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|
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|
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<div id="jb-print-docs-body" class="onlyprint">
|
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<h1>TinyTorch for Instructors: Complete ML Systems Course</h1>
|
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<!-- Table of contents -->
|
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<div id="print-main-content">
|
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<div id="jb-print-toc">
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<h2> Contents </h2>
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<nav aria-label="Page">
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<ul class="visible nav section-nav flex-column">
|
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#planned-course-infrastructure">🎯 Planned Course Infrastructure</a></li>
|
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#why-tinytorch-for-your-classroom">🌟 Why TinyTorch for Your Classroom</a></li>
|
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#course-module-overview">Course Module Overview</a></li>
|
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#academic-learning-goals">Academic Learning Goals</a></li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#quick-start-for-instructors">🚀 Quick Start for Instructors</a></li>
|
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#assessment-options">📋 Assessment Options</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="#automated-grading">Automated Grading</a></li>
|
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#flexible-point-distribution">Flexible Point Distribution</a></li>
|
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#project-based-assessment">Project-Based Assessment</a></li>
|
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</ul>
|
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</li>
|
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#instructor-resources">Instructor Resources</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="#essential-documentation">Essential Documentation</a></li>
|
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#support-tools">Support Tools</a></li>
|
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#community">Community</a></li>
|
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</ul>
|
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</li>
|
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#next-steps">📞 Next Steps</a></li>
|
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</ul>
|
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</nav>
|
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</div>
|
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</div>
|
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</div>
|
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|
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|
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|
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<div id="searchbox"></div>
|
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<article class="bd-article">
|
||
|
||
<section id="tinytorch-for-instructors-complete-ml-systems-course">
|
||
<h1>TinyTorch for Instructors: Complete ML Systems Course<a class="headerlink" href="#tinytorch-for-instructors-complete-ml-systems-course" title="Link to this heading">#</a></h1>
|
||
<div style="background: #d4edda; border: 1px solid #28a745; padding: 1.5rem; border-radius: 0.5rem; margin: 2rem 0;">
|
||
<h3 style="margin: 0 0 0.5rem 0; color: #155724;">✅ Classroom Integration Available</h3>
|
||
<p style="margin: 0; color: #155724;">TinyTorch includes complete <a href="https://nbgrader.readthedocs.io/" style="color: #155724; text-decoration: underline; font-weight: bold;">NBGrader</a> integration with automated grading workflows. See the <a href="../instructor-guide.html" style="color: #155724; font-weight: bold;">Complete Instructor Guide</a> for setup, grading rubrics, and sample solutions.</p>
|
||
</div>
|
||
<div style="background: #e3f2fd; border: 1px solid #2196f3; padding: 1rem; border-radius: 0.5rem; margin: 1rem 0;">
|
||
