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profvjreddi committed Nov 8, 2023
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2 changes: 1 addition & 1 deletion .nojekyll
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40 changes: 20 additions & 20 deletions contributors.html
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Expand Up @@ -462,70 +462,70 @@ <h1 class="title">Contributors</h1>
<tbody>
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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/commits?author=mpstewart1" title="Documentation">📖</a>
<a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"><br><sub><b>Ikechukwu Uchendu</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=uchendui" title="Documentation">📖</a>
</td>
<td align="center" valign="top" width="20%">
<a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"><br><sub><b>sophiacho1</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=sophiacho1" title="Documentation">📖</a>
<a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"><br><sub><b>naeemkh</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=Naeemkh" title="Documentation">📖</a>
</td>
<td align="center" valign="top" width="20%">
<a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"><br><sub><b>Vijay Janapa Reddi</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=profvjreddi" title="Documentation">📖</a>
<a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="aptl26"><br><sub><b>aptl26</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=aptl26" title="Documentation">📖</a>
</td>
<td align="center" valign="top" width="20%">
<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><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=ishapira1" title="Documentation">📖</a>
<a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"><br><sub><b>Jeffrey Ma</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=18jeffreyma" title="Documentation">📖</a>
</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="aptl26"><br><sub><b>aptl26</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=aptl26" title="Documentation">📖</a>
<a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"><br><sub><b>sjohri20</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=sjohri20" title="Documentation">📖</a>
</td>
</tr>
<tr>
<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><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=ShvetankPrakash" title="Documentation">📖</a>
<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/commits?author=mpstewart1" title="Documentation">📖</a>
</td>
<td align="center" valign="top" width="20%">
<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><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=colbybanbury" title="Documentation">📖</a>
<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><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=happyappledog" title="Documentation">📖</a>
</td>
<td align="center" valign="top" width="20%">
<a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"><br><sub><b>Marcelo Rovai</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=Mjrovai" title="Documentation">📖</a>
<a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"><br><sub><b>Jayson Lin</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=jaysonzlin" title="Documentation">📖</a>
</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/harvard-edge/cs249r_book/commits?author=BaeHenryS" title="Documentation">📖</a>
<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/harvard-edge/cs249r_book/commits?author=mmaz" title="Documentation">📖</a>
</td>
<td align="center" valign="top" width="20%">
<a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"><br><sub><b>Ikechukwu Uchendu</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=uchendui" title="Documentation">📖</a>
<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><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=ishapira1" title="Documentation">📖</a>
</td>
</tr>
<tr>
<td align="center" valign="top" width="20%">
<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><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=jessicaquaye" title="Documentation">📖</a>
<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/harvard-edge/cs249r_book/commits?author=oishib" title="Documentation">📖</a>
</td>
<td align="center" valign="top" width="20%">
<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><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=happyappledog" title="Documentation">📖</a>
<a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"><br><sub><b>Divya</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=DivyaAmirtharaj" title="Documentation">📖</a>
</td>
<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="sjohri20"><br><sub><b>sjohri20</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=sjohri20" title="Documentation">📖</a>
<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/harvard-edge/cs249r_book/commits?author=marcozennaro" title="Documentation">📖</a>
</td>
<td align="center" valign="top" width="20%">
<a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"><br><sub><b>Jayson Lin</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=jaysonzlin" title="Documentation">📖</a>
<a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="sophiacho1"><br><sub><b>sophiacho1</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=sophiacho1" title="Documentation">📖</a>
</td>
<td align="center" valign="top" width="20%">
<a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"><br><sub><b>Jeffrey Ma</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=18jeffreyma" title="Documentation">📖</a>
<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><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=jessicaquaye" title="Documentation">📖</a>
</td>
</tr>
<tr>
<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><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=marcozennaro" title="Documentation">📖</a>
<a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"><br><sub><b>Vijay Janapa Reddi</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=profvjreddi" title="Documentation">📖</a>
</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><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=oishib" title="Documentation">📖</a>
