diff --git a/.all-contributorsrc b/.all-contributorsrc
index c70549c5..86a6ed86 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -76,13 +76,6 @@
"profile": "https://github.com/eliasab16",
"contributions": []
},
- {
- "login": "mpstewart1",
- "name": "Matthew Stewart",
- "avatar_url": "https://avatars.githubusercontent.com/mpstewart1",
- "profile": "https://github.com/mpstewart1",
- "contributions": []
- },
{
"login": "JaredP94",
"name": "Jared Ping",
@@ -90,6 +83,13 @@
"profile": "https://github.com/JaredP94",
"contributions": []
},
+ {
+ "login": "mpstewart1",
+ "name": "Matthew Stewart",
+ "avatar_url": "https://avatars.githubusercontent.com/mpstewart1",
+ "profile": "https://github.com/mpstewart1",
+ "contributions": []
+ },
{
"login": "ishapira1",
"name": "Itai Shapira",
@@ -118,13 +118,6 @@
"profile": "https://github.com/sophiacho1",
"contributions": []
},
- {
- "login": "18jeffreyma",
- "name": "Jeffrey Ma",
- "avatar_url": "https://avatars.githubusercontent.com/18jeffreyma",
- "profile": "https://github.com/18jeffreyma",
- "contributions": []
- },
{
"login": "andreamurillomtz",
"name": "Andrea",
@@ -132,6 +125,13 @@
"profile": "https://github.com/andreamurillomtz",
"contributions": []
},
+ {
+ "login": "18jeffreyma",
+ "name": "Jeffrey Ma",
+ "avatar_url": "https://avatars.githubusercontent.com/18jeffreyma",
+ "profile": "https://github.com/18jeffreyma",
+ "contributions": []
+ },
{
"login": "alxrod",
"name": "Alex Rodriguez",
@@ -160,6 +160,13 @@
"profile": "https://github.com/zishenwan",
"contributions": []
},
+ {
+ "login": "ma3mool",
+ "name": "Abdulrahman Mahmoud",
+ "avatar_url": "https://avatars.githubusercontent.com/ma3mool",
+ "profile": "https://github.com/ma3mool",
+ "contributions": []
+ },
{
"login": "srivatsankrishnan",
"name": "Srivatsan Krishnan",
@@ -175,10 +182,10 @@
"contributions": []
},
{
- "login": "ma3mool",
- "name": "Abdulrahman Mahmoud",
- "avatar_url": "https://avatars.githubusercontent.com/ma3mool",
- "profile": "https://github.com/ma3mool",
+ "login": "eezike",
+ "name": "Emeka Ezike",
+ "avatar_url": "https://avatars.githubusercontent.com/eezike",
+ "profile": "https://github.com/eezike",
"contributions": []
},
{
@@ -202,6 +209,13 @@
"profile": "https://github.com/arnaumarin",
"contributions": []
},
+ {
+ "login": "Ekhao",
+ "name": "Emil Njor",
+ "avatar_url": "https://avatars.githubusercontent.com/Ekhao",
+ "profile": "https://github.com/Ekhao",
+ "contributions": []
+ },
{
"login": "AditiR-42",
"name": "Aditi Raju",
@@ -230,13 +244,6 @@
"profile": "https://github.com/oishib",
"contributions": []
},
- {
- "login": "Ekhao",
- "name": "Emil Njor",
- "avatar_url": "https://avatars.githubusercontent.com/Ekhao",
- "profile": "https://github.com/Ekhao",
- "contributions": []
- },
{
"login": "ELSuitorHarvard",
"name": "ELSuitorHarvard",
@@ -251,13 +258,6 @@
"profile": "https://github.com/BaeHenryS",
"contributions": []
},
- {
- "login": "leo47007",
- "name": "Yu-Shun Hsiao",
- "avatar_url": "https://avatars.githubusercontent.com/leo47007",
- "profile": "https://github.com/leo47007",
- "contributions": []
- },
{
"login": "jaywonchung",
"name": "Jae-Won Chung",
@@ -265,6 +265,13 @@
"profile": "https://github.com/jaywonchung",
"contributions": []
},
+ {
+ "login": "leo47007",
+ "name": "Yu-Shun Hsiao",
+ "avatar_url": "https://avatars.githubusercontent.com/leo47007",
+ "profile": "https://github.com/leo47007",
+ "contributions": []
+ },
{
"login": "mmaz",
"name": "Mark Mazumder",
@@ -273,17 +280,17 @@
"contributions": []
},
{
- "login": "pongtr",
- "name": "Pong Trairatvorakul",
- "avatar_url": "https://avatars.githubusercontent.com/pongtr",
- "profile": "https://github.com/pongtr",
+ "login": "marcozennaro",
+ "name": "Marco Zennaro",
+ "avatar_url": "https://avatars.githubusercontent.com/marcozennaro",
