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</div>
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</div>
|
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<div id="searchbox"></div>
|
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<article class="bd-article">
|
||
|
||
<section class="tex2jax_ignore mathjax_ignore" id="compression-optimization-making-ai-models-efficient">
|
||
<h1>Compression & Optimization - Making AI Models Efficient<a class="headerlink" href="#compression-optimization-making-ai-models-efficient" title="Link to this heading">#</a></h1>
|
||
<p>Welcome to the Compression module! This is where you’ll learn to make neural networks smaller, faster, and more efficient for real-world deployment.</p>
|
||
<div class="tip admonition">
|
||
<p class="admonition-title">🎯 Learning Goals</p>
|
||
<ul class="simple">
|
||
<li><p>Understand how model size affects deployment and why compression matters</p></li>
|
||
<li><p>Implement magnitude-based pruning to remove unimportant weights</p></li>
|
||
<li><p>Master quantization to reduce memory usage by 75%</p></li>
|
||
<li><p>Build knowledge distillation for training compact models</p></li>
|
||
<li><p>Create structured pruning to optimize network architectures</p></li>
|
||
<li><p>Compare compression techniques and their trade-offs</p></li>
|
||
</ul>
|
||
</div>
|
||
<section id="build-use-optimize">
|
||
<h2>Build → Use → Optimize<a class="headerlink" href="#build-use-optimize" title="Link to this heading">#</a></h2>
|
||
<ol class="arabic simple">
|
||
<li><p><strong>Build</strong>: Four compression techniques from scratch</p></li>
|
||
<li><p><strong>Use</strong>: Apply compression to real neural networks</p></li>
|
||
<li><p><strong>Optimize</strong>: Combine techniques for maximum efficiency gains</p></li>
|
||
</ol>
|
||
</section>
|
||
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|
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|
||
⚡ Open in Colab</div>
|
||
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|
||
</div>
|
||
<a class="sd-stretched-link sd-hide-link-text reference external" href="https://colab.research.google.com/github/mlsysbook/TinyTorch/blob/main/modules/source/11_compression/compression_dev.ipynb"><span>https://colab.research.google.com/github/mlsysbook/TinyTorch/blob/main/modules/source/11_compression/compression_dev.ipynb</span></a></div>
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📖 View Source</div>
|
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|
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|
||
<a class="sd-stretched-link sd-hide-link-text reference external" href="https://github.com/mlsysbook/TinyTorch/blob/main/modules/source/11_compression/compression_dev.py"><span>https://github.com/mlsysbook/TinyTorch/blob/main/modules/source/11_compression/compression_dev.py</span></a></div>
|
||
</div>
|
||
</div>
|
||
</div>
|
||
<div class="tip admonition">
|
||
<p class="admonition-title">💾 Save Your Progress</p>
|
||
<p><strong>Binder sessions are temporary!</strong> Download your completed notebook when done, or switch to local development for persistent work.</p>
|
||
<p>Ready for serious development? → <a class="reference internal" href="../usage-paths/serious-development.html"><span class="std std-doc">🏗️ Local Setup Guide</span></a></p>
|
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|
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</section>
|
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|
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|
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|
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