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✅ Rename all module directories: 00_setup → 01_setup, etc. ✅ Update convert_modules.py mappings for new directory names ✅ Update _toc.yml file paths and titles (1-14 instead of 0-13) ✅ Regenerate all overview pages with new numbering ✅ Fix all broken references in usage-paths and intro ✅ Update chapter references to use natural numbering Benefits: - More intuitive course progression starting from 1 - Matches academic course numbering conventions - Eliminates confusion about 'Module 0' concept - Cleaner mental model for students and instructors - All references and links properly updated Complete transformation: 14 modules now numbered 01-14
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Tiny🔥Torch: Build Machine Learning Systems from Scratch
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<h1>🔬 Quick Exploration Path</h1>
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#launch-immediately-0-setup-required">🚀 Launch Immediately (0 Setup Required)</a></li>
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#recommended-exploration-path">📚 Recommended Exploration Path</a><ul class="nav section-nav flex-column">
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#start-here-chapter-1-setup"><strong>Start Here: Chapter 1 - Setup</strong></a></li>
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#then-try-chapter-3-activations"><strong>Then Try: Chapter 3 - Activations</strong></a></li>
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#build-up-chapter-4-layers"><strong>Build Up: Chapter 4 - Layers</strong></a></li>
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#important-limitations">⚠️ <strong>Important Limitations</strong></a></li>
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#what-you-ll-understand">🎯 <strong>What You’ll Understand</strong></a></li>
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|
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<div class="tip admonition">
|
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<p class="admonition-title">What You’ll Experience</p>
|
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<p><strong>5 minutes from now</strong>, you’ll be implementing real ML components:</p>
|
||
<ul class="simple">
|
||
<li><p><strong>ReLU activation function</strong> from scratch</p></li>
|
||
<li><p><strong>Tensor operations</strong> that power neural networks</p></li>
|
||
<li><p><strong>Dense layers</strong> that transform data</p></li>
|
||
<li><p><strong>Complete neural networks</strong> for image classification</p></li>
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<p>All running live in your browser!</p>
|
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<h2>📚 Recommended Exploration Path<a class="headerlink" href="#recommended-exploration-path" title="Permalink to this heading">#</a></h2>
|
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|
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|
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|
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|
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<p><strong>🚀 <a class="reference internal" href="../chapters/01-setup.html"><span class="doc std std-doc">Launch Setup Chapter</span></a></strong></p>
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<h3><strong>Then Try: Chapter 3 - Activations</strong><a class="headerlink" href="#then-try-chapter-3-activations" title="Permalink to this heading">#</a></h3>
|
||
<ul class="simple">
|
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<li><p>Implement your first ML function (ReLU)</p></li>
|
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|
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<li><p>Understand why nonlinearity matters</p></li>
|
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|
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<p><strong>🚀 <a class="reference internal" href="../chapters/03-activations.html"><span class="doc std std-doc">Launch Activations Chapter</span></a></strong></p>
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|
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|
||
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|
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|
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|
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|
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<p><strong>🚀 <a class="reference internal" href="../chapters/04-layers.html"><span class="doc std std-doc">Launch Layers Chapter</span></a></strong></p>
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<p><strong>For persistent work:</strong> Ready to build your own TinyTorch? → <strong><a class="reference internal" href="serious-development.html"><span class="doc std std-doc">Serious Development Path</span></a></strong></p>
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|
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|
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|
||
✅ <strong>Why activation functions are crucial</strong><br />
|
||
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|
||
✅ <strong>The relationship between layers, networks, and learning</strong><br />
|
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✅ <strong>Real implementation vs. high-level APIs</strong></p>
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<p><strong>Satisfied with exploration?</strong> You’ve gained valuable insight into ML systems!</p>
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<p><strong>Want to build more?</strong> → <strong><a class="reference internal" href="serious-development.html"><span class="doc std std-doc">Fork the repo and work locally</span></a></strong></p>
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