"/><br /><sub><b>AditiR_42</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
     </tr>
   </tbody>
 </table>

From a9fe3ccc2b03a2930b86aa1fd9ce7b50767fefb2 Mon Sep 17 00:00:00 2001
From: Andrea Murillo <anfe4949anfe@gmail.com>
Date: Wed, 15 Nov 2023 22:32:07 -1000
Subject: [PATCH 06/12] fix prompt ml life cycle

---
 workflow.qmd | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/workflow.qmd b/workflow.qmd
index 936dc7e3..202e1737 100644
--- a/workflow.qmd
+++ b/workflow.qmd
@@ -25,7 +25,7 @@ The ML workflow is a structured approach that guides professionals and researche
 
 ## Overview
 
-![Multi-step design methodology for the development of a machine learning model. Ccommonly referred to as the machine learning lifecycle](.images/ML_life_cycle.png)
+![Multi-step design methodology for the development of a machine learning model. Commonly referred to as the machine learning lifecycle](.images/ML_life_cycle.png)
 
 An ML workflow is a systematic process that encompasses the development, deployment, and maintenance of ML models. The typical steps involved are:
 

From ec88a41358e94910c1eadcb60bd26d2ec73a64f8 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 16 Nov 2023 08:33:04 +0000
Subject: [PATCH 07/12] Update readme and contributors.qmd with contributors

