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Contributors

ishapira
ishapira
-Maximilian Lam
Maximilian Lam
+Marcelo Rovai
Marcelo Rovai
-Marcelo Rovai
Marcelo Rovai
+Maximilian Lam
Maximilian Lam
Matthew Stewart
Matthew Stewart
@@ -748,10 +748,10 @@

Contributors

Jayson Lin
Jayson Lin
-Jeffrey Ma
Jeffrey Ma
+Sophia Cho
Sophia Cho
-Sophia Cho
Sophia Cho
+Jeffrey Ma
Jeffrey Ma
@@ -762,18 +762,18 @@

Contributors

Zishen
Zishen
-Colby Banbury
Colby Banbury
+Alex Rodriguez
Alex Rodriguez
-Srivatsan Krishnan
Srivatsan Krishnan
+Colby Banbury
Colby Banbury
-Andrea Murillo
Andrea Murillo
+Srivatsan Krishnan
Srivatsan Krishnan
-Alex Rodriguez
Alex Rodriguez
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Andrea Murillo
Aghyad Deeb
Aghyad Deeb
@@ -782,15 +782,18 @@

Contributors

Divya
Divya
-Aghyad Deeb
Aghyad Deeb
+arnaumarin
arnaumarin
-arnaumarin
arnaumarin
+Abdulrahman Mahmoud
Abdulrahman Mahmoud
-Abdulrahman Mahmoud
Abdulrahman Mahmoud
+Aghyad Deeb
Aghyad Deeb
+ + +Emil Njor
Emil Njor
Michael Schnebly
Michael Schnebly
@@ -801,98 +804,95 @@

Contributors

oishib
oishib
- -Jared Ni
Jared Ni
- -Emil Njor
Emil Njor
+Jared Ni
Jared Ni
Mark Mazumder
Mark Mazumder
-Sara Khosravi
Sara Khosravi
+YU SHUN, HSIAO
YU SHUN, HSIAO
-Henry Bae
Henry Bae
+Sara Khosravi
Sara Khosravi
-Jae-Won Chung
Jae-Won Chung
+Henry Bae
Henry Bae
-YU SHUN, HSIAO
YU SHUN, HSIAO
+Jae-Won Chung
Jae-Won Chung
Aditi Raju
Aditi Raju
+Andrew Bass
Andrew Bass
+ + Pong Trairatvorakul
Pong Trairatvorakul
eurashin
eurashin
+ + Jennifer Zhou
Jennifer Zhou
- - -Andrew Bass
Andrew Bass
+Shvetank Prakash
Shvetank Prakash
Marco Zennaro
Marco Zennaro
-Shvetank Prakash
Shvetank Prakash
+Gauri Jain
Gauri Jain
Alex Oesterling
Alex Oesterling
- -Bruno Scaglione
Bruno Scaglione
- -Gauri Jain
Gauri Jain
+Bruno Scaglione
Bruno Scaglione
-Eric D
Eric D
+Allen-Kuang
Allen-Kuang
-Allen-Kuang
Allen-Kuang
+Eric D
Eric D
Sercan AygΓΌn
Sercan AygΓΌn
-Annie Laurie Cook
Annie Laurie Cook
+Batur Arslan
Batur Arslan
-Curren Iyer
Curren Iyer
+Annie Laurie Cook
Annie Laurie Cook
-yanjingl
yanjingl
+Emeka Ezike
Emeka Ezike
-Yang Zhou
Yang Zhou
+Curren Iyer
Curren Iyer
-abigailswallow
abigailswallow
+Yang Zhou
Yang Zhou
-Batur Arslan
Batur Arslan
+abigailswallow
abigailswallow
-Costin-Andrei Oncescu
Costin-Andrei Oncescu
+yanjingl
yanjingl
Yu-Shun Hsiao
Yu-Shun Hsiao
@@ -901,14 +901,17 @@

Contributors

songhan
songhan
-Jessica Quaye
Jessica Quaye
+Costin-Andrei Oncescu
Costin-Andrei Oncescu
-Emeka Ezike
Emeka Ezike
+Jessica Quaye
Jessica Quaye
+Emmanuel Rassou
Emmanuel Rassou
+ + happyappledog
happyappledog
@@ -920,11 +923,11 @@

