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Contributors & Thanks

Jayson Lin
Jayson Lin
-Sophia Cho
Sophia Cho
+Andrea
Andrea
@@ -781,7 +781,7 @@

Contributors & Thanks

Jeffrey Ma
Jeffrey Ma
-Andrea
Andrea
+Sophia Cho
Sophia Cho
Alex Rodriguez
Alex Rodriguez
@@ -790,12 +790,12 @@

Contributors & Thanks

Korneel Van den Berghe
Korneel Van den Berghe
-Zishen Wan
Zishen Wan
+Colby Banbury
Colby Banbury
-Colby Banbury
Colby Banbury
+Zishen Wan
Zishen Wan
Sara Khosravi
Sara Khosravi
@@ -812,13 +812,13 @@

Contributors & Thanks

-marin-llobet
marin-llobet
+Aghyad Deeb
Aghyad Deeb
-Aghyad Deeb
Aghyad Deeb
+marin-llobet
marin-llobet
-oishib
oishib
+Jared Ni
Jared Ni
Aditi Raju
Aditi Raju
@@ -829,50 +829,50 @@

Contributors & Thanks

-Jared Ni
Jared Ni
+Michael Schnebly
Michael Schnebly
-Emil Njor
Emil Njor
+oishib
oishib
Haoran Qiu
Haoran Qiu
-Michael Schnebly
Michael Schnebly
+Emil Njor
Emil Njor
-Henry Bae
Henry Bae
+Yu-Shun Hsiao
Yu-Shun Hsiao
-Jae-Won Chung
Jae-Won Chung
+Henry Bae
Henry Bae
Mark Mazumder
Mark Mazumder
-Yu-Shun Hsiao
Yu-Shun Hsiao
+Jae-Won Chung
Jae-Won Chung
-Emeka Ezike
Emeka Ezike
+Marco Zennaro
Marco Zennaro
-eurashin
eurashin
+Jennifer Zhou
Jennifer Zhou
-Jennifer Zhou
Jennifer Zhou
+eurashin
eurashin
-Marco Zennaro
Marco Zennaro
+Andrew Bass
Andrew Bass
-Shvetank Prakash
Shvetank Prakash
+Emeka Ezike
Emeka Ezike
-Andrew Bass
Andrew Bass
+Shvetank Prakash
Shvetank Prakash
Pong Trairatvorakul
Pong Trairatvorakul
@@ -880,84 +880,84 @@

Contributors & Thanks

+Alex Oesterling
Alex Oesterling
+ + Allen-Kuang
Allen-Kuang
Bruno Scaglione
Bruno Scaglione
-Sercan Aygün
Sercan Aygün
+gnodipac886
gnodipac886
Gauri Jain
Gauri Jain
- -Fin Amin
Fin Amin
- -gnodipac886
gnodipac886
+Fin Amin
Fin Amin
-Alex Oesterling
Alex Oesterling
+Sercan Aygün
Sercan Aygün
-abigailswallow
abigailswallow
+Baldassarre Cesarano
Baldassarre Cesarano
Yang Zhou
Yang Zhou
-Emmanuel Rassou
Emmanuel Rassou
+abigailswallow
abigailswallow
-happyappledog
happyappledog
+yanjingl
yanjingl
-Jessica Quaye
Jessica Quaye
+Jason Yik
Jason Yik
-Jason Yik
Jason Yik
+happyappledog
happyappledog
-Sonia Murthy
Sonia Murthy
+Curren Iyer
Curren Iyer
-Shreya Johri
Shreya Johri
+Emmanuel Rassou
Emmanuel Rassou
-The Random DIY
The Random DIY
+Sonia Murthy
Sonia Murthy
-Costin-Andrei Oncescu
Costin-Andrei Oncescu
+Shreya Johri
Shreya Johri
-Baldassarre Cesarano
Baldassarre Cesarano
+Jessica Quaye
Jessica Quaye
-Annie Laurie Cook
Annie Laurie Cook
+Vijay Edupuganti
Vijay Edupuganti
-Vijay Edupuganti
Vijay Edupuganti
+The Random DIY
The Random DIY
-Jothi Ramaswamy
Jothi Ramaswamy
+Costin-Andrei Oncescu
Costin-Andrei Oncescu
-Batur Arslan
Batur Arslan
+Annie Laurie Cook
Annie Laurie Cook
-Curren Iyer
Curren Iyer
+Jothi Ramaswamy
Jothi Ramaswamy
-yanjingl
yanjingl
+Batur Arslan
Batur Arslan
a-saraf
a-saraf
diff --git a/contents/frameworks/frameworks.html b/contents/frameworks/frameworks.html index 4707b9f9..9b1df9e6 100644 --- a/contents/frameworks/frameworks.html +++ b/contents/frameworks/frameworks.html @@ -1708,7 +1708,7 @@

