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Naeemkh committed May 25, 2024
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45 changes: 24 additions & 21 deletions docs/contents/contributors.html
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Expand Up @@ -581,10 +581,10 @@ <h1 class="title">Contributors</h1>
<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>
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<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>
<a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/8863743b4f26c1a20e730fcf7ebc3bc0?d=identicon&amp;s=100?s=100" width="100px;" alt="Maximilian Lam"><br><sub><b>Maximilian Lam</b></sub></a><br>
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<a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/8863743b4f26c1a20e730fcf7ebc3bc0?d=identicon&amp;s=100?s=100" width="100px;" alt="Maximilian Lam"><br><sub><b>Maximilian Lam</b></sub></a><br>
<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>
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Expand Down Expand Up @@ -640,58 +640,58 @@ <h1 class="title">Contributors</h1>
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<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>
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<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>
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<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>
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<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>
<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>
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<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>
<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>
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<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/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"><br><sub><b>Mark Mazumder</b></sub></a><br>
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<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>
<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>
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<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>
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<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>
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<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/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"><br><sub><b>Marco Zennaro</b></sub></a><br>
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<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>
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<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>
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<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>
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<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>
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<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>
<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>
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<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>
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<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/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>
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<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>
Expand All @@ -714,7 +714,7 @@ <h1 class="title">Contributors</h1>
<a href="https://github.com/abigailswallow"><img src="https://avatars.githubusercontent.com/abigailswallow?s=100" width="100px;" alt="abigailswallow"><br><sub><b>abigailswallow</b></sub></a><br>
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<a href="https://github.com/skmur"><img src="https://avatars.githubusercontent.com/skmur?s=100" width="100px;" alt="Sonia Murthy"><br><sub><b>Sonia Murthy</b></sub></a><br>
<a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="Shreya Johri"><br><sub><b>Shreya Johri</b></sub></a><br>
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<td align="center" valign="top" width="20%">
<a href="https://github.com/vitasam"><img src="https://avatars.githubusercontent.com/vitasam?s=100" width="100px;" alt="The Random DIY"><br><sub><b>The Random DIY</b></sub></a><br>
Expand All @@ -734,17 +734,20 @@ <h1 class="title">Contributors</h1>
<a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/242dbc711f7056b6a276763473fc88b8?d=identicon&amp;s=100?s=100" width="100px;" alt="Yu-Shun Hsiao"><br><sub><b>Yu-Shun Hsiao</b></sub></a><br>
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<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/skmur"><img src="https://avatars.githubusercontent.com/skmur?s=100" width="100px;" alt="Sonia Murthy"><br><sub><b>Sonia Murthy</b></sub></a><br>
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<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="Shreya Johri"><br><sub><b>Shreya Johri</b></sub></a><br>
<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>
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<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>
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<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>
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<a href="https://github.com/ciyer64"><img src="https://avatars.githubusercontent.com/ciyer64?s=100" width="100px;" alt="Curren Iyer"><br><sub><b>Curren Iyer</b></sub></a><br>
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Expand All @@ -753,11 +756,11 @@ <h1 class="title">Contributors</h1>
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<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>
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<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>
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<a href="https://github.com/eezike"><img src="https://avatars.githubusercontent.com/eezike?s=100" width="100px;" alt="Emeka Ezike"><br><sub><b>Emeka Ezike</b></sub></a><br>
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8 changes: 4 additions & 4 deletions docs/contents/frameworks/frameworks.html
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Expand Up @@ -1427,7 +1427,7 @@ <h3 data-number="6.8.3" class="anchored" data-anchor-id="library"><span class="h
<section id="choosing-the-right-framework" class="level2" data-number="6.9">
<h2 data-number="6.9" class="anchored" data-anchor-id="choosing-the-right-framework"><span class="header-section-number">6.9</span> Choosing the Right Framework</h2>
<p>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.</p>
<div id="fig-tf-comparison" class="quarto-figure quarto-figure-center quarto-float anchored" data-caption="TensorFlow Framework Comparison - General" data-align="center">
<div id="fig-tf-comparison" class="quarto-figure quarto-figure-center quarto-float anchored" data-align="center" data-caption="TensorFlow Framework Comparison - General">
<figure class="quarto-float quarto-float-fig figure">
<div aria-describedby="fig-tf-comparison-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
<img src="images/png/image4.png" style="width:100.0%" data-align="center" data-caption="TensorFlow Framework Comparison - General" class="figure-img">
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</section>
<section id="software" class="level3" data-number="6.9.2">
<h3 data-number="6.9.2" class="anchored" data-anchor-id="software"><span class="header-section-number">6.9.2</span> Software</h3>
<div id="fig-tf-sw-comparison" class="quarto-figure quarto-figure-center quarto-float anchored" data-caption="TensorFlow Framework Comparison - Model" data-align="center">
<div id="fig-tf-sw-comparison" class="quarto-figure quarto-figure-center quarto-float anchored" data-align="center" data-caption="TensorFlow Framework Comparison - Model">
<figure class="quarto-float quarto-float-fig figure">
<div aria-describedby="fig-tf-sw-comparison-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
<img src="images/png/image5.png" style="width:100.0%" data-align="center" data-caption="TensorFlow Framework Comparison - Model" class="figure-img">
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</section>
<section id="hardware" class="level3" data-number="6.9.3">
<h3 data-number="6.9.3" class="anchored" data-anchor-id="hardware"><span class="header-section-number">6.9.3</span> Hardware</h3>
<div id="fig-tf-hw-comparison" class="quarto-figure quarto-figure-center quarto-float anchored" data-caption="TensorFlow Framework Comparison - Hardware" data-align="center">
<div id="fig-tf-hw-comparison" class="quarto-figure quarto-figure-center quarto-float anchored" data-align="center" data-caption="TensorFlow Framework Comparison - Hardware">
<figure class="quarto-float quarto-float-fig figure">
<div aria-describedby="fig-tf-hw-comparison-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
<img src="images/png/image3.png" style="width:100.0%" data-align="center" data-caption="TensorFlow Framework Comparison - Hardware" class="figure-img">
Expand Down Expand Up @@ -1504,7 +1504,7 @@ <h2 data-number="6.10" class="anchored" data-anchor-id="future-trends-in-ml-fram
<section id="decomposition" class="level3" data-number="6.10.1">
<h3 data-number="6.10.1" class="anchored" data-anchor-id="decomposition"><span class="header-section-number">6.10.1</span> Decomposition</h3>
<p>Currently, the ML system stack consists of four abstractions as shown in <a href="#fig-mlsys-stack" class="quarto-xref">Figure&nbsp;<span>6.10</span></a>, namely (1) computational graphs, (2) tensor programs, (3) libraries and runtimes, and (4) hardware primitives.</p>
<div id="fig-mlsys-stack" class="quarto-figure quarto-figure-center quarto-float anchored" data-caption="Four Abstractions in Current ML System Stack" data-align="center">
<div id="fig-mlsys-stack" class="quarto-figure quarto-figure-center quarto-float anchored" data-align="center" data-caption="Four Abstractions in Current ML System Stack">
<figure class="quarto-float quarto-float-fig figure">
<div aria-describedby="fig-mlsys-stack-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
<img src="images/png/image8.png" class="img-fluid figure-img" data-align="center" data-caption="Four Abstractions in Current ML System Stack">
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