<a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"><br><sub><b>Marcelo Rovai</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=Mjrovai" title="Documentation">📖</a>
</td>
<td align="center" valign="top" width="20%">
<a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"><br><sub><b>Divya</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=DivyaAmirtharaj" title="Documentation">📖</a>
<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><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=ShvetankPrakash" title="Documentation">📖</a>
</td>
<td align="center" valign="top" width="20%">
<a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"><br><sub><b>naeemkh</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=Naeemkh" title="Documentation">📖</a>
<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/harvard-edge/cs249r_book/commits?author=BaeHenryS" title="Documentation">📖</a>
</td>
<td align="center" valign="top" width="20%">
<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/harvard-edge/cs249r_book/commits?author=mmaz" title="Documentation">📖</a>
<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><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=colbybanbury" title="Documentation">📖</a>
</td>
</tr>
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9 changes: 8 additions & 1 deletion efficient_ai.html
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Expand Up @@ -505,10 +505,17 @@ <h1 class="title"><span class="chapter-number">9</span>&nbsp; <span class="chapt
</div>
<div class="callout-body-container callout-body">
<ul>
<li>coming soon.</li>
<li><p>Recognize the need for efficient AI in TinyML/edge devices.</p></li>
<li><p>Understand the need for efficient model architectures like MobileNets and SqueezeNet.</p></li>
<li><p>Understand why techniques for model compression are important.</p></li>
<li><p>Get an inclination for why efficient AI hardware is important.</p></li>
<li><p>Appreciate the significance of numerics and their representations.</p></li>
<li><p>Appreciate that we need to understand nuances of model comparison beyond accuracy.</p></li>
<li><p>Recognize efficiency encompasses technology, costs, environment, ethics.</p></li>
</ul>
</div>
</div>
<p>The focus is on gaining a conceptual understanding of the motivations and significance of the various strategies for achieving efficient AI, both in terms of techniques and a holistic perspective. Subsequent chapters will dive into the nitty gritty details on these various concepts.</p>
<section id="introduction" class="level2" data-number="9.1">
<h2 data-number="9.1" class="anchored" data-anchor-id="introduction"><span class="header-section-number">9.1</span> Introduction</h2>
<p>Training models can consume a significant amount of energy, sometimes equivalent to the carbon footprint of sizable industrial processes. We will cover some of these sustainability details in the <a href="./sustainable_ai.html">AI Sustainability</a> chapter. On the deployment side, if these models are not optimized for efficiency, they can quickly drain device batteries, demand excessive memory, or fall short of real-time processing needs. Through this introduction, our objective is to elucidate the nuances of efficiency, setting the groundwork for a comprehensive exploration in the subsequent chapters.</p>
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2 changes: 1 addition & 1 deletion ops.html
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Expand Up @@ -469,7 +469,7 @@ <h1 class="title"><span class="chapter-number">14</span>&nbsp; <span class="chap
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="./images/cover_ml_ops.png" class="img-fluid figure-img"></p>
<figcaption class="figure-caption"><em>DALL·E 3 Prompt: Rectangular 3D render of a neural network in the center, surrounded by different stages of MLOps in a circular flow, creatively influencing the model production. Each stage, such as data collection, model training, validation, deployment, and monitoring, is represented by unique 3D icons or illustrations. Diverse people in different roles, such as data scientists, engineers, and business users, are working on each stage, actively contributing to the model production.</em></figcaption>
<figcaption class="figure-caption"><em>DALL·E 3 Prompt: Create a detailed, wide rectangular illustration of an AI workflow. The image should showcase the process across six stages, with a flow from left to right: 1. Data collection, with diverse individuals of different genders and descents using a variety of devices like laptops, smartphones, and sensors to gather data. 2. Data processing, displaying a data center with active servers and databases with glowing lights. 3. Model training, represented by a computer screen with code, neural network diagrams, and progress indicators. 4. Model evaluation, featuring people examining data analytics on large monitors. 5. Deployment, where the AI is integrated into robotics, mobile apps, and industrial equipment. 6. Monitoring, showing professionals tracking AI performance metrics on dashboards to check for accuracy and concept drift over time. Each stage should be distinctly marked and the style should be clean, sleek, and modern with a dynamic and informative color scheme.</em></figcaption>
</figure>
</div>
<div class="callout callout-style-simple callout-tip callout-titled">
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"href": "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\nMatthew Stewart📖\n\n\nsophiacho1📖\n\n\nVijay Janapa Reddi📖\n\n\nishapira📖\n\n\naptl26📖\n\n\n\n\nShvetank Prakash📖\n\n\nColby Banbury📖\n\n\nMarcelo Rovai📖\n\n\nHenry Bae📖\n\n\nIkechukwu Uchendu📖\n\n\n\n\nJessica Quaye📖\n\n\nhappyappledog📖\n\n\nsjohri20📖\n\n\nJayson Lin📖\n\n\nJeffrey Ma📖\n\n\n\n\nMarco Zennaro📖\n\n\noishib📖\n\n\nDivya📖\n\n\nnaeemkh📖\n\n\nMark Mazumder📖"
"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\nIkechukwu Uchendu📖\n\n\nnaeemkh📖\n\n\naptl26📖\n\n\nJeffrey Ma📖\n\n\nsjohri20📖\n\n\n\n\nMatthew Stewart📖\n\n\nhappyappledog📖\n\n\nJayson Lin📖\n\n\nMark Mazumder📖\n\n\nishapira📖\n\n\n\n\noishib📖\n\n\nDivya📖\n\n\nMarco Zennaro📖\n\n\nsophiacho1📖\n\n\nJessica Quaye📖\n\n\n\n\nVijay Janapa Reddi📖\n\n\nMarcelo Rovai📖\n\n\nShvetank Prakash📖\n\n\nHenry Bae📖\n\n\nColby Banbury📖"
},
{
"objectID": "copyright.html",
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