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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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<h1>MLOps - Production ML Systems</h1>
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#build-use-deploy">Build → Use → Deploy</a></li>
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<h1>MLOps - Production ML Systems<a class="headerlink" href="#mlops-production-ml-systems" title="Permalink to this heading">#</a></h1>
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<p>Welcome to the MLOps module! This is where we close the loop on the complete ML system lifecycle.</p>
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<p class="admonition-title">🎯 Learning Goals</p>
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<li><p>Understand why ML models degrade over time without maintenance</p></li>
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<li><p>Implement performance monitoring and drift detection systems</p></li>
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<li><p>Build automated retraining triggers that use your training pipeline</p></li>
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<li><p>Create model comparison and deployment workflows</p></li>
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<li><p>See how all TinyTorch components work together in production</p></li>
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<section id="build-use-deploy">
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<h2>Build → Use → Deploy<a class="headerlink" href="#build-use-deploy" title="Permalink to this heading">#</a></h2>
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<ol class="arabic simple">
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<li><p><strong>Build</strong>: Complete MLOps infrastructure for model lifecycle management</p></li>
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<li><p><strong>Use</strong>: Deploy and monitor ML systems that automatically respond to issues</p></li>
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<li><p><strong>Deploy</strong>: Create production-ready systems that maintain themselves over time</p></li>
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<h2>🚀 Interactive Learning<a class="headerlink" href="#interactive-learning" title="Permalink to this heading">#</a></h2>
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<a class="sd-stretched-link reference external" href="https://mybinder.org/v2/gh/mlsysbook/TinyTorch/main?filepath=modules/source/13_mlops/mlops_dev.ipynb"></a></div>
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⚡ Open in Colab </div>
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<a class="sd-stretched-link reference external" href="https://colab.research.google.com/github/mlsysbook/TinyTorch/blob/main/modules/source/13_mlops/mlops_dev.ipynb"></a></div>
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📖 View Source</div>
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<div class="tip admonition">
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<p class="admonition-title">💾 Save Your Progress</p>
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<p><strong>Binder sessions are temporary!</strong> Download your completed notebook when done, or switch to local development for persistent work.</p>
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<p>Ready for serious development? → <a class="reference internal" href="../usage-paths/serious-development.html"><span class="doc std std-doc">🏗️ Local Setup Guide</span></a></p>
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