Contributors

Sonia Murthy
Sonia Murthy
+ + Vijay Edupuganti
Vijay Edupuganti
- - The Random DIY
The Random DIY
diff --git a/contents/copyright.html b/contents/copyright.html index e4570121..5596ee7c 100644 --- a/contents/copyright.html +++ b/contents/copyright.html @@ -106,7 +106,7 @@ diff --git a/contents/data_engineering/data_engineering.html b/contents/data_engineering/data_engineering.html index 1680c126..28d82747 100644 --- a/contents/data_engineering/data_engineering.html +++ b/contents/data_engineering/data_engineering.html @@ -155,7 +155,7 @@ diff --git a/contents/dedication.html b/contents/dedication.html index f39bacce..a31dbe2e 100644 --- a/contents/dedication.html +++ b/contents/dedication.html @@ -106,7 +106,7 @@ diff --git a/contents/dl_primer/dl_primer.html b/contents/dl_primer/dl_primer.html index 5e450a4e..0a857fc8 100644 --- a/contents/dl_primer/dl_primer.html +++ b/contents/dl_primer/dl_primer.html @@ -64,8 +64,6 @@ - - diff --git a/contents/efficient_ai/efficient_ai.html b/contents/efficient_ai/efficient_ai.html index 1f0c60ad..2f9b85bd 100644 --- a/contents/efficient_ai/efficient_ai.html +++ b/contents/efficient_ai/efficient_ai.html @@ -126,7 +126,7 @@ diff --git a/contents/frameworks/frameworks.html b/contents/frameworks/frameworks.html index b32b9218..99510a56 100644 --- a/contents/frameworks/frameworks.html +++ b/contents/frameworks/frameworks.html @@ -189,7 +189,7 @@ @@ -1599,7 +1599,7 @@

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 aspectsβ€”models, hardware, and softwareβ€”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.

-
+
@@ -1615,7 +1615,7 @@

6.9.2 Software

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+
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6.9.3 Hardware

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+
@@ -1676,7 +1676,7 @@

6.10.1 Decomposition

Currently, the ML system stack consists of four abstractions as shown in Figure 6.10, namely (1) computational graphs, (2) tensor programs, (3) libraries and runtimes, and (4) hardware primitives.

-
+
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diff --git a/contents/labs/arduino/nicla_vision/image_classification/image_classification.html b/contents/labs/arduino/nicla_vision/image_classification/image_classification.html index ed8be7c0..c06f7b6e 100644 --- a/contents/labs/arduino/nicla_vision/image_classification/image_classification.html +++ b/contents/labs/arduino/nicla_vision/image_classification/image_classification.html @@ -142,7 +142,7 @@
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🌟 Help Us Reach 1,000 Stars! 🌟

-

For every 25 stars, Arduino and SEEED will each donate a NiclaVision or XIAO ESP32E kit for AI education in the developing world.                

+

For every 25 stars, Arduino and SEEED will each donate a NiclaVision or XIAO ESP32S3 kit for AI education in the developing world.                