6.9 Choosing the Right Framework

Choosing the right machine learning framework for a given application requires carefully evaluating models, hardware, and software considerations. By analyzing these three aspects—models, hardware, and software—ML engineers can select the optimal framework and customize it as needed for efficient and performant on-device ML applications. The goal is to balance model complexity, hardware limitations, and software integration to design a tailored ML pipeline for embedded and edge devices.

-
+
@@ -1724,7 +1724,7 @@

6.9.2 Software

-
+
@@ -1738,7 +1738,7 @@

6.9.3 Hardware

-
+
@@ -1784,7 +1784,7 @@

6.10.1 Decomposition

Currently, the ML system stack consists of four abstractions as shown in Figure 6.11, namely (1) computational graphs, (2) tensor programs, (3) libraries and runtimes, and (4) hardware primitives.

-
+
diff --git a/search.json b/search.json index fbed072f..5e79ec00 100644 --- a/search.json +++ b/search.json @@ -59,7 +59,7 @@ "href": "contents/contributors.html", "title": "Contributors & Thanks", "section": "", - "text": "We extend our sincere thanks to the diverse group of individuals who have generously contributed their expertise, insights, time, and support to improve both the content and codebase of this project. This includes not only those who have directly contributed through code and writing but also those who have helped by identifying issues, providing feedback, and offering suggestions. Below, you will find a list of all contributors. If you would like to contribute to this project, please visit our GitHub page for more information.\n\n\n\n\n\n\n\n\nVijay Janapa Reddi\n\n\nIkechukwu Uchendu\n\n\nNaeem Khoshnevis\n\n\njasonjabbour\n\n\nDouwe den Blanken\n\n\n\n\nshanzehbatool\n\n\nMarcelo Rovai\n\n\nElias Nuwara\n\n\nkai4avaya\n\n\nJared Ping\n\n\n\n\nMatthew Stewart\n\n\nItai Shapira\n\n\nMaximilian Lam\n\n\nJayson Lin\n\n\nSophia Cho\n\n\n\n\nJeffrey Ma\n\n\nAndrea\n\n\nAlex Rodriguez\n\n\nKorneel Van den Berghe\n\n\nZishen Wan\n\n\n\n\nColby Banbury\n\n\nSara Khosravi\n\n\nDivya Amirtharaj\n\n\nAbdulrahman Mahmoud\n\n\nSrivatsan Krishnan\n\n\n\n\nmarin-llobet\n\n\nAghyad Deeb\n\n\noishib\n\n\nAditi Raju\n\n\nELSuitorHarvard\n\n\n\n\nJared Ni\n\n\nEmil Njor\n\n\nHaoran Qiu\n\n\nMichael Schnebly\n\n\nHenry Bae\n\n\n\n\nJae-Won Chung\n\n\nMark Mazumder\n\n\nYu-Shun Hsiao\n\n\nEmeka Ezike\n\n\neurashin\n\n\n\n\nJennifer Zhou\n\n\nMarco Zennaro\n\n\nShvetank Prakash\n\n\nAndrew Bass\n\n\nPong