---
 .all-contributorsrc | 194 ++++++++++++++++++++++----------------------
 README.md           |  44 +++++-----
 contributors.qmd    |  44 +++++-----
 3 files changed, 141 insertions(+), 141 deletions(-)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index 71947a2b..d0ece77b 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -6,6 +6,20 @@
         "README.md"
     ],
     "contributors": [
+        {
+            "login": "jessicaquaye",
+            "name": "Jessica Quaye",
+            "avatar_url": "https://avatars.githubusercontent.com/jessicaquaye",
+            "profile": "https://github.com/jessicaquaye",
+            "contributions": []
+        },
+        {
+            "login": "ShvetankPrakash",
+            "name": "Shvetank Prakash",
+            "avatar_url": "https://avatars.githubusercontent.com/ShvetankPrakash",
+            "profile": "https://github.com/ShvetankPrakash",
+            "contributions": []
+        },
         {
             "login": "pongtr",
             "name": "Pong Trairatvorakul",
@@ -14,10 +28,10 @@
             "contributions": []
         },
         {
-            "login": "profvjreddi",
-            "name": "Vijay Janapa Reddi",
-            "avatar_url": "https://avatars.githubusercontent.com/profvjreddi",
-            "profile": "https://github.com/profvjreddi",
+            "login": "sjohri20",
+            "name": "sjohri20",
+            "avatar_url": "https://avatars.githubusercontent.com/sjohri20",
+            "profile": "https://github.com/sjohri20",
             "contributions": []
         },
         {
@@ -28,17 +42,17 @@
             "contributions": []
         },
         {
-            "login": "aptl26",
-            "name": "aptl26",
-            "avatar_url": "https://avatars.githubusercontent.com/aptl26",
-            "profile": "https://github.com/aptl26",
+            "login": "uchendui",
+            "name": "Ikechukwu Uchendu",
+            "avatar_url": "https://avatars.githubusercontent.com/uchendui",
+            "profile": "https://github.com/uchendui",
             "contributions": []
         },
         {
-            "login": "ShvetankPrakash",
-            "name": "Shvetank Prakash",
-            "avatar_url": "https://avatars.githubusercontent.com/ShvetankPrakash",
-            "profile": "https://github.com/ShvetankPrakash",
+            "login": "alxrod",
+            "name": "alxrod",
+            "avatar_url": "https://avatars.githubusercontent.com/alxrod",
+            "profile": "https://github.com/alxrod",
             "contributions": []
         },
         {
@@ -48,6 +62,13 @@
             "profile": "https://github.com/Ekhao",
             "contributions": []
         },
+        {
+            "login": "ishapira1",
+            "name": "ishapira",
+            "avatar_url": "https://avatars.githubusercontent.com/ishapira1",
+            "profile": "https://github.com/ishapira1",
+            "contributions": []
+        },
         {
             "login": "jaysonzlin",
             "name": "Jayson Lin",
@@ -56,17 +77,17 @@
             "contributions": []
         },
         {
-            "login": "Naeemkh",
-            "name": "naeemkh",
-            "avatar_url": "https://avatars.githubusercontent.com/Naeemkh",
-            "profile": "https://github.com/Naeemkh",
+            "login": "sophiacho1",
+            "name": "sophiacho1",
+            "avatar_url": "https://avatars.githubusercontent.com/sophiacho1",
+            "profile": "https://github.com/sophiacho1",
             "contributions": []
         },
         {
-            "login": "18jeffreyma",
-            "name": "Jeffrey Ma",
-            "avatar_url": "https://avatars.githubusercontent.com/18jeffreyma",
-            "profile": "https://github.com/18jeffreyma",
+            "login": "mmaz",
+            "name": "Mark Mazumder",
+            "avatar_url": "https://avatars.githubusercontent.com/mmaz",
+            "profile": "https://github.com/mmaz",
             "contributions": []
         },
         {
@@ -76,13 +97,6 @@
             "profile": "https://github.com/oishib",
             "contributions": []
         },
-        {
-            "login": "marcozennaro",
-            "name": "Marco Zennaro",
-            "avatar_url": "https://avatars.githubusercontent.com/marcozennaro",
-            "profile": "https://github.com/marcozennaro",
-            "contributions": []
-        },
         {
             "login": "michael-schnebly",
             "name": "Michael Schnebly",
@@ -91,59 +105,52 @@
             "contributions": []
         },
         {
-            "login": "gnodipac886",
-            "name": "Eric D",
-            "avatar_url": "https://avatars.githubusercontent.com/gnodipac886",
-            "profile": "https://github.com/gnodipac886",
-            "contributions": []
-        },
-        {
-            "login": "jessicaquaye",
-            "name": "Jessica Quaye",
-            "avatar_url": "https://avatars.githubusercontent.com/jessicaquaye",
-            "profile": "https://github.com/jessicaquaye",
+            "login": "colbybanbury",
+            "name": "Colby Banbury",
+            "avatar_url": "https://avatars.githubusercontent.com/colbybanbury",
+            "profile": "https://github.com/colbybanbury",
             "contributions": []
         },
         {
-            "login": "ishapira1",
-            "name": "ishapira",
-            "avatar_url": "https://avatars.githubusercontent.com/ishapira1",
-            "profile": "https://github.com/ishapira1",
+            "login": "BaeHenryS",
+            "name": "Henry Bae",
+            "avatar_url": "https://avatars.githubusercontent.com/BaeHenryS",
+            "profile": "https://github.com/BaeHenryS",
             "contributions": []
         },
         {
-            "login": "sophiacho1",
-            "name": "sophiacho1",
-            "avatar_url": "https://avatars.githubusercontent.com/sophiacho1",
-            "profile": "https://github.com/sophiacho1",
+            "login": "profvjreddi",
+            "name": "Vijay Janapa Reddi",
+            "avatar_url": "https://avatars.githubusercontent.com/profvjreddi",
+            "profile": "https://github.com/profvjreddi",
             "contributions": []
         },
         {
-            "login": "Mjrovai",
-            "name": "Marcelo Rovai",
-            "avatar_url": "https://avatars.githubusercontent.com/Mjrovai",
-            "profile": "https://github.com/Mjrovai",
+            "login": "jared-ni",
+            "name": "Jared Ni",
+            "avatar_url": "https://avatars.githubusercontent.com/jared-ni",
+            "profile": "https://github.com/jared-ni",
             "contributions": []
         },
         {
-            "login": "mmaz",
-            "name": "Mark Mazumder",
-            "avatar_url": "https://avatars.githubusercontent.com/mmaz",
-            "profile": "https://github.com/mmaz",
+            "login": "marcozennaro",
+            "name": "Marco Zennaro",
+            "avatar_url": "https://avatars.githubusercontent.com/marcozennaro",
+            "profile": "https://github.com/marcozennaro",
             "contributions": []
         },
         {
-            "login": "alxrod",
-            "name": "alxrod",
-            "avatar_url": "https://avatars.githubusercontent.com/alxrod",
-            "profile": "https://github.com/alxrod",
+            "login": "aptl26",
+            "name": "aptl26",
+            "avatar_url": "https://avatars.githubusercontent.com/aptl26",
+            "profile": "https://github.com/aptl26",
             "contributions": []
         },
         {
-            "login": "DivyaAmirtharaj",
-            "name": "Divya",
-            "avatar_url": "https://avatars.githubusercontent.com/DivyaAmirtharaj",
-            "profile": "https://github.com/DivyaAmirtharaj",
+            "login": "AditiR-42",
+            "name": "AditiR_42",
+            "avatar_url": "https://avatars.githubusercontent.com/AditiR-42",
+            "profile": "https://github.com/AditiR-42",
             "contributions": []
         },
         {
@@ -154,59 +161,52 @@
             "contributions": []
         },
         {
-            "login": "sjohri20",
-            "name": "sjohri20",
-            "avatar_url": "https://avatars.githubusercontent.com/sjohri20",
-            "profile": "https://github.com/sjohri20",
-            "contributions": []
-        },
-        {
-            "login": "uchendui",
-            "name": "Ikechukwu Uchendu",
-            "avatar_url": "https://avatars.githubusercontent.com/uchendui",
-            "profile": "https://github.com/uchendui",
+            "login": "gnodipac886",
+            "name": "Eric D",
+            "avatar_url": "https://avatars.githubusercontent.com/gnodipac886",
+            "profile": "https://github.com/gnodipac886",
             "contributions": []
         },
         {
-            "login": "AditiR-42",
-            "name": "AditiR_42",
-            "avatar_url": "https://avatars.githubusercontent.com/AditiR-42",
-            "profile": "https://github.com/AditiR-42",
+            "login": "mpstewart1",
+            "name": "Matthew Stewart",
+            "avatar_url": "https://avatars.githubusercontent.com/mpstewart1",
+            "profile": "https://github.com/mpstewart1",
             "contributions": []
         },
         {
-            "login": "BaeHenryS",
-            "name": "Henry Bae",
-            "avatar_url": "https://avatars.githubusercontent.com/BaeHenryS",
-            "profile": "https://github.com/BaeHenryS",
+            "login": "18jeffreyma",
+            "name": "Jeffrey Ma",
+            "avatar_url": "https://avatars.githubusercontent.com/18jeffreyma",
+            "profile": "https://github.com/18jeffreyma",
             "contributions": []
         },
         {
-            "login": "jzhou1318",
-            "name": "Jennifer Zhou",
-            "avatar_url": "https://avatars.githubusercontent.com/jzhou1318",
-            "profile": "https://github.com/jzhou1318",
+            "login": "Mjrovai",
+            "name": "Marcelo Rovai",
+            "avatar_url": "https://avatars.githubusercontent.com/Mjrovai",
+            "profile": "https://github.com/Mjrovai",
             "contributions": []
         },
         {
-            "login": "mpstewart1",
-            "name": "Matthew Stewart",
-            "avatar_url": "https://avatars.githubusercontent.com/mpstewart1",
-            "profile": "https://github.com/mpstewart1",
+            "login": "DivyaAmirtharaj",
+            "name": "Divya",
+            "avatar_url": "https://avatars.githubusercontent.com/DivyaAmirtharaj",
+            "profile": "https://github.com/DivyaAmirtharaj",
             "contributions": []
         },
         {
-            "login": "colbybanbury",
-            "name": "Colby Banbury",
-            "avatar_url": "https://avatars.githubusercontent.com/colbybanbury",
-            "profile": "https://github.com/colbybanbury",
+            "login": "Naeemkh",
+            "name": "naeemkh",
+            "avatar_url": "https://avatars.githubusercontent.com/Naeemkh",
+            "profile": "https://github.com/Naeemkh",
             "contributions": []
         },
         {
-            "login": "jared-ni",
-            "name": "Jared Ni",
-            "avatar_url": "https://avatars.githubusercontent.com/jared-ni",
-            "profile": "https://github.com/jared-ni",
+            "login": "jzhou1318",
+            "name": "Jennifer Zhou",
+            "avatar_url": "https://avatars.githubusercontent.com/jzhou1318",
+            "profile": "https://github.com/jzhou1318",
             "contributions": []
         }
     ],
diff --git a/README.md b/README.md
index 5fce3957..5687898e 100644
--- a/README.md
+++ b/README.md
@@ -88,45 +88,45 @@ quarto render
 <table>
   <tbody>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="arnaumarin"/><br /><sub><b>arnaumarin</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"/><br /><sub><b>naeemkh</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="AditiR_42"/><br /><sub><b>AditiR_42</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"/><br /><sub><b>naeemkh</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
     </tr>
   </tbody>
 </table>
diff --git a/contributors.qmd b/contributors.qmd
index 6424edaa..24e7c95f 100644
--- a/contributors.qmd
+++ b/contributors.qmd
@@ -69,45 +69,45 @@ We extend our sincere thanks to the diverse group of individuals who have genero
 <table>
   <tbody>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="arnaumarin"/><br /><sub><b>arnaumarin</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"/><br /><sub><b>naeemkh</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="AditiR_42"/><br /><sub><b>AditiR_42</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"/><br /><sub><b>naeemkh</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
     </tr>
   </tbody>
 </table>

From 2ad20a843205dd8dbea33a73a56e9a0c4c642ffe Mon Sep 17 00:00:00 2001
From: Andrea Murillo <anfe4949anfe@gmail.com>
Date: Wed, 15 Nov 2023 22:47:25 -1000
Subject: [PATCH 08/12] final check for ml life cycle image

---
 workflow.qmd | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/workflow.qmd b/workflow.qmd
index 202e1737..3663b029 100644
--- a/workflow.qmd
+++ b/workflow.qmd
@@ -25,7 +25,7 @@ The ML workflow is a structured approach that guides professionals and researche
 
 ## Overview
 
-![Multi-step design methodology for the development of a machine learning model. Commonly referred to as the machine learning lifecycle](.images/ML_life_cycle.png)
+![Multi-step design methodology for the development of a machine learning model. Commonly referred to as the machine learning lifecycle](./images/ML_life_cycle.png)
 
 An ML workflow is a systematic process that encompasses the development, deployment, and maintenance of ML models. The typical steps involved are:
 

From 4e36801ae758d45237a8a1e012319eb2ccc767c2 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 16 Nov 2023 08:49:14 +0000
Subject: [PATCH 09/12] Update readme and contributors.qmd with contributors