<strong>📖 Course Vision:</strong> This page describes the planned TinyTorch classroom experience.<br>
|
||
<strong>📖 For Current Usage:</strong> Students should follow the <a href="../student-workflow.html">Student Workflow</a> guide.
|
||
</div>
|
||
<div style="background: #f8f9fa; border: 1px solid #dee2e6; padding: 2rem; border-radius: 0.5rem; text-align: center; margin: 2rem 0;">
|
||
<h2 style="margin: 0 0 1rem 0; color: #495057;">🏫 Planned: Turn-Key ML Systems Education</h2>
|
||
<p style="font-size: 1.1rem; margin: 0; color: #6c757d;">Transform students from framework users to systems engineers</p>
|
||
</div>
|
||
<p><strong>Vision:</strong> Replace black-box API courses with deep systems understanding. Students will build neural networks from scratch, understand every operation, and graduate job-ready for ML engineering roles.</p>
|
||
<hr class="docutils" />
|
||
<section id="planned-course-infrastructure">
|
||
<h2>🎯 Planned Course Infrastructure<a class="headerlink" href="#planned-course-infrastructure" title="Link to this heading">#</a></h2>
|
||
<div style="background: #f8f9fa; border-left: 4px solid #007bff; padding: 1.5rem; margin: 1.5rem 0;">
|
||
<h4 style="margin: 0 0 1rem 0; color: #0056b3;">Planned Features: Production-Ready Course Materials</h4>
|
||
<div style="display: grid; grid-template-columns: 1fr 1fr; gap: 1rem;">
|
||
<div>
|
||
<ul style="margin: 0; padding-left: 1rem;">
|
||
<li><strong>Three-tier progression</strong> (20 modules) with [NBGrader](https://nbgrader.readthedocs.io/) integration</li>
|
||
<li><strong>Automated grading</strong> for immediate feedback</li>
|
||
<li><strong>Professional CLI tools</strong> for development workflow</li>
|
||
<li><strong>Real datasets</strong> (CIFAR-10, text generation)</li>
|
||
</ul>
|
||
</div>
|
||
<div>
|
||
<ul style="margin: 0; padding-left: 1rem;">
|
||
<li><strong>Complete instructor guide</strong> with setup & grading ([available now](../instructor-guide.html))</li>
|
||
<li><strong>Flexible pacing</strong> (14-18 weeks depending on depth)</li>
|
||
<li><strong>Industry practices</strong> (Git, testing, documentation)</li>
|
||
<li><strong>Academic foundation</strong> from university research</li>
|
||
</ul>
|
||
</div>
|
||
</div>
|
||
</div>
|
||
<p><strong>Planned Course Duration:</strong> 14-16 weeks (flexible pacing)
|
||
<strong>Student Outcome:</strong> Complete ML framework supporting vision AND language models</p>
|
||
<p><strong>Current Status:</strong> Complete NBGrader integration available! See the <a class="reference internal" href="#../instructor-guide.html"><span class="xref myst">Instructor Guide</span></a> for setup, grading workflows, and sample solutions.</p>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="why-tinytorch-for-your-classroom">
|
||
<h2>🌟 Why TinyTorch for Your Classroom<a class="headerlink" href="#why-tinytorch-for-your-classroom" title="Link to this heading">#</a></h2>
|
||
<div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(300px, 1fr)); gap: 1.5rem; margin: 2rem 0;">
|
||
<div style="background: #e8f5e8; padding: 1.5rem; border-radius: 0.5rem; border-left: 4px solid #4caf50;">
|
||
<h4 style="margin: 0 0 1rem 0; color: #2e7d32;">🎯 Deep Learning Outcomes</h4>
|
||
<p style="margin: 0 0 0.5rem 0; font-weight: 600;">Students build neural networks from scratch</p>
|
||
<ul style="margin: 0; font-size: 0.9rem; color: #64748b;">
|
||
<li>Graduates understand deep systems architecture</li>
|
||
<li>Can debug ML issues from first principles</li>
|
||
<li>Prepared for ML engineering roles</li>
|
||
<li>Confident implementing novel architectures</li>
|
||
</ul>
|
||
</div>
|
||
<div style="background: #fff3e0; padding: 1.5rem; border-radius: 0.5rem; border-left: 4px solid #ff9800;">
|
||
<h4 style="margin: 0 0 1rem 0; color: #f57c00;">⚡ Zero-Setup Teaching</h4>
|
||
<p style="margin: 0 0 0.5rem 0; font-weight: 600;">30-minute instructor setup, then focus on teaching</p>
|
||
<ul style="margin: 0; font-size: 0.9rem; color: #64748b;">
|
||
<li><strong>NBGrader integration</strong>: Automated grading & feedback</li>
|
||
<li><strong>One-command workflows</strong>: Generate, release, collect assignments</li>
|
||
<li><strong>Progress dashboards</strong>: Track all students at a glance</li>
|
||