  • -🌟 Help Us Reach 1,000 GitHub Stars! 🌟
    For every 25 stars, Arduino and SEEED donate
    a NiclaVision or XIAO ESP32E for AI education.     +🌟 Help Us Reach 1,000 GitHub Stars! 🌟
    For every 25 stars, Arduino and SEEED donate
    a NiclaVision or XIAO ESP32S3 for AI education.
    • diff --git a/references.html b/references.html index 42aec878..23cd135a 100644 --- a/references.html +++ b/references.html @@ -123,7 +123,7 @@ diff --git a/search.json b/search.json index c3ab1a49..276f56b9 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\nKleinbard\n\n\nJared Ping\n\n\neliasab16\n\n\nishapira\n\n\nMaximilian Lam\n\n\n\n\nMarcelo Rovai\n\n\nMatthew Stewart\n\n\nJayson Lin\n\n\nJeffrey Ma\n\n\nSophia Cho\n\n\n\n\nKorneel Van den Berghe\n\n\nZishen\n\n\nColby Banbury\n\n\nSrivatsan Krishnan\n\n\nAndrea Murillo\n\n\n\n\nAlex Rodriguez\n\n\nAghyad Deeb\n\n\nDivya\n\n\nAghyad Deeb\n\n\narnaumarin\n\n\n\n\nAbdulrahman Mahmoud\n\n\nMichael Schnebly\n\n\nELSuitorHarvard\n\n\noishib\n\n\nJared Ni\n\n\n\n\nEmil Njor\n\n\nMark Mazumder\n\n\nSara Khosravi\n\n\nHenry Bae\n\n\nJae-Won Chung\n\n\n\n\nYU SHUN, HSIAO\n\n\nAditi Raju\n\n\nPong Trairatvorakul\n\n\neurashin\n\n\nJennifer Zhou\n\n\n\n\nAndrew Bass\n\n\nMarco Zennaro\n\n\nShvetank Prakash\n\n\nAlex Oesterling\n\n\nBruno Scaglione\n\n\n\n\nGauri Jain\n\n\nEric D\n\n\nAllen-Kuang\n\n\nSercan AygΓΌn\n\n\nAnnie Laurie Cook\n\n\n\n\nCurren Iyer\n\n\nyanjingl\n\n\nYang Zhou\n\n\nabigailswallow\n\n\nBatur Arslan\n\n\n\n\nCostin-Andrei Oncescu\n\n\nYu-Shun Hsiao\n\n\nsonghan\n\n\nJessica Quaye\n\n\nEmeka Ezike\n\n\n\n\nhappyappledog\n\n\nJason Yik\n\n\nShreya Johri\n\n\nSonia Murthy\n\n\nVijay Edupuganti\n\n\n\n\nThe Random DIY", + "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\nKleinbard\n\n\nJared Ping\n\n\neliasab16\n\n\nishapira\n\n\nMarcelo Rovai\n\n\n\n\nMaximilian Lam\n\n\nMatthew Stewart\n\n\nJayson Lin\n\n\nSophia Cho\n\n\nJeffrey Ma\n\n\n\n\nKorneel Van den Berghe\n\n\nZishen\n\n\nAlex Rodriguez\n\n\nColby Banbury\n\n\nSrivatsan Krishnan\n\n\n\n\nAndrea Murillo\n\n\nAghyad Deeb\n\n\nDivya\n\n\narnaumarin\n\n\nAbdulrahman Mahmoud\n\n\n\n\nAghyad Deeb\n\n\nEmil Njor\n\n\nMichael Schnebly\n\n\nELSuitorHarvard\n\n\noishib\n\n\n\n\nJared Ni\n\n\nMark Mazumder\n\n\nYU SHUN, HSIAO\n\n\nSara Khosravi\n\n\nHenry Bae\n\n\n\n\nJae-Won Chung\n\n\nAditi Raju\n\n\nAndrew Bass\n\n\nPong Trairatvorakul\n\n\neurashin\n\n\n\n\nJennifer Zhou\n\n\nShvetank Prakash\n\n\nMarco Zennaro\n\n\nGauri Jain\n\n\nAlex Oesterling\n\n\n\n\nBruno Scaglione\n\n\nAllen-Kuang\n\n\nEric D\n\n\nSercan AygΓΌn\n\n\nBatur Arslan\n\n\n\n\nAnnie Laurie Cook\n\n\nEmeka Ezike\n\n\nCurren Iyer\n\n\nYang Zhou\n\n\nabigailswallow\n\n\n\n\nyanjingl\n\n\nYu-Shun Hsiao\n\n\nsonghan\n\n\nCostin-Andrei Oncescu\n\n\nJessica Quaye\n\n\n\n\nEmmanuel Rassou\n\n\nhappyappledog\n\n\nJason Yik\n\n\nShreya Johri\n\n\nSonia Murthy\n\n\n\n\nVijay Edupuganti\n\n\nThe Random DIY", "crumbs": [ "FRONT MATTER", "Contributors"