---
 .all-contributorsrc | 226 ++++++++++++++++++++++----------------------
 README.md           |  50 +++++-----
 contributors.qmd    |  50 +++++-----
 3 files changed, 163 insertions(+), 163 deletions(-)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index d0ece77b..aa064637 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -7,87 +7,80 @@
     ],
     "contributors": [
         {
-            "login": "jessicaquaye",
-            "name": "Jessica Quaye",
-            "avatar_url": "https://avatars.githubusercontent.com/jessicaquaye",
-            "profile": "https://github.com/jessicaquaye",
-            "contributions": []
-        },
-        {
-            "login": "ShvetankPrakash",
-            "name": "Shvetank Prakash",
-            "avatar_url": "https://avatars.githubusercontent.com/ShvetankPrakash",
-            "profile": "https://github.com/ShvetankPrakash",
+            "login": "DivyaAmirtharaj",
+            "name": "Divya",
+            "avatar_url": "https://avatars.githubusercontent.com/DivyaAmirtharaj",
+            "profile": "https://github.com/DivyaAmirtharaj",
             "contributions": []
         },
         {
-            "login": "pongtr",
-            "name": "Pong Trairatvorakul",
-            "avatar_url": "https://avatars.githubusercontent.com/pongtr",
-            "profile": "https://github.com/pongtr",
+            "login": "jzhou1318",
+            "name": "Jennifer Zhou",
+            "avatar_url": "https://avatars.githubusercontent.com/jzhou1318",
+            "profile": "https://github.com/jzhou1318",
             "contributions": []
         },
         {
-            "login": "sjohri20",
-            "name": "sjohri20",
-            "avatar_url": "https://avatars.githubusercontent.com/sjohri20",
-            "profile": "https://github.com/sjohri20",
+            "login": "ishapira1",
+            "name": "ishapira",
+            "avatar_url": "https://avatars.githubusercontent.com/ishapira1",
+            "profile": "https://github.com/ishapira1",
             "contributions": []
         },
         {
-            "login": "arnaumarin",
-            "name": "arnaumarin",
-            "avatar_url": "https://avatars.githubusercontent.com/arnaumarin",
-            "profile": "https://github.com/arnaumarin",
+            "login": "alxrod",
+            "name": "alxrod",
+            "avatar_url": "https://avatars.githubusercontent.com/alxrod",
+            "profile": "https://github.com/alxrod",
             "contributions": []
         },
         {
-            "login": "uchendui",
-            "name": "Ikechukwu Uchendu",
-            "avatar_url": "https://avatars.githubusercontent.com/uchendui",
-            "profile": "https://github.com/uchendui",
+            "login": "Mjrovai",
+            "name": "Marcelo Rovai",
+            "avatar_url": "https://avatars.githubusercontent.com/Mjrovai",
+            "profile": "https://github.com/Mjrovai",
             "contributions": []
         },
         {
-            "login": "alxrod",
-            "name": "alxrod",
-            "avatar_url": "https://avatars.githubusercontent.com/alxrod",
-            "profile": "https://github.com/alxrod",
+            "login": "marcozennaro",
+            "name": "Marco Zennaro",
+            "avatar_url": "https://avatars.githubusercontent.com/marcozennaro",
+            "profile": "https://github.com/marcozennaro",
             "contributions": []
         },
         {
-            "login": "Ekhao",
-            "name": "Emil Njor",
-            "avatar_url": "https://avatars.githubusercontent.com/Ekhao",
-            "profile": "https://github.com/Ekhao",
+            "login": "AditiR-42",
+            "name": "AditiR_42",
+            "avatar_url": "https://avatars.githubusercontent.com/AditiR-42",
+            "profile": "https://github.com/AditiR-42",
             "contributions": []
         },
         {
-            "login": "ishapira1",
-            "name": "ishapira",
-            "avatar_url": "https://avatars.githubusercontent.com/ishapira1",
-            "profile": "https://github.com/ishapira1",
+            "login": "uchendui",
+            "name": "Ikechukwu Uchendu",
+            "avatar_url": "https://avatars.githubusercontent.com/uchendui",
+            "profile": "https://github.com/uchendui",
             "contributions": []
         },
         {
-            "login": "jaysonzlin",
-            "name": "Jayson Lin",
-            "avatar_url": "https://avatars.githubusercontent.com/jaysonzlin",
-            "profile": "https://github.com/jaysonzlin",
+            "login": "happyappledog",
+            "name": "happyappledog",
+            "avatar_url": "https://avatars.githubusercontent.com/happyappledog",
+            "profile": "https://github.com/happyappledog",
             "contributions": []
         },
         {
-            "login": "sophiacho1",
-            "name": "sophiacho1",
-            "avatar_url": "https://avatars.githubusercontent.com/sophiacho1",
-            "profile": "https://github.com/sophiacho1",
+            "login": "jessicaquaye",
+            "name": "Jessica Quaye",
+            "avatar_url": "https://avatars.githubusercontent.com/jessicaquaye",
+            "profile": "https://github.com/jessicaquaye",
             "contributions": []
         },
         {
-            "login": "mmaz",
-            "name": "Mark Mazumder",
-            "avatar_url": "https://avatars.githubusercontent.com/mmaz",
-            "profile": "https://github.com/mmaz",
+            "login": "aptl26",
+            "name": "aptl26",
+            "avatar_url": "https://avatars.githubusercontent.com/aptl26",
+            "profile": "https://github.com/aptl26",
             "contributions": []
         },
         {
@@ -98,31 +91,24 @@
             "contributions": []
         },
         {
-            "login": "michael-schnebly",
-            "name": "Michael Schnebly",
-            "avatar_url": "https://avatars.githubusercontent.com/michael-schnebly",
-            "profile": "https://github.com/michael-schnebly",
-            "contributions": []
-        },
-        {
-            "login": "colbybanbury",
-            "name": "Colby Banbury",
-            "avatar_url": "https://avatars.githubusercontent.com/colbybanbury",
-            "profile": "https://github.com/colbybanbury",
+            "login": "sjohri20",
+            "name": "sjohri20",
+            "avatar_url": "https://avatars.githubusercontent.com/sjohri20",
+            "profile": "https://github.com/sjohri20",
             "contributions": []
         },
         {
-            "login": "BaeHenryS",
-            "name": "Henry Bae",
-            "avatar_url": "https://avatars.githubusercontent.com/BaeHenryS",
-            "profile": "https://github.com/BaeHenryS",
+            "login": "ShvetankPrakash",
+            "name": "Shvetank Prakash",
+            "avatar_url": "https://avatars.githubusercontent.com/ShvetankPrakash",
+            "profile": "https://github.com/ShvetankPrakash",
             "contributions": []
         },
         {
-            "login": "profvjreddi",
-            "name": "Vijay Janapa Reddi",
-            "avatar_url": "https://avatars.githubusercontent.com/profvjreddi",
-            "profile": "https://github.com/profvjreddi",
+            "login": "mpstewart1",
+            "name": "Matthew Stewart",