+ "profile": "https://github.com/marcozennaro",
"contributions": []
},
{
- "login": "ShvetankPrakash",
- "name": "Shvetank Prakash",
- "avatar_url": "https://avatars.githubusercontent.com/ShvetankPrakash",
- "profile": "https://github.com/ShvetankPrakash",
+ "login": "euranofshin",
+ "name": "Eura Nofshin",
+ "avatar_url": "https://avatars.githubusercontent.com/euranofshin",
+ "profile": "https://github.com/euranofshin",
"contributions": []
},
{
@@ -294,31 +301,31 @@
"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": "Emeka Ezike",
- "name": "Emeka Ezike",
- "avatar_url": "https://www.gravatar.com/avatar/af39c27c6090c50a1921a9b6366e81cc?d=identicon&s=100",
- "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
+ "login": "jzhou1318",
+ "name": "Jennifer Zhou",
+ "avatar_url": "https://avatars.githubusercontent.com/jzhou1318",
+ "profile": "https://github.com/jzhou1318",
"contributions": []
},
{
- "login": "euranofshin",
- "name": "Eura Nofshin",
- "avatar_url": "https://avatars.githubusercontent.com/euranofshin",
- "profile": "https://github.com/euranofshin",
+ "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": "alex-oesterling",
+ "name": "Alex Oesterling",
+ "avatar_url": "https://avatars.githubusercontent.com/alex-oesterling",
+ "profile": "https://github.com/alex-oesterling",
"contributions": []
},
{
@@ -328,13 +335,6 @@
"profile": "https://github.com/aryatschand",
"contributions": []
},
- {
- "login": "FinAminToastCrunch",
- "name": "Fin Amin",
- "avatar_url": "https://avatars.githubusercontent.com/FinAminToastCrunch",
- "profile": "https://github.com/FinAminToastCrunch",
- "contributions": []
- },
{
"login": "BrunoScaglione",
"name": "Bruno Scaglione",
@@ -356,6 +356,13 @@
"profile": "https://github.com/Allen-Kuang",
"contributions": []
},
+ {
+ "login": "FinAminToastCrunch",
+ "name": "Fin Amin",
+ "avatar_url": "https://avatars.githubusercontent.com/FinAminToastCrunch",
+ "profile": "https://github.com/FinAminToastCrunch",
+ "contributions": []
+ },
{
"login": "Fatima Shah",
"name": "Fatima Shah",
@@ -385,10 +392,10 @@
"contributions": []
},
{
- "login": "alex-oesterling",
- "name": "Alex Oesterling",
- "avatar_url": "https://avatars.githubusercontent.com/alex-oesterling",
- "profile": "https://github.com/alex-oesterling",
+ "login": "BravoBaldo",
+ "name": "Baldassarre Cesarano",
+ "avatar_url": "https://avatars.githubusercontent.com/BravoBaldo",
+ "profile": "https://github.com/BravoBaldo",
"contributions": []
},
{
@@ -399,17 +406,17 @@
"contributions": []
},
{
- "login": "emmanuel2406",
- "name": "Emmanuel Rassou",
- "avatar_url": "https://avatars.githubusercontent.com/emmanuel2406",
- "profile": "https://github.com/emmanuel2406",
+ "login": "bilgeacun",
+ "name": "Bilge Acun",
+ "avatar_url": "https://avatars.githubusercontent.com/bilgeacun",
+ "profile": "https://github.com/bilgeacun",
"contributions": []
},
{
- "login": "abigailswallow",
- "name": "abigailswallow",
- "avatar_url": "https://avatars.githubusercontent.com/abigailswallow",
- "profile": "https://github.com/abigailswallow",
+ "login": "YLab-UChicago",
+ "name": "yanjingl",
+ "avatar_url": "https://avatars.githubusercontent.com/YLab-UChicago",
+ "profile": "https://github.com/YLab-UChicago",
"contributions": []
},
{
@@ -420,10 +427,17 @@
"contributions": []
},
{
- "login": "bilgeacun",
- "name": "Bilge Acun",
- "avatar_url": "https://avatars.githubusercontent.com/bilgeacun",
- "profile": "https://github.com/bilgeacun",
+ "login": "abigailswallow",
+ "name": "abigailswallow",
+ "avatar_url": "https://avatars.githubusercontent.com/abigailswallow",
+ "profile": "https://github.com/abigailswallow",
+ "contributions": []
+ },
+ {
+ "login": "jasonlyik",
+ "name": "Jason Yik",
+ "avatar_url": "https://avatars.githubusercontent.com/jasonlyik",