Trairatvorakul\n\n\n\n\nAllen-Kuang\n\n\nBruno Scaglione\n\n\nSercan Aygün\n\n\nGauri Jain\n\n\nFin Amin\n\n\n\n\ngnodipac886\n\n\nAlex Oesterling\n\n\nabigailswallow\n\n\nYang Zhou\n\n\nEmmanuel Rassou\n\n\n\n\nhappyappledog\n\n\nJessica Quaye\n\n\nJason Yik\n\n\nSonia Murthy\n\n\nShreya Johri\n\n\n\n\nThe Random DIY\n\n\nCostin-Andrei Oncescu\n\n\nBaldassarre Cesarano\n\n\nAnnie Laurie Cook\n\n\nVijay Edupuganti\n\n\n\n\nJothi Ramaswamy\n\n\nBatur Arslan\n\n\nCurren Iyer\n\n\nyanjingl\n\n\na-saraf\n\n\n\n\nsonghan\n\n\nZishen", + "text": "We extend our sincere thanks to the diverse group of individuals who have generously contributed their expertise, insights, time, and support to improve both the content and codebase of this project. This includes not only those who have directly contributed through code and writing but also those who have helped by identifying issues, providing feedback, and offering suggestions. Below, you will find a list of all contributors. If you would like to contribute to this project, please visit our GitHub page for more information.\n\n\n\n\n\n\n\n\nVijay Janapa Reddi\n\n\nIkechukwu Uchendu\n\n\nNaeem Khoshnevis\n\n\njasonjabbour\n\n\nDouwe den Blanken\n\n\n\n\nshanzehbatool\n\n\nMarcelo Rovai\n\n\nElias Nuwara\n\n\nkai4avaya\n\n\nJared Ping\n\n\n\n\nMatthew Stewart\n\n\nItai Shapira\n\n\nMaximilian Lam\n\n\nJayson Lin\n\n\nAndrea\n\n\n\n\nJeffrey Ma\n\n\nSophia Cho\n\n\nAlex Rodriguez\n\n\nKorneel Van den Berghe\n\n\nColby Banbury\n\n\n\n\nZishen Wan\n\n\nSara Khosravi\n\n\nDivya Amirtharaj\n\n\nAbdulrahman Mahmoud\n\n\nSrivatsan Krishnan\n\n\n\n\nAghyad Deeb\n\n\nmarin-llobet\n\n\nJared Ni\n\n\nAditi Raju\n\n\nELSuitorHarvard\n\n\n\n\nMichael Schnebly\n\n\noishib\n\n\nHaoran Qiu\n\n\nEmil Njor\n\n\nYu-Shun Hsiao\n\n\n\n\nHenry Bae\n\n\nMark Mazumder\n\n\nJae-Won Chung\n\n\nMarco Zennaro\n\n\nJennifer Zhou\n\n\n\n\neurashin\n\n\nAndrew Bass\n\n\nEmeka Ezike\n\n\nShvetank Prakash\n\n\nPong Trairatvorakul\n\n\n\n\nAlex Oesterling\n\n\nAllen-Kuang\n\n\nBruno Scaglione\n\n\ngnodipac886\n\n\nGauri Jain\n\n\n\n\nFin Amin\n\n\nSercan Aygün\n\n\nBaldassarre Cesarano\n\n\nYang Zhou\n\n\nabigailswallow\n\n\n\n\nyanjingl\n\n\nJason Yik\n\n\nhappyappledog\n\n\nCurren Iyer\n\n\nEmmanuel Rassou\n\n\n\n\nSonia Murthy\n\n\nShreya Johri\n\n\nJessica Quaye\n\n\nVijay Edupuganti\n\n\nThe Random DIY\n\n\n\n\nCostin-Andrei Oncescu\n\n\nAnnie Laurie Cook\n\n\nJothi Ramaswamy\n\n\nBatur Arslan\n\n\na-saraf\n\n\n\n\nsonghan\n\n\nZishen", "crumbs": [ "FRONT MATTER", "Contributors & Thanks"