+            "avatar_url": "https://avatars.githubusercontent.com/mpstewart1",
+            "profile": "https://github.com/mpstewart1",
             "contributions": []
         },
         {
@@ -133,45 +119,66 @@
             "contributions": []
         },
         {
-            "login": "marcozennaro",
-            "name": "Marco Zennaro",
-            "avatar_url": "https://avatars.githubusercontent.com/marcozennaro",
-            "profile": "https://github.com/marcozennaro",
+            "login": "jaysonzlin",
+            "name": "Jayson Lin",
+            "avatar_url": "https://avatars.githubusercontent.com/jaysonzlin",
+            "profile": "https://github.com/jaysonzlin",
             "contributions": []
         },
         {
-            "login": "aptl26",
-            "name": "aptl26",
-            "avatar_url": "https://avatars.githubusercontent.com/aptl26",
-            "profile": "https://github.com/aptl26",
+            "login": "pongtr",
+            "name": "Pong Trairatvorakul",
+            "avatar_url": "https://avatars.githubusercontent.com/pongtr",
+            "profile": "https://github.com/pongtr",
             "contributions": []
         },
         {
-            "login": "AditiR-42",
-            "name": "AditiR_42",
-            "avatar_url": "https://avatars.githubusercontent.com/AditiR-42",
-            "profile": "https://github.com/AditiR-42",
+            "login": "colbybanbury",
+            "name": "Colby Banbury",
+            "avatar_url": "https://avatars.githubusercontent.com/colbybanbury",
+            "profile": "https://github.com/colbybanbury",
             "contributions": []
         },
         {
-            "login": "happyappledog",
-            "name": "happyappledog",
-            "avatar_url": "https://avatars.githubusercontent.com/happyappledog",
-            "profile": "https://github.com/happyappledog",
+            "login": "michael-schnebly",
+            "name": "Michael Schnebly",
+            "avatar_url": "https://avatars.githubusercontent.com/michael-schnebly",
+            "profile": "https://github.com/michael-schnebly",
             "contributions": []
         },
         {
-            "login": "gnodipac886",
-            "name": "Eric D",
-            "avatar_url": "https://avatars.githubusercontent.com/gnodipac886",
-            "profile": "https://github.com/gnodipac886",
+            "login": "mmaz",
+            "name": "Mark Mazumder",
+            "avatar_url": "https://avatars.githubusercontent.com/mmaz",
+            "profile": "https://github.com/mmaz",
             "contributions": []
         },
         {
-            "login": "mpstewart1",
-            "name": "Matthew Stewart",
-            "avatar_url": "https://avatars.githubusercontent.com/mpstewart1",
-            "profile": "https://github.com/mpstewart1",
+            "login": "BaeHenryS",
+            "name": "Henry Bae",
+            "avatar_url": "https://avatars.githubusercontent.com/BaeHenryS",
+            "profile": "https://github.com/BaeHenryS",
+            "contributions": []
+        },
+        {
+            "login": "arnaumarin",
+            "name": "arnaumarin",
+            "avatar_url": "https://avatars.githubusercontent.com/arnaumarin",
+            "profile": "https://github.com/arnaumarin",
+            "contributions": []
+        },
+        {
+            "login": "Naeemkh",
+            "name": "naeemkh",
+            "avatar_url": "https://avatars.githubusercontent.com/Naeemkh",
+            "profile": "https://github.com/Naeemkh",
+            "contributions": []
+        },
+        {
+            "login": "profvjreddi",
+            "name": "Vijay Janapa Reddi",
+            "avatar_url": "https://avatars.githubusercontent.com/profvjreddi",
+            "profile": "https://github.com/profvjreddi",
             "contributions": []
         },
         {
@@ -182,31 +189,24 @@
             "contributions": []
         },
         {
-            "login": "Mjrovai",
-            "name": "Marcelo Rovai",
-            "avatar_url": "https://avatars.githubusercontent.com/Mjrovai",
-            "profile": "https://github.com/Mjrovai",
-            "contributions": []
-        },
-        {
-            "login": "DivyaAmirtharaj",
-            "name": "Divya",
-            "avatar_url": "https://avatars.githubusercontent.com/DivyaAmirtharaj",
-            "profile": "https://github.com/DivyaAmirtharaj",
+            "login": "gnodipac886",
+            "name": "Eric D",
+            "avatar_url": "https://avatars.githubusercontent.com/gnodipac886",
+            "profile": "https://github.com/gnodipac886",
             "contributions": []
         },
         {
-            "login": "Naeemkh",
-            "name": "naeemkh",
-            "avatar_url": "https://avatars.githubusercontent.com/Naeemkh",
-            "profile": "https://github.com/Naeemkh",
+            "login": "Ekhao",
+            "name": "Emil Njor",
+            "avatar_url": "https://avatars.githubusercontent.com/Ekhao",
+            "profile": "https://github.com/Ekhao",
             "contributions": []
         },
         {
-            "login": "jzhou1318",
-            "name": "Jennifer Zhou",
-            "avatar_url": "https://avatars.githubusercontent.com/jzhou1318",
-            "profile": "https://github.com/jzhou1318",
+            "login": "sophiacho1",
+            "name": "sophiacho1",
+            "avatar_url": "https://avatars.githubusercontent.com/sophiacho1",
+            "profile": "https://github.com/sophiacho1",
             "contributions": []
         }
     ],
diff --git a/README.md b/README.md
index 5687898e..9801fcb5 100644
--- a/README.md
+++ b/README.md
@@ -88,45 +88,45 @@ quarto render
 <table>
   <tbody>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="arnaumarin"/><br /><sub><b>arnaumarin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="AditiR_42"/><br /><sub><b>AditiR_42</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="arnaumarin"/><br /><sub><b>arnaumarin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"/><br /><sub><b>naeemkh</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="AditiR_42"/><br /><sub><b>AditiR_42</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
-    </tr>
-    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"/><br /><sub><b>naeemkh</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
     </tr>
   </tbody>
 </table>
diff --git a/contributors.qmd b/contributors.qmd
index 24e7c95f..c6e83fd3 100644
--- a/contributors.qmd
+++ b/contributors.qmd
@@ -69,45 +69,45 @@ We extend our sincere thanks to the diverse group of individuals who have genero
 <table>
   <tbody>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="arnaumarin"/><br /><sub><b>arnaumarin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="AditiR_42"/><br /><sub><b>AditiR_42</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="arnaumarin"/><br /><sub><b>arnaumarin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"/><br /><sub><b>naeemkh</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="AditiR_42"/><br /><sub><b>AditiR_42</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
-    </tr>
-    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"/><br /><sub><b>naeemkh</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
     </tr>
   </tbody>
 </table>