<li><strong>Flexible pacing</strong>: Adapt to your semester schedule</li>
|
||
</ul>
|
||
</div>
|
||
<div style="background: #f3e5f5; padding: 1.5rem; border-radius: 0.5rem; border-left: 4px solid #9c27b0;">
|
||
<h4 style="margin: 0 0 1rem 0; color: #7b1fa2;">🏆 Industry-Standard Workflow</h4>
|
||
<p style="margin: 0 0 0.5rem 0; font-weight: 600;">Students learn professional ML engineering practices</p>
|
||
<ul style="margin: 0; font-size: 0.9rem; color: #64748b;">
|
||
<li><strong>Git workflow</strong>: Feature branches, commits, merges</li>
|
||
<li><strong>CLI tools</strong>: Professional development environment</li>
|
||
<li><strong>Testing culture</strong>: Every implementation immediately validated</li>
|
||
<li><strong>Documentation</strong>: Clear code, explanations, insights</li>
|
||
</ul>
|
||
</div>
|
||
<div style="background: #e1f5fe; padding: 1.5rem; border-radius: 0.5rem; border-left: 4px solid #03a9f4;">
|
||
<h4 style="margin: 0 0 1rem 0; color: #0277bd;">🔬 Deep Systems Understanding</h4>
|
||
<p style="margin: 0 0 0.5rem 0; font-weight: 600;">Beyond APIs: Students understand how ML really works</p>
|
||
<ul style="margin: 0; font-size: 0.9rem; color: #64748b;">
|
||
<li><strong>Memory analysis</strong>: Profile and optimize resource usage</li>
|
||
<li><strong>Performance insights</strong>: Understand computational complexity</li>
|
||
<li><strong>Production context</strong>: How PyTorch/TensorFlow actually work</li>
|
||
<li><strong>Systems thinking</strong>: Architecture, scaling, optimization</li>
|
||
</ul>
|
||
</div>
|
||
</div>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="course-module-overview">
|
||
<h2>Course Module Overview<a class="headerlink" href="#course-module-overview" title="Link to this heading">#</a></h2>
|
||
<p>The TinyTorch course consists of 20 progressive modules organized into learning stages.</p>
|
||
<p><strong>📖 See <a class="reference internal" href="../chapters/00-introduction.html"><span class="std std-doc">Complete Course Structure</span></a></strong> for detailed module descriptions, learning objectives, and prerequisites for each module.</p>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="academic-learning-goals">
|
||
<h2>Academic Learning Goals<a class="headerlink" href="#academic-learning-goals" title="Link to this heading">#</a></h2>
|
||
<p><strong>What Students Will Achieve:</strong></p>
|
||
<ul class="simple">
|
||
<li><p>Build deep systems understanding through implementation</p></li>
|
||
<li><p>Bridge gap between ML theory and engineering practice</p></li>
|
||
<li><p>Prepare for real-world ML systems challenges</p></li>
|
||
<li><p>Enable research into novel architectures and optimizations</p></li>
|
||
</ul>
|
||
<p><strong>Core Capabilities Developed:</strong></p>
|
||
<ul class="simple">
|
||
<li><p>Implement neural networks from scratch</p></li>
|
||
<li><p>Understand autograd and backpropagation deeply</p></li>
|
||
<li><p>Optimize models for production deployment</p></li>
|
||
<li><p>Build complete frameworks supporting vision and language</p></li>
|
||
</ul>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="quick-start-for-instructors">
|
||
<h2>🚀 Quick Start for Instructors<a class="headerlink" href="#quick-start-for-instructors" title="Link to this heading">#</a></h2>
|
||
<div style="background: #f8f9fa; border: 1px solid #dee2e6; border-radius: 0.5rem; padding: 2rem; margin: 2rem 0;">
|
||
<h3 style="margin: 0 0 1rem 0; text-align: center; color: #495057;">⏱️ 30 Minutes to Teaching-Ready Course</h3>
|
||
<p style="text-align: center; margin: 0 0 1.5rem 0; color: #6c757d;">Three simple steps to transform your ML teaching</p>
|
||
<div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(250px, 1fr)); gap: 1.5rem;">
|
||
<div style="background: white; padding: 1.5rem; border-radius: 0.5rem; border: 1px solid #dee2e6;">
|
||
<h4 style="color: #495057; margin: 0 0 0.5rem 0;">1️⃣ Clone & Setup (10 min)</h4>
|
||
<div style="background: #f8f9fa; padding: 1rem; border-radius: 0.25rem; font-family: monospace; font-size: 0.85rem; margin: 0.5rem 0;">
|
||
git clone TinyTorch<br>
|
||
cd TinyTorch<br>
|
||
source .venv/bin/activate<br>
|
||
pip install -r requirements.txt
|
||
</div>
|
||