+ "profile": "https://github.com/jasonlyik",
"contributions": []
},
{
@@ -434,17 +448,24 @@
"contributions": []
},
{
- "login": "jessicaquaye",
- "name": "Jessica Quaye",
- "avatar_url": "https://avatars.githubusercontent.com/jessicaquaye",
- "profile": "https://github.com/jessicaquaye",
+ "login": "ciyer64",
+ "name": "Curren Iyer",
+ "avatar_url": "https://avatars.githubusercontent.com/ciyer64",
+ "profile": "https://github.com/ciyer64",
"contributions": []
},
{
- "login": "jasonlyik",
- "name": "Jason Yik",
- "avatar_url": "https://avatars.githubusercontent.com/jasonlyik",
- "profile": "https://github.com/jasonlyik",
+ "login": "emmanuel2406",
+ "name": "Emmanuel Rassou",
+ "avatar_url": "https://avatars.githubusercontent.com/emmanuel2406",
+ "profile": "https://github.com/emmanuel2406",
+ "contributions": []
+ },
+ {
+ "login": "skmur",
+ "name": "Sonia Murthy",
+ "avatar_url": "https://avatars.githubusercontent.com/skmur",
+ "profile": "https://github.com/skmur",
"contributions": []
},
{
@@ -455,23 +476,23 @@
"contributions": []
},
{
- "login": "skmur",
- "name": "Sonia Murthy",
- "avatar_url": "https://avatars.githubusercontent.com/skmur",
- "profile": "https://github.com/skmur",
+ "login": "jessicaquaye",
+ "name": "Jessica Quaye",
+ "avatar_url": "https://avatars.githubusercontent.com/jessicaquaye",
+ "profile": "https://github.com/jessicaquaye",
"contributions": []
},
{
- "login": "Costin-Andrei Oncescu",
- "name": "Costin-Andrei Oncescu",
- "avatar_url": "https://www.gravatar.com/avatar/fc4f3460cdfb9365ab59bdeafb06413e?d=identicon&s=100",
- "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
+ "login": "vijay-edu",
+ "name": "Vijay Edupuganti",
+ "avatar_url": "https://avatars.githubusercontent.com/vijay-edu",
+ "profile": "https://github.com/vijay-edu",
"contributions": []
},
{
- "login": "Baldassarre Cesarano",
- "name": "Baldassarre Cesarano",
- "avatar_url": "https://www.gravatar.com/avatar/13b816dd84837bb4700a55f47a70763e?d=identicon&s=100",
+ "login": "Costin-Andrei Oncescu",
+ "name": "Costin-Andrei Oncescu",
+ "avatar_url": "https://www.gravatar.com/avatar/fc4f3460cdfb9365ab59bdeafb06413e?d=identicon&s=100",
"profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
"contributions": []
},
@@ -482,13 +503,6 @@
"profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
"contributions": []
},
- {
- "login": "Vijay Edupuganti",
- "name": "Vijay Edupuganti",
- "avatar_url": "https://www.gravatar.com/avatar/b15b6e0e9adf58099905c1a0fd474cb9?d=identicon&s=100",
- "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
- "contributions": []
- },
{
"login": "Jothi Ramaswamy",
"name": "Jothi Ramaswamy",
@@ -503,13 +517,6 @@
"profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
"contributions": []
},
- {
- "login": "Curren Iyer",
- "name": "Curren Iyer",
- "avatar_url": "https://www.gravatar.com/avatar/bd53d146aa888548c8db4da02bf81e7a?d=identicon&s=100",
- "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
- "contributions": []
- },
{
"login": "Fatima Shah",
"name": "Fatima Shah",
@@ -517,13 +524,6 @@
"profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
"contributions": []
},
- {
- "login": "yanjingl",
- "name": "yanjingl",
- "avatar_url": "https://www.gravatar.com/avatar/f5d58ba6aa9b00189d4c018d370e8f43?d=identicon&s=100",
- "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
- "contributions": []
- },
{
"login": "a-saraf",
"name": "a-saraf",
diff --git a/README.md b/README.md
index 9dbd4df5..e988ffea 100644
--- a/README.md
+++ b/README.md
@@ -5,25 +5,38 @@
-
-
-
-
-
+---
+
+## 🚀 **Our Mission**
+
+
+ 1 GitHub ⭐ = 1 Learner 👩🎓
- 🌟 We Hit 1,000 GitHub Stars - Thank You! 🌟
- Thanks to your support, Arduino and SEEED are donating Nicla Vision and XIAO ESP32S3 boards for AI education.