From 36d1cf249e5f240dd22ede2248e365f2dae01f0c Mon Sep 17 00:00:00 2001
From: Vijay Janapa Reddi <vj@eecs.harvard.edu>
Date: Thu, 16 Nov 2023 09:49:27 -0500
Subject: [PATCH 10/12] Updated the text to match the figure from Andrea

---
 workflow.qmd | 19 ++++++++++---------
 1 file changed, 10 insertions(+), 9 deletions(-)

diff --git a/workflow.qmd b/workflow.qmd
index 3663b029..f0fda7c2 100644
--- a/workflow.qmd
+++ b/workflow.qmd
@@ -27,15 +27,16 @@ The ML workflow is a structured approach that guides professionals and researche
 
 ![Multi-step design methodology for the development of a machine learning model. Commonly referred to as the machine learning lifecycle](./images/ML_life_cycle.png)
 
-An ML workflow is a systematic process that encompasses the development, deployment, and maintenance of ML models. The typical steps involved are:
-
-1. **Problem Definition**: Clearly define the problem you aim to solve with your ML model, whether it's image classification, customer churn prediction, or text generation. This clarity sets the stage for data collection and algorithm selection.
-2. **Data Collection and Preparation**: Gather a high-quality dataset that accurately represents the problem at hand. Data cleaning and preparation are essential steps, which may include outlier removal, missing value imputation, and feature scaling.
-3. **Algorithm Selection**: Choose an ML algorithm that aligns with your data type and problem. Various algorithms have their own pros and cons, making the selection critical.
-4. **Model Training**: Train your chosen ML algorithm on the prepared dataset. The duration of this process can vary based on dataset size and complexity.
-5. **Model Evaluation**: Assess the model's performance using a separate test set to gauge its generalization capabilities.
-6. **Model Deployment**: Integrate the model into production once its performance meets your criteria. This could involve embedding it into a software application or offering it as a web service.
-7. **Monitoring and Maintenance**: Keep track of the model's performance post-deployment and update it as necessary to adapt to changing real-world conditions.
+Developing a successful machine learning model requires a systematic workflow. This end-to-end process enables you to build, deploy and maintain models effectively. It typically involves the following key steps:
+
+1. **Problem Definition** - Start by clearly articulating the specific problem you want to solve. This focuses your efforts during data collection and model building.
+2. **Data Collection to Preparation** - Gather relevant, high-quality training data that captures all aspects of the problem. Clean and preprocess the data to get it ready for modeling. 
+3. **Model Selection and Training** - Choose a machine learning algorithm suited to your problem type and data. Consider pros and cons of different approaches. Feed the prepared data into the model to train it. Training time varies based on data size and model complexity. 
+4. **Model Evaluation** - Test the trained model on new unseen data to measure its predictive accuracy. Identify any limitations.
+6. **Model Deployment** - Integrate the validated model into applications or systems to start operationalization. 
+7. **Monitor and Maintain** - Track model performance in production. Retrain periodically on new data to keep it current.
+
+Following this structured **ML workflow** helps guide you through the key phases of development. It ensures you build effective and robust models that are ready for real-world deployment. The end result is higher quality models that solve your business needs.
 
 The ML workflow is iterative, requiring ongoing monitoring and potential adjustments. Additional considerations include:
 

From abc9f487d2d2a49c21e4a33cf5acbed868f2a2f1 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 16 Nov 2023 14:50:24 +0000
Subject: [PATCH 11/12] Update readme and contributors.qmd with contributors

