diff --git a/.nojekyll b/.nojekyll
index 8bf36f5d..c4092d48 100644
--- a/.nojekyll
+++ b/.nojekyll
@@ -1 +1 @@
-98767925
\ No newline at end of file
+982ab178
\ No newline at end of file
diff --git a/Machine-Learning-Systems.pdf b/Machine-Learning-Systems.pdf
index 6530137e..275b6c8d 100644
Binary files a/Machine-Learning-Systems.pdf and b/Machine-Learning-Systems.pdf differ
diff --git a/contents/contributors.html b/contents/contributors.html
index c9592c14..07bb5872 100644
--- a/contents/contributors.html
+++ b/contents/contributors.html
@@ -597,24 +597,24 @@ <h1 class="title">Contributors</h1>
 <a href="https://github.com/kai4avaya"><img src="https://avatars.githubusercontent.com/kai4avaya?s=100" width="100px;" alt="Kleinbard"><br><sub><b>Kleinbard</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="Alex Rodriguez"><br><sub><b>Alex Rodriguez</b></sub></a><br>
-</td>
-<td align="center" valign="top" width="20%">
 <a href="https://github.com/srivatsankrishnan"><img src="https://avatars.githubusercontent.com/srivatsankrishnan?s=100" width="100px;" alt="Srivatsan Krishnan"><br><sub><b>Srivatsan Krishnan</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/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="Alex Rodriguez"><br><sub><b>Alex Rodriguez</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/ma3mool"><img src="https://avatars.githubusercontent.com/ma3mool?s=100" width="100px;" alt="Abdulrahman Mahmoud"><br><sub><b>Abdulrahman Mahmoud</b></sub></a><br>
+<a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="Aghyad Deeb"><br><sub><b>Aghyad Deeb</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="Aghyad Deeb"><br><sub><b>Aghyad Deeb</b></sub></a><br>
+<a href="https://github.com/ma3mool"><img src="https://avatars.githubusercontent.com/ma3mool?s=100" width="100px;" alt="Abdulrahman Mahmoud"><br><sub><b>Abdulrahman Mahmoud</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
 <a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/1439f56088ae6ed2a84066d1396e3027?d=identicon&amp;s=100?s=100" width="100px;" alt="Aghyad Deeb"><br><sub><b>Aghyad Deeb</b></sub></a><br>
@@ -625,7 +625,7 @@ <h1 class="title">Contributors</h1>
 </tr>
 <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>
+<a href="https://github.com/ELSuitorHarvard"><img src="https://avatars.githubusercontent.com/ELSuitorHarvard?s=100" width="100px;" alt="ELSuitorHarvard"><br><sub><b>ELSuitorHarvard</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>
@@ -634,7 +634,7 @@ <h1 class="title">Contributors</h1>
 <a href="https://github.com/MichaelSchnebly"><img src="https://avatars.githubusercontent.com/MichaelSchnebly?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/ELSuitorHarvard"><img src="https://avatars.githubusercontent.com/ELSuitorHarvard?s=100" width="100px;" alt="ELSuitorHarvard"><br><sub><b>ELSuitorHarvard</b></sub></a><br>
+<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/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>
@@ -645,10 +645,10 @@ <h1 class="title">Contributors</h1>
 <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>
+<a href="https://github.com/leo47007"><img src="https://avatars.githubusercontent.com/leo47007?s=100" width="100px;" alt="YU SHUN, HSIAO"><br><sub><b>YU SHUN, HSIAO</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/leo47007"><img src="https://avatars.githubusercontent.com/leo47007?s=100" width="100px;" alt="YU SHUN, HSIAO"><br><sub><b>YU SHUN, HSIAO</b></sub></a><br>
+<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/jaywonchung"><img src="https://avatars.githubusercontent.com/jaywonchung?s=100" width="100px;" alt="Jae-Won Chung"><br><sub><b>Jae-Won Chung</b></sub></a><br>
@@ -659,10 +659,10 @@ <h1 class="title">Contributors</h1>
 </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="Aditi Raju"><br><sub><b>Aditi Raju</b></sub></a><br>
+<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/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"><br><sub><b>Pong Trairatvorakul</b></sub></a><br>
+<a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="Aditi Raju"><br><sub><b>Aditi Raju</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>