-
But we’re not stopping here! Every 25 stars from here on helps us bring even more resources to the community.
+ Every GitHub ⭐ tells a unique story:
+ Learners acquiring knowledge and skills, and supporters encouraging us to push forward.
+ Together, we are all collectively shaping the future of AI education at a global scale.
-
- ⭐ Keep the Momentum Going - Star Our Repo! ⭐
+---
+
+## 🌟 **How Your Stars Make an Impact**
+
+
+ Thanks to your support, we’re driving meaningful change in AI education.
+ Organizations such as Arduino and SEEED Studio are partnering with us to deliver AI hardware kits to underserved learners around the world, enabling them to explore cutting-edge technologies.
+
+ In addition, for every new GitHub ⭐, the EDGE AI Foundation is matching academic scholarship funds, empowering even more learners to access AI education. Every 25 stars helps us expand our efforts and reach new communities.
+
-
+
+ ⭐ Keep the Momentum Going - Star Our Repo! ⭐
+
+
+
@@ -31,17 +44,20 @@
---
-## 📚 Explore the Book
+## 📰 **Latest Updates**
-- **[Read Online](https://mlsysbook.ai)**: View the most recent and fully rendered version of the book on our website.
-- **[Download PDF](https://mlsysbook.ai/Machine-Learning-Systems.pdf)**: Get a downloadable PDF version of the entire book for offline reading.
-- **[Staging Version](https://harvard-edge.github.io/cs249r_book_dev/)**: Check out the latest changes before they go live on the main `mlsysbook.ai` site.
+- 🎓 **[Nov 15] Matching Academic Scholarship Funds**
+ The EDGE AI Foundation is matching scholarship funds for every new GitHub ⭐ (up to 10,000 stars). [Click here to show support!](#)
+
+- ⭐ **[Oct 18] We Hit 1,000 GitHub Stars! 🎉**
+ Thanks to you, Arduino and SEEED donated AI hardware kits for TinyML workshops in developing nations!
---
-## 🌟 Why Star the Repository?
+## 📚 Explore the Book
-Starring our repository on GitHub helps others discover this valuable resource and supports ongoing improvements. Plus, your star contributes to our donation drive for AI education hardware!
+- **[Read Online](https://mlsysbook.ai)**: View the most recent and fully rendered version of the book on our website.
+- **[Download PDF](https://mlsysbook.ai/Machine-Learning-Systems.pdf)**: Get a downloadable PDF version of the entire book for offline reading.
---
@@ -68,6 +84,7 @@ If you're unsure where to start or have any questions, feel free to reach out th
---
+
## 🛠️ Local Rendering Instructions
Want to build the book locally? Here's how:
@@ -110,94 +127,94 @@ This project follows the [all-contributors](https://allcontributors.org) specifi
Elias Nuwara
|
- 
Matthew Stewart
|
Jared Ping
|
+
Matthew Stewart
|
Itai Shapira
|
Maximilian Lam
|
Jayson Lin
|
Sophia Cho
|
- 
Jeffrey Ma
|
Andrea
|
+
Jeffrey Ma
|
Alex Rodriguez
|
Korneel Van den Berghe
|
Colby Banbury
|
Zishen Wan
|
+ 
Abdulrahman Mahmoud
|
Srivatsan Krishnan
|
Divya Amirtharaj
|
-
Abdulrahman Mahmoud
|
+ 
Emeka Ezike
|
Aghyad Deeb
|
Haoran Qiu
|
marin-llobet
|
- 
Aditi Raju
|
- 
Jared Ni
|
+ 
Emil Njor
|
+
Aditi Raju
|
+
Jared Ni
|
Michael Schnebly
|
oishib
|
-
Emil Njor
|
ELSuitorHarvard
|
- 
Henry Bae
|
- 
Yu-Shun Hsiao
|
+
Henry Bae
|
Jae-Won Chung
|
+
Yu-Shun Hsiao
|
Mark Mazumder
|
- 
Pong Trairatvorakul
|
- 
Shvetank Prakash
|
+ 
Marco Zennaro
|
- 
Andrew Bass
|
-
Marco Zennaro
|
- 
Emeka Ezike
|
Eura Nofshin
|
+
Andrew Bass
|
+
Pong Trairatvorakul
|
Jennifer Zhou
|
+
Shvetank Prakash
|
+ 
Alex Oesterling
|
Arya Tschand
|
- 
Fin Amin
|
Bruno Scaglione
|
Gauri Jain
|
Allen-Kuang
|
+
Fin Amin
|
Fatima Shah
|
The Random DIY
|
gnodipac886
|
Sercan Aygün
|
-
Alex Oesterling
|
+ 
Baldassarre Cesarano