---
 .all-contributorsrc | 212 ++++++++++++++++++++++----------------------
 README.md           |  50 +++++------
 contributors.qmd    |  50 +++++------
 3 files changed, 156 insertions(+), 156 deletions(-)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index aa064637..cffb2b6f 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -7,10 +7,10 @@
     ],
     "contributors": [
         {
-            "login": "DivyaAmirtharaj",
-            "name": "Divya",
-            "avatar_url": "https://avatars.githubusercontent.com/DivyaAmirtharaj",
-            "profile": "https://github.com/DivyaAmirtharaj",
+            "login": "arnaumarin",
+            "name": "arnaumarin",
+            "avatar_url": "https://avatars.githubusercontent.com/arnaumarin",
+            "profile": "https://github.com/arnaumarin",
             "contributions": []
         },
         {
@@ -21,52 +21,45 @@
             "contributions": []
         },
         {
-            "login": "ishapira1",
-            "name": "ishapira",
-            "avatar_url": "https://avatars.githubusercontent.com/ishapira1",
-            "profile": "https://github.com/ishapira1",
-            "contributions": []
-        },
-        {
-            "login": "alxrod",
-            "name": "alxrod",
-            "avatar_url": "https://avatars.githubusercontent.com/alxrod",
-            "profile": "https://github.com/alxrod",
+            "login": "mmaz",
+            "name": "Mark Mazumder",
+            "avatar_url": "https://avatars.githubusercontent.com/mmaz",
+            "profile": "https://github.com/mmaz",
             "contributions": []
         },
         {
-            "login": "Mjrovai",
-            "name": "Marcelo Rovai",
-            "avatar_url": "https://avatars.githubusercontent.com/Mjrovai",
-            "profile": "https://github.com/Mjrovai",
+            "login": "sophiacho1",
+            "name": "sophiacho1",
+            "avatar_url": "https://avatars.githubusercontent.com/sophiacho1",
+            "profile": "https://github.com/sophiacho1",
             "contributions": []
         },
         {
-            "login": "marcozennaro",
-            "name": "Marco Zennaro",
-            "avatar_url": "https://avatars.githubusercontent.com/marcozennaro",
-            "profile": "https://github.com/marcozennaro",
+            "login": "uchendui",
+            "name": "Ikechukwu Uchendu",
+            "avatar_url": "https://avatars.githubusercontent.com/uchendui",
+            "profile": "https://github.com/uchendui",
             "contributions": []
         },
         {
-            "login": "AditiR-42",
-            "name": "AditiR_42",
-            "avatar_url": "https://avatars.githubusercontent.com/AditiR-42",
-            "profile": "https://github.com/AditiR-42",
+            "login": "BaeHenryS",
+            "name": "Henry Bae",
+            "avatar_url": "https://avatars.githubusercontent.com/BaeHenryS",
+            "profile": "https://github.com/BaeHenryS",
             "contributions": []
         },
         {
-            "login": "uchendui",
-            "name": "Ikechukwu Uchendu",
-            "avatar_url": "https://avatars.githubusercontent.com/uchendui",
-            "profile": "https://github.com/uchendui",
+            "login": "Ekhao",
+            "name": "Emil Njor",
+            "avatar_url": "https://avatars.githubusercontent.com/Ekhao",
+            "profile": "https://github.com/Ekhao",
             "contributions": []
         },
         {
-            "login": "happyappledog",
-            "name": "happyappledog",
-            "avatar_url": "https://avatars.githubusercontent.com/happyappledog",
-            "profile": "https://github.com/happyappledog",
+            "login": "colbybanbury",
+            "name": "Colby Banbury",
+            "avatar_url": "https://avatars.githubusercontent.com/colbybanbury",
+            "profile": "https://github.com/colbybanbury",
             "contributions": []
         },
         {
@@ -77,24 +70,17 @@
             "contributions": []
         },
         {
-            "login": "aptl26",
-            "name": "aptl26",
-            "avatar_url": "https://avatars.githubusercontent.com/aptl26",
-            "profile": "https://github.com/aptl26",
-            "contributions": []
-        },
-        {
-            "login": "oishib",
-            "name": "oishib",
-            "avatar_url": "https://avatars.githubusercontent.com/oishib",
-            "profile": "https://github.com/oishib",
+            "login": "gnodipac886",
+            "name": "Eric D",
+            "avatar_url": "https://avatars.githubusercontent.com/gnodipac886",
+            "profile": "https://github.com/gnodipac886",
             "contributions": []
         },
         {
-            "login": "sjohri20",
-            "name": "sjohri20",
-            "avatar_url": "https://avatars.githubusercontent.com/sjohri20",
-            "profile": "https://github.com/sjohri20",
+            "login": "mpstewart1",
+            "name": "Matthew Stewart",
+            "avatar_url": "https://avatars.githubusercontent.com/mpstewart1",
+            "profile": "https://github.com/mpstewart1",
             "contributions": []
         },
         {
@@ -105,10 +91,17 @@
             "contributions": []
         },
         {
-            "login": "mpstewart1",
-            "name": "Matthew Stewart",
-            "avatar_url": "https://avatars.githubusercontent.com/mpstewart1",
-            "profile": "https://github.com/mpstewart1",
+            "login": "18jeffreyma",
+            "name": "Jeffrey Ma",
+            "avatar_url": "https://avatars.githubusercontent.com/18jeffreyma",
+            "profile": "https://github.com/18jeffreyma",
+            "contributions": []
+        },
+        {
+            "login": "Mjrovai",
+            "name": "Marcelo Rovai",
+            "avatar_url": "https://avatars.githubusercontent.com/Mjrovai",
+            "profile": "https://github.com/Mjrovai",
             "contributions": []
         },
         {
@@ -119,94 +112,101 @@
             "contributions": []
         },
         {
-            "login": "jaysonzlin",
-            "name": "Jayson Lin",
-            "avatar_url": "https://avatars.githubusercontent.com/jaysonzlin",
-            "profile": "https://github.com/jaysonzlin",
+            "login": "Naeemkh",
+            "name": "naeemkh",
+            "avatar_url": "https://avatars.githubusercontent.com/Naeemkh",
+            "profile": "https://github.com/Naeemkh",
             "contributions": []
         },
         {
-            "login": "pongtr",
-            "name": "Pong Trairatvorakul",
-            "avatar_url": "https://avatars.githubusercontent.com/pongtr",
-            "profile": "https://github.com/pongtr",
+            "login": "happyappledog",
+            "name": "happyappledog",
+            "avatar_url": "https://avatars.githubusercontent.com/happyappledog",
+            "profile": "https://github.com/happyappledog",
             "contributions": []
         },
         {
-            "login": "colbybanbury",
-            "name": "Colby Banbury",
-            "avatar_url": "https://avatars.githubusercontent.com/colbybanbury",
-            "profile": "https://github.com/colbybanbury",
+            "login": "oishib",
+            "name": "oishib",
+            "avatar_url": "https://avatars.githubusercontent.com/oishib",
+            "profile": "https://github.com/oishib",
             "contributions": []
         },
         {
-            "login": "michael-schnebly",
-            "name": "Michael Schnebly",
-            "avatar_url": "https://avatars.githubusercontent.com/michael-schnebly",
-            "profile": "https://github.com/michael-schnebly",
+            "login": "sjohri20",
+            "name": "sjohri20",
+            "avatar_url": "https://avatars.githubusercontent.com/sjohri20",
+            "profile": "https://github.com/sjohri20",
             "contributions": []
         },
         {
-            "login": "mmaz",
-            "name": "Mark Mazumder",
-            "avatar_url": "https://avatars.githubusercontent.com/mmaz",
-            "profile": "https://github.com/mmaz",
+            "login": "DivyaAmirtharaj",
+            "name": "Divya",
+            "avatar_url": "https://avatars.githubusercontent.com/DivyaAmirtharaj",
+            "profile": "https://github.com/DivyaAmirtharaj",
             "contributions": []
         },
         {
-            "login": "BaeHenryS",
-            "name": "Henry Bae",
-            "avatar_url": "https://avatars.githubusercontent.com/BaeHenryS",
-            "profile": "https://github.com/BaeHenryS",
+            "login": "profvjreddi",
+            "name": "Vijay Janapa Reddi",
+            "avatar_url": "https://avatars.githubusercontent.com/profvjreddi",
+            "profile": "https://github.com/profvjreddi",
             "contributions": []
         },
         {
-            "login": "arnaumarin",
-            "name": "arnaumarin",
-            "avatar_url": "https://avatars.githubusercontent.com/arnaumarin",
-            "profile": "https://github.com/arnaumarin",
+            "login": "marcozennaro",
+            "name": "Marco Zennaro",
+            "avatar_url": "https://avatars.githubusercontent.com/marcozennaro",
+            "profile": "https://github.com/marcozennaro",
             "contributions": []
         },
         {
-            "login": "Naeemkh",
-            "name": "naeemkh",
-            "avatar_url": "https://avatars.githubusercontent.com/Naeemkh",
-            "profile": "https://github.com/Naeemkh",
+            "login": "aptl26",
+            "name": "aptl26",
+            "avatar_url": "https://avatars.githubusercontent.com/aptl26",
+            "profile": "https://github.com/aptl26",
             "contributions": []
         },
         {
-            "login": "profvjreddi",
-            "name": "Vijay Janapa Reddi",
-            "avatar_url": "https://avatars.githubusercontent.com/profvjreddi",
-            "profile": "https://github.com/profvjreddi",
+            "login": "jaysonzlin",
+            "name": "Jayson Lin",
+            "avatar_url": "https://avatars.githubusercontent.com/jaysonzlin",
+            "profile": "https://github.com/jaysonzlin",
             "contributions": []
         },
         {
-            "login": "18jeffreyma",
-            "name": "Jeffrey Ma",
-            "avatar_url": "https://avatars.githubusercontent.com/18jeffreyma",
-            "profile": "https://github.com/18jeffreyma",
+            "login": "AditiR-42",
+            "name": "AditiR_42",
+            "avatar_url": "https://avatars.githubusercontent.com/AditiR-42",
+            "profile": "https://github.com/AditiR-42",
             "contributions": []
         },
         {
-            "login": "gnodipac886",
-            "name": "Eric D",
-            "avatar_url": "https://avatars.githubusercontent.com/gnodipac886",
-            "profile": "https://github.com/gnodipac886",
+            "login": "alxrod",
+            "name": "alxrod",
+            "avatar_url": "https://avatars.githubusercontent.com/alxrod",
+            "profile": "https://github.com/alxrod",
             "contributions": []
         },
         {
-            "login": "Ekhao",
-            "name": "Emil Njor",
-            "avatar_url": "https://avatars.githubusercontent.com/Ekhao",
-            "profile": "https://github.com/Ekhao",
+            "login": "ishapira1",
+            "name": "ishapira",
+            "avatar_url": "https://avatars.githubusercontent.com/ishapira1",
+            "profile": "https://github.com/ishapira1",
             "contributions": []
         },
         {
-            "login": "sophiacho1",
-            "name": "sophiacho1",
-            "avatar_url": "https://avatars.githubusercontent.com/sophiacho1",
-            "profile": "https://github.com/sophiacho1",
+            "login": "michael-schnebly",
+            "name": "Michael Schnebly",
+            "avatar_url": "https://avatars.githubusercontent.com/michael-schnebly",
+            "profile": "https://github.com/michael-schnebly",
+            "contributions": []
+        },
+        {
+            "login": "pongtr",
+            "name": "Pong Trairatvorakul",
+            "avatar_url": "https://avatars.githubusercontent.com/pongtr",
+            "profile": "https://github.com/pongtr",
             "contributions": []
         }
     ],
diff --git a/README.md b/README.md
index 9801fcb5..55797bd5 100644
--- a/README.md
+++ b/README.md
@@ -88,45 +88,45 @@ quarto render
 <table>
   <tbody>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="arnaumarin"/><br /><sub><b>arnaumarin</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="AditiR_42"/><br /><sub><b>AditiR_42</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
-    </tr>
-    <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="arnaumarin"/><br /><sub><b>arnaumarin</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"/><br /><sub><b>naeemkh</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
+    </tr>
+    <tr>
       <td align="center" valign="top" width="20%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="AditiR_42"/><br /><sub><b>AditiR_42</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
     </tr>
   </tbody>
 </table>
diff --git a/contributors.qmd b/contributors.qmd
index c6e83fd3..566d23aa 100644
--- a/contributors.qmd
+++ b/contributors.qmd
@@ -69,45 +69,45 @@ We extend our sincere thanks to the diverse group of individuals who have genero
 <table>
   <tbody>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="arnaumarin"/><br /><sub><b>arnaumarin</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="AditiR_42"/><br /><sub><b>AditiR_42</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
-    </tr>
-    <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="arnaumarin"/><br /><sub><b>arnaumarin</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"/><br /><sub><b>naeemkh</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
+    </tr>
+    <tr>
       <td align="center" valign="top" width="20%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="AditiR_42"/><br /><sub><b>AditiR_42</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
     </tr>
   </tbody>
 </table>