@@ -671,32 +671,32 @@ <h1 class="title">Contributors</h1>
 <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/eurashin"><img src="https://avatars.githubusercontent.com/eurashin?s=100" width="100px;" alt="eurashin"><br><sub><b>eurashin</b></sub></a><br>
+<a href="https://github.com/arbass22"><img src="https://avatars.githubusercontent.com/arbass22?s=100" width="100px;" alt="Andrew Bass"><br><sub><b>Andrew Bass</b></sub></a><br>
 </td>
 </tr>
 <tr>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/arbass22"><img src="https://avatars.githubusercontent.com/arbass22?s=100" width="100px;" alt="Andrew Bass"><br><sub><b>Andrew Bass</b></sub></a><br>
+<a href="https://github.com/eurashin"><img src="https://avatars.githubusercontent.com/eurashin?s=100" width="100px;" alt="eurashin"><br><sub><b>eurashin</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/Allen-Kuang"><img src="https://avatars.githubusercontent.com/Allen-Kuang?s=100" width="100px;" alt="Allen-Kuang"><br><sub><b>Allen-Kuang</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/alex-oesterling"><img src="https://avatars.githubusercontent.com/alex-oesterling?s=100" width="100px;" alt="Alex Oesterling"><br><sub><b>Alex Oesterling</b></sub></a><br>
 </td>
+<td align="center" valign="top" width="20%">
+<a href="https://github.com/BrunoScaglione"><img src="https://avatars.githubusercontent.com/BrunoScaglione?s=100" width="100px;" alt="Bruno Scaglione"><br><sub><b>Bruno Scaglione</b></sub></a><br>
+</td>
 </tr>
 <tr>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/Gjain234"><img src="https://avatars.githubusercontent.com/Gjain234?s=100" width="100px;" alt="Gauri Jain"><br><sub><b>Gauri Jain</b></sub></a><br>
+<a href="https://github.com/Allen-Kuang"><img src="https://avatars.githubusercontent.com/Allen-Kuang?s=100" width="100px;" alt="Allen-Kuang"><br><sub><b>Allen-Kuang</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/BrunoScaglione"><img src="https://avatars.githubusercontent.com/BrunoScaglione?s=100" width="100px;" alt="Bruno Scaglione"><br><sub><b>Bruno Scaglione</b></sub></a><br>
+<a href="https://github.com/Gjain234"><img src="https://avatars.githubusercontent.com/Gjain234?s=100" width="100px;" alt="Gauri Jain"><br><sub><b>Gauri Jain</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
 <a href="https://github.com/Sara-Khosravi"><img src="https://avatars.githubusercontent.com/Sara-Khosravi?s=100" width="100px;" alt="Sara Khosravi"><br><sub><b>Sara Khosravi</b></sub></a><br>
@@ -733,7 +733,7 @@ <h1 class="title">Contributors</h1>
 <a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/c2dc311aa8122d5f5f061e1db14682b1?d=identicon&amp;s=100?s=100" width="100px;" alt="songhan"><br><sub><b>songhan</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
-<a href="https://github.com/YLab-UChicago"><img src="https://avatars.githubusercontent.com/YLab-UChicago?s=100" width="100px;" alt="yanjingl"><br><sub><b>yanjingl</b></sub></a><br>
+<a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/f5d58ba6aa9b00189d4c018d370e8f43?d=identicon&amp;s=100?s=100" width="100px;" alt="yanjingl"><br><sub><b>yanjingl</b></sub></a><br>
 </td>
 <td align="center" valign="top" width="20%">
 <a href="https://github.com/jasonlyik"><img src="https://avatars.githubusercontent.com/jasonlyik?s=100" width="100px;" alt="Jason Yik"><br><sub><b>Jason Yik</b></sub></a><br>
diff --git a/scripts/welcome/confetti.js b/scripts/welcome/confetti.js
index 4340e475..6e84a853 100644
--- a/scripts/welcome/confetti.js
+++ b/scripts/welcome/confetti.js
@@ -13,7 +13,7 @@ document.addEventListener("DOMContentLoaded", function() {
         Welcome to the ML Systems Book!
       </div>
       <div style="color: white; font-size: 1.5em; margin-top: 20px;">
-        A collaborative resource for learning about machine learning systems.
+        A resource for learning about machine learning systems.
       </div>
       <div style="color: white; font-size: 1.2em; margin-top: 30px;">
         Prof. Vijay Janapa Reddi, Harvard University.