|
Abenezer
|
- 
Emmanuel Rassou
|
- 
abigailswallow
|
- 
Yang Zhou
|
Bilge Acun
|
+ 
yanjingl
|
+
Yang Zhou
|
- 
happyappledog
|
- 
Jessica Quaye
|
+
abigailswallow
|
Jason Yik
|
- 
Shreya Johri
|
- 
Sonia Murthy
|
+
happyappledog
|
+ 
Curren Iyer
|
+
Emmanuel Rassou
|
+
Sonia Murthy
|
+
Shreya Johri
|
+
Jessica Quaye
|
+ 
Vijay Edupuganti
|
Costin-Andrei Oncescu
|
- 
Baldassarre Cesarano
|
- 
Annie Laurie Cook
|
- 
Vijay Edupuganti
|
- 
Jothi Ramaswamy
|
+
Annie Laurie Cook
|
+
Jothi Ramaswamy
|
Batur Arslan
|
- 
Curren Iyer
|
Fatima Shah
|
- 
yanjingl
|
a-saraf
|
diff --git a/contents/core/acknowledgements/acknowledgements.qmd b/contents/core/acknowledgements/acknowledgements.qmd
index 85fe1434..be205426 100644
--- a/contents/core/acknowledgements/acknowledgements.qmd
+++ b/contents/core/acknowledgements/acknowledgements.qmd
@@ -110,94 +110,94 @@ A comprehensive list of all GitHub contributors, automatically updated with each
Elias Nuwara
|
-
Matthew Stewart
|
Jared Ping
|
+
Matthew Stewart
|
Itai Shapira
|
Maximilian Lam
|
Jayson Lin
|
Sophia Cho
|
-
Jeffrey Ma
|
Andrea
|
+
Jeffrey Ma
|
Alex Rodriguez
|
Korneel Van den Berghe
|
Colby Banbury
|
Zishen Wan
|
+
Abdulrahman Mahmoud
|
Srivatsan Krishnan
|
Divya Amirtharaj
|
-
Abdulrahman Mahmoud
|
+
Emeka Ezike
|
Aghyad Deeb
|
Haoran Qiu
|
marin-llobet
|
-
Aditi Raju
|
-
Jared Ni
|
+
Emil Njor
|
+
Aditi Raju
|
+
Jared Ni
|
Michael Schnebly
|
oishib
|
-
Emil Njor
|
ELSuitorHarvard
|
-
Henry Bae
|
-
Yu-Shun Hsiao
|
+
Henry Bae
|
Jae-Won Chung
|
+
Yu-Shun Hsiao
|
Mark Mazumder
|
-
Pong Trairatvorakul
|
-
Shvetank Prakash
|
+
Marco Zennaro
|
-
Andrew Bass
|
-
Marco Zennaro
|
-
Emeka Ezike
|
Eura Nofshin
|
+
Andrew Bass
|
+
Pong Trairatvorakul
|
Jennifer Zhou
|
+
Shvetank Prakash
|
+
Alex Oesterling
|
Arya Tschand
|
-
Fin Amin
|
Bruno Scaglione
|
Gauri Jain
|
Allen-Kuang
|
+
Fin Amin
|
Fatima Shah
|
The Random DIY
|
gnodipac886
|
Sercan Aygün
|
-
Alex Oesterling
|
+
Baldassarre Cesarano
|
Abenezer
|
-
Emmanuel Rassou
|
-
abigailswallow
|
-
Yang Zhou
|
Bilge Acun
|
+
yanjingl
|
+
Yang Zhou
|
-
happyappledog
|
-
Jessica Quaye
|
+
abigailswallow
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Jason Yik
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Shreya Johri
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Sonia Murthy
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happyappledog
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Curren Iyer
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Emmanuel Rassou
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Sonia Murthy
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Shreya Johri
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Jessica Quaye
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Vijay Edupuganti
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Costin-Andrei Oncescu
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Baldassarre Cesarano
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Annie Laurie Cook
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Vijay Edupuganti
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Jothi Ramaswamy
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Annie Laurie Cook
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Jothi Ramaswamy
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Batur Arslan
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Curren Iyer
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Fatima Shah
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yanjingl
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a-saraf
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