From afa19d006a166799ecbf2b8dfc6d5327202fd056 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 16 Nov 2023 14:53:17 +0000
Subject: [PATCH 12/12] Update readme and contributors.qmd with contributors

---
 .all-contributorsrc | 221 +++++++++++++++++++++++---------------------
 README.md           |  49 +++++-----
 contributors.qmd    |  49 +++++-----
 3 files changed, 164 insertions(+), 155 deletions(-)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index cffb2b6f..fdbce420 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -6,6 +6,13 @@
         "README.md"
     ],
     "contributors": [
+        {
+            "login": "Ekhao",
+            "name": "Emil Njor",
+            "avatar_url": "https://avatars.githubusercontent.com/Ekhao",
+            "profile": "https://github.com/Ekhao",
+            "contributions": []
+        },
         {
             "login": "arnaumarin",
             "name": "arnaumarin",
@@ -14,10 +21,17 @@
             "contributions": []
         },
         {
-            "login": "jzhou1318",
-            "name": "Jennifer Zhou",
-            "avatar_url": "https://avatars.githubusercontent.com/jzhou1318",
-            "profile": "https://github.com/jzhou1318",
+            "login": "pongtr",
+            "name": "Pong Trairatvorakul",
+            "avatar_url": "https://avatars.githubusercontent.com/pongtr",
+            "profile": "https://github.com/pongtr",
+            "contributions": []
+        },
+        {
+            "login": "marcozennaro",
+            "name": "Marco Zennaro",
+            "avatar_url": "https://avatars.githubusercontent.com/marcozennaro",
+            "profile": "https://github.com/marcozennaro",
             "contributions": []
         },
         {
@@ -28,115 +42,115 @@
             "contributions": []
         },
         {
-            "login": "sophiacho1",
-            "name": "sophiacho1",
-            "avatar_url": "https://avatars.githubusercontent.com/sophiacho1",
-            "profile": "https://github.com/sophiacho1",
+            "login": "profvjreddi",
+            "name": "Vijay Janapa Reddi",
+            "avatar_url": "https://avatars.githubusercontent.com/profvjreddi",
+            "profile": "https://github.com/profvjreddi",
             "contributions": []
         },
         {
-            "login": "uchendui",
-            "name": "Ikechukwu Uchendu",
-            "avatar_url": "https://avatars.githubusercontent.com/uchendui",
-            "profile": "https://github.com/uchendui",
+            "login": "colbybanbury",
+            "name": "Colby Banbury",
+            "avatar_url": "https://avatars.githubusercontent.com/colbybanbury",
+            "profile": "https://github.com/colbybanbury",
             "contributions": []
         },
         {
-            "login": "BaeHenryS",
-            "name": "Henry Bae",
-            "avatar_url": "https://avatars.githubusercontent.com/BaeHenryS",
-            "profile": "https://github.com/BaeHenryS",
+            "login": "happyappledog",
+            "name": "happyappledog",
+            "avatar_url": "https://avatars.githubusercontent.com/happyappledog",
+            "profile": "https://github.com/happyappledog",
             "contributions": []
         },
         {
-            "login": "Ekhao",
-            "name": "Emil Njor",
-            "avatar_url": "https://avatars.githubusercontent.com/Ekhao",
-            "profile": "https://github.com/Ekhao",
+            "login": "Mjrovai",
+            "name": "Marcelo Rovai",
+            "avatar_url": "https://avatars.githubusercontent.com/Mjrovai",
+            "profile": "https://github.com/Mjrovai",
             "contributions": []
         },
         {
-            "login": "colbybanbury",
-            "name": "Colby Banbury",
-            "avatar_url": "https://avatars.githubusercontent.com/colbybanbury",
-            "profile": "https://github.com/colbybanbury",
+            "login": "sophiacho1",
+            "name": "sophiacho1",
+            "avatar_url": "https://avatars.githubusercontent.com/sophiacho1",
+            "profile": "https://github.com/sophiacho1",
             "contributions": []
         },
         {
-            "login": "jessicaquaye",
-            "name": "Jessica Quaye",
-            "avatar_url": "https://avatars.githubusercontent.com/jessicaquaye",
-            "profile": "https://github.com/jessicaquaye",
+            "login": "18jeffreyma",
+            "name": "Jeffrey Ma",
+            "avatar_url": "https://avatars.githubusercontent.com/18jeffreyma",
+            "profile": "https://github.com/18jeffreyma",
             "contributions": []
         },
         {
-            "login": "gnodipac886",
-            "name": "Eric D",
-            "avatar_url": "https://avatars.githubusercontent.com/gnodipac886",
-            "profile": "https://github.com/gnodipac886",
+            "login": "jzhou1318",
+            "name": "Jennifer Zhou",
+            "avatar_url": "https://avatars.githubusercontent.com/jzhou1318",
+            "profile": "https://github.com/jzhou1318",
             "contributions": []
         },
         {
-            "login": "mpstewart1",
-            "name": "Matthew Stewart",
-            "avatar_url": "https://avatars.githubusercontent.com/mpstewart1",
-            "profile": "https://github.com/mpstewart1",
+            "login": "Naeemkh",
+            "name": "naeemkh",
+            "avatar_url": "https://avatars.githubusercontent.com/Naeemkh",
+            "profile": "https://github.com/Naeemkh",
             "contributions": []
         },
         {
-            "login": "ShvetankPrakash",
-            "name": "Shvetank Prakash",
-            "avatar_url": "https://avatars.githubusercontent.com/ShvetankPrakash",
-            "profile": "https://github.com/ShvetankPrakash",
+            "login": "uchendui",
+            "name": "Ikechukwu Uchendu",
+            "avatar_url": "https://avatars.githubusercontent.com/uchendui",
+            "profile": "https://github.com/uchendui",
             "contributions": []
         },
         {
-            "login": "18jeffreyma",
-            "name": "Jeffrey Ma",
-            "avatar_url": "https://avatars.githubusercontent.com/18jeffreyma",
-            "profile": "https://github.com/18jeffreyma",
+            "login": "michael-schnebly",
+            "name": "Michael Schnebly",
+            "avatar_url": "https://avatars.githubusercontent.com/michael-schnebly",
+            "profile": "https://github.com/michael-schnebly",
             "contributions": []
         },
         {
-            "login": "Mjrovai",
-            "name": "Marcelo Rovai",
-            "avatar_url": "https://avatars.githubusercontent.com/Mjrovai",
-            "profile": "https://github.com/Mjrovai",
+            "login": "alxrod",
+            "name": "alxrod",
+            "avatar_url": "https://avatars.githubusercontent.com/alxrod",
+            "profile": "https://github.com/alxrod",
             "contributions": []
         },
         {
-            "login": "jared-ni",
-            "name": "Jared Ni",
-            "avatar_url": "https://avatars.githubusercontent.com/jared-ni",
-            "profile": "https://github.com/jared-ni",
+            "login": "jaysonzlin",
+            "name": "Jayson Lin",
+            "avatar_url": "https://avatars.githubusercontent.com/jaysonzlin",
+            "profile": "https://github.com/jaysonzlin",
             "contributions": []
         },
         {
-            "login": "Naeemkh",
-            "name": "naeemkh",
-            "avatar_url": "https://avatars.githubusercontent.com/Naeemkh",
-            "profile": "https://github.com/Naeemkh",
+            "login": "ishapira1",
+            "name": "ishapira",