diff --git a/search.json b/search.json
index 562c622d..6b468f6d 100644
--- a/search.json
+++ b/search.json
@@ -59,7 +59,7 @@
     "href": "contents/contributors.html",
     "title": "Contributors",
     "section": "",
-    "text": "We extend our sincere thanks to the diverse group of individuals who have generously contributed their expertise, insights, and time to enhance both the content and codebase of this project. Below you will find a list of all contributors. If you would like to contribute to this project, please see our GitHub page.\n\n\n\n\n\n\n\n\nVijay Janapa Reddi\n\n\nIkechukwu Uchendu\n\n\nnaeemkh\n\n\nDouwe den Blanken\n\n\nShanzeh Batool\n\n\n\n\nMatthew Stewart\n\n\nJared Ping\n\n\neliasab16\n\n\nishapira\n\n\nMaximilian Lam\n\n\n\n\nMarcelo Rovai\n\n\nJayson Lin\n\n\nSophia Cho\n\n\nJeffrey Ma\n\n\nKorneel Van den Berghe\n\n\n\n\nZishen\n\n\nKleinbard\n\n\nAlex Rodriguez\n\n\nSrivatsan Krishnan\n\n\nAndrea Murillo\n\n\n\n\narnaumarin\n\n\nAbdulrahman Mahmoud\n\n\nAghyad Deeb\n\n\nAghyad Deeb\n\n\nDivya\n\n\n\n\nEmil Njor\n\n\noishib\n\n\nMichael Schnebly\n\n\nELSuitorHarvard\n\n\nJared Ni\n\n\n\n\nMark Mazumder\n\n\nHenry Bae\n\n\nYU SHUN, HSIAO\n\n\nJae-Won Chung\n\n\nJennifer Zhou\n\n\n\n\nAditi Raju\n\n\nPong Trairatvorakul\n\n\nMarco Zennaro\n\n\nColby Banbury\n\n\neurashin\n\n\n\n\nAndrew Bass\n\n\nShvetank Prakash\n\n\nAllen-Kuang\n\n\nEric D\n\n\nAlex Oesterling\n\n\n\n\nGauri Jain\n\n\nBruno Scaglione\n\n\nSara Khosravi\n\n\nShreya Johri\n\n\nThe Random DIY\n\n\n\n\nVijay Edupuganti\n\n\nBatur Arslan\n\n\nCostin-Andrei Oncescu\n\n\nYu-Shun Hsiao\n\n\nSonia Murthy\n\n\n\n\nhappyappledog\n\n\nsonghan\n\n\nyanjingl\n\n\nJason Yik\n\n\nCurren Iyer\n\n\n\n\nAnnie Laurie Cook\n\n\nEmeka Ezike\n\n\nJessica Quaye\n\n\nabigailswallow",
+    "text": "We extend our sincere thanks to the diverse group of individuals who have generously contributed their expertise, insights, and time to enhance both the content and codebase of this project. Below you will find a list of all contributors. If you would like to contribute to this project, please see our GitHub page.\n\n\n\n\n\n\n\n\nVijay Janapa Reddi\n\n\nIkechukwu Uchendu\n\n\nnaeemkh\n\n\nDouwe den Blanken\n\n\nShanzeh Batool\n\n\n\n\nMatthew Stewart\n\n\nJared Ping\n\n\neliasab16\n\n\nishapira\n\n\nMaximilian Lam\n\n\n\n\nMarcelo Rovai\n\n\nJayson Lin\n\n\nSophia Cho\n\n\nJeffrey Ma\n\n\nKorneel Van den Berghe\n\n\n\n\nZishen\n\n\nKleinbard\n\n\nSrivatsan Krishnan\n\n\nAndrea Murillo\n\n\nAlex Rodriguez\n\n\n\n\narnaumarin\n\n\nAghyad Deeb\n\n\nAbdulrahman Mahmoud\n\n\nAghyad Deeb\n\n\nDivya\n\n\n\n\nELSuitorHarvard\n\n\noishib\n\n\nMichael Schnebly\n\n\nEmil Njor\n\n\nJared Ni\n\n\n\n\nMark Mazumder\n\n\nYU SHUN, HSIAO\n\n\nHenry Bae\n\n\nJae-Won Chung\n\n\nJennifer Zhou\n\n\n\n\nPong Trairatvorakul\n\n\nAditi Raju\n\n\nMarco Zennaro\n\n\nColby Banbury\n\n\nAndrew Bass\n\n\n\n\neurashin\n\n\nShvetank Prakash\n\n\nEric D\n\n\nAlex Oesterling\n\n\nBruno Scaglione\n\n\n\n\nAllen-Kuang\n\n\nGauri Jain\n\n\nSara Khosravi\n\n\nShreya Johri\n\n\nThe Random DIY\n\n\n\n\nVijay Edupuganti\n\n\nBatur Arslan\n\n\nCostin-Andrei Oncescu\n\n\nYu-Shun Hsiao\n\n\nSonia Murthy\n\n\n\n\nhappyappledog\n\n\nsonghan\n\n\nyanjingl\n\n\nJason Yik\n\n\nCurren Iyer\n\n\n\n\nAnnie Laurie Cook\n\n\nEmeka Ezike\n\n\nJessica Quaye\n\n\nabigailswallow",
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