+            "avatar_url": "https://avatars.githubusercontent.com/ishapira1",
+            "profile": "https://github.com/ishapira1",
             "contributions": []
         },
         {
-            "login": "happyappledog",
-            "name": "happyappledog",
-            "avatar_url": "https://avatars.githubusercontent.com/happyappledog",
-            "profile": "https://github.com/happyappledog",
+            "login": "aptl26",
+            "name": "aptl26",
+            "avatar_url": "https://avatars.githubusercontent.com/aptl26",
+            "profile": "https://github.com/aptl26",
             "contributions": []
         },
         {
-            "login": "oishib",
-            "name": "oishib",
-            "avatar_url": "https://avatars.githubusercontent.com/oishib",
-            "profile": "https://github.com/oishib",
+            "login": "AditiR-42",
+            "name": "AditiR_42",
+            "avatar_url": "https://avatars.githubusercontent.com/AditiR-42",
+            "profile": "https://github.com/AditiR-42",
             "contributions": []
         },
         {
-            "login": "sjohri20",
-            "name": "sjohri20",
-            "avatar_url": "https://avatars.githubusercontent.com/sjohri20",
-            "profile": "https://github.com/sjohri20",
+            "login": "gnodipac886",
+            "name": "Eric D",
+            "avatar_url": "https://avatars.githubusercontent.com/gnodipac886",
+            "profile": "https://github.com/gnodipac886",
             "contributions": []
         },
         {
@@ -147,66 +161,59 @@
             "contributions": []
         },
         {
-            "login": "profvjreddi",
-            "name": "Vijay Janapa Reddi",
-            "avatar_url": "https://avatars.githubusercontent.com/profvjreddi",
-            "profile": "https://github.com/profvjreddi",
-            "contributions": []
-        },
-        {
-            "login": "marcozennaro",
-            "name": "Marco Zennaro",
-            "avatar_url": "https://avatars.githubusercontent.com/marcozennaro",
-            "profile": "https://github.com/marcozennaro",
+            "login": "sjohri20",
+            "name": "sjohri20",
+            "avatar_url": "https://avatars.githubusercontent.com/sjohri20",
+            "profile": "https://github.com/sjohri20",
             "contributions": []
         },
         {
-            "login": "aptl26",
-            "name": "aptl26",
-            "avatar_url": "https://avatars.githubusercontent.com/aptl26",
-            "profile": "https://github.com/aptl26",
+            "login": "andreamurillomtz",
+            "name": "Andrea Murillo",
+            "avatar_url": "https://avatars.githubusercontent.com/andreamurillomtz",
+            "profile": "https://github.com/andreamurillomtz",
             "contributions": []
         },
         {
-            "login": "jaysonzlin",
-            "name": "Jayson Lin",
-            "avatar_url": "https://avatars.githubusercontent.com/jaysonzlin",
-            "profile": "https://github.com/jaysonzlin",
+            "login": "BaeHenryS",
+            "name": "Henry Bae",
+            "avatar_url": "https://avatars.githubusercontent.com/BaeHenryS",
+            "profile": "https://github.com/BaeHenryS",
             "contributions": []
         },
         {
-            "login": "AditiR-42",
-            "name": "AditiR_42",
-            "avatar_url": "https://avatars.githubusercontent.com/AditiR-42",
-            "profile": "https://github.com/AditiR-42",
+            "login": "mpstewart1",
+            "name": "Matthew Stewart",
+            "avatar_url": "https://avatars.githubusercontent.com/mpstewart1",
+            "profile": "https://github.com/mpstewart1",
             "contributions": []
         },
         {
-            "login": "alxrod",
-            "name": "alxrod",
-            "avatar_url": "https://avatars.githubusercontent.com/alxrod",
-            "profile": "https://github.com/alxrod",
+            "login": "oishib",
+            "name": "oishib",
+            "avatar_url": "https://avatars.githubusercontent.com/oishib",
+            "profile": "https://github.com/oishib",
             "contributions": []
         },
         {
-            "login": "ishapira1",
-            "name": "ishapira",
-            "avatar_url": "https://avatars.githubusercontent.com/ishapira1",
-            "profile": "https://github.com/ishapira1",
+            "login": "jared-ni",
+            "name": "Jared Ni",
+            "avatar_url": "https://avatars.githubusercontent.com/jared-ni",
+            "profile": "https://github.com/jared-ni",
             "contributions": []
         },
         {
-            "login": "michael-schnebly",
-            "name": "Michael Schnebly",
-            "avatar_url": "https://avatars.githubusercontent.com/michael-schnebly",
-            "profile": "https://github.com/michael-schnebly",
+            "login": "ShvetankPrakash",
+            "name": "Shvetank Prakash",
+            "avatar_url": "https://avatars.githubusercontent.com/ShvetankPrakash",
+            "profile": "https://github.com/ShvetankPrakash",
             "contributions": []
         },
         {
-            "login": "pongtr",
-            "name": "Pong Trairatvorakul",
-            "avatar_url": "https://avatars.githubusercontent.com/pongtr",
-            "profile": "https://github.com/pongtr",
+            "login": "jessicaquaye",
+            "name": "Jessica Quaye",
+            "avatar_url": "https://avatars.githubusercontent.com/jessicaquaye",
+            "profile": "https://github.com/jessicaquaye",
             "contributions": []
         }
     ],
diff --git a/README.md b/README.md
index 55797bd5..1693bfc7 100644
--- a/README.md
+++ b/README.md
@@ -88,45 +88,46 @@ quarto render
 <table>
   <tbody>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="arnaumarin"/><br /><sub><b>arnaumarin</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
-    </tr>
-    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"/><br /><sub><b>naeemkh</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="AditiR_42"/><br /><sub><b>AditiR_42</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/andreamurillomtz"><img src="https://avatars.githubusercontent.com/andreamurillomtz?s=100" width="100px;" alt="Andrea Murillo"/><br /><sub><b>Andrea Murillo</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
     </tr>
   </tbody>
 </table>
diff --git a/contributors.qmd b/contributors.qmd
index 566d23aa..e078b526 100644
--- a/contributors.qmd
+++ b/contributors.qmd
@@ -69,45 +69,46 @@ We extend our sincere thanks to the diverse group of individuals who have genero
 <table>
   <tbody>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="arnaumarin"/><br /><sub><b>arnaumarin</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
-    </tr>
-    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"/><br /><sub><b>sophiacho1</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"/><br /><sub><b>naeemkh</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"/><br /><sub><b>aptl26</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="AditiR_42"/><br /><sub><b>AditiR_42</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="alxrod"/><br /><sub><b>alxrod</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"/><br /><sub><b>ishapira</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"/><br /><sub><b>sjohri20</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/andreamurillomtz"><img src="https://avatars.githubusercontent.com/andreamurillomtz?s=100" width="100px;" alt="Andrea Murillo"/><br /><sub><b>Andrea Murillo</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
     </tr>
   </tbody>
 </table>