<p style="font-size: 0.9rem; margin: 0; color: #6c757d;">One-time environment setup</p>
|
||
</div>
|
||
<div style="background: white; padding: 1.5rem; border-radius: 0.5rem; border: 1px solid #dee2e6;">
|
||
<h4 style="color: #495057; margin: 0 0 0.5rem 0;">2️⃣ Initialize Course (10 min)</h4>
|
||
<div style="background: #f8f9fa; padding: 1rem; border-radius: 0.25rem; font-family: monospace; font-size: 0.85rem; margin: 0.5rem 0;">
|
||
tito nbgrader init<br>
|
||
tito module status --comprehensive
|
||
</div>
|
||
<p style="font-size: 0.9rem; margin: 0; color: #6c757d;">NBGrader integration & health check</p>
|
||
</div>
|
||
<div style="background: white; padding: 1.5rem; border-radius: 0.5rem; border: 1px solid #dee2e6;">
|
||
<h4 style="color: #495057; margin: 0 0 0.5rem 0;">3️⃣ First Assignment (10 min)</h4>
|
||
<div style="background: #f8f9fa; padding: 1rem; border-radius: 0.25rem; font-family: monospace; font-size: 0.85rem; margin: 0.5rem 0;">
|
||
tito nbgrader generate 01_tensor<br>
|
||
tito nbgrader release 01_tensor
|
||
</div>
|
||
<p style="font-size: 0.9rem; margin: 0; color: #6c757d;">Ready to distribute to students!</p>
|
||
</div>
|
||
</div>
|
||
<div style="text-align: center; margin-top: 1.5rem;">
|
||
<a href="../instructor-guide.html" style="display: inline-block; background: #007bff; color: white; padding: 0.5rem 1rem; border-radius: 0.25rem; text-decoration: none; font-weight: 500; margin-right: 1rem;">📖 Complete Instructor Guide</a>
|
||
<a href="ta-guide.html" style="display: inline-block; background: #28a745; color: white; padding: 0.5rem 1rem; border-radius: 0.25rem; text-decoration: none; font-weight: 500;">👥 TA Guide</a>
|
||
<a href="../testing-framework.html" style="display: inline-block; background: #28a745; color: white; padding: 0.5rem 1rem; border-radius: 0.25rem; text-decoration: none; font-weight: 500;">🧪 Testing Framework Guide</a>
|
||
</div>
|
||
</div>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="assessment-options">
|
||
<h2>📋 Assessment Options<a class="headerlink" href="#assessment-options" title="Link to this heading">#</a></h2>
|
||
<section id="automated-grading">
|
||
<h3>Automated Grading<a class="headerlink" href="#automated-grading" title="Link to this heading">#</a></h3>
|
||
<ul class="simple">
|
||
<li><p>NBGrader integration for all modules</p></li>
|
||
<li><p>Automatic test execution and scoring</p></li>
|
||
<li><p>Detailed feedback generation</p></li>
|
||
</ul>
|
||
</section>
|
||
<section id="flexible-point-distribution">
|
||
<h3>Flexible Point Distribution<a class="headerlink" href="#flexible-point-distribution" title="Link to this heading">#</a></h3>
|
||
<ul class="simple">
|
||
<li><p>Customize weights per module</p></li>
|
||
<li><p>Add bonus challenges</p></li>
|
||
<li><p>Include participation components</p></li>
|
||
</ul>
|
||
</section>
|
||
<section id="project-based-assessment">
|
||
<h3>Project-Based Assessment<a class="headerlink" href="#project-based-assessment" title="Link to this heading">#</a></h3>
|
||
<ul class="simple">
|
||
<li><p>Combine modules into larger projects</p></li>
|
||
<li><p>Capstone project for final evaluation</p></li>
|
||
<li><p>Portfolio development opportunities</p></li>
|
||
</ul>
|
||
</section>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="instructor-resources">
|
||
<h2>Instructor Resources<a class="headerlink" href="#instructor-resources" title="Link to this heading">#</a></h2>
|
||
<section id="essential-documentation">
|
||
<h3>Essential Documentation<a class="headerlink" href="#essential-documentation" title="Link to this heading">#</a></h3>
|
||
<ul class="simple">
|
||
<li><p><strong><a class="reference internal" href="../instructor-guide.html"><span class="std std-doc">Complete Instructor Guide</span></a></strong> - 30-minute setup, grading rubrics, sample solutions, common errors</p></li>
|
||
<li><p><strong><a class="reference internal" href="ta-guide.html"><span class="std std-doc">TA Guide</span></a></strong> - Common student errors, debugging strategies, office hour patterns</p></li>
|
||
<li><p>Module-specific teaching notes in each <a class="reference external" href="http://ABOUT.md">ABOUT.md</a> file</p></li>
|
||
<li><p><a class="reference internal" href="../chapters/00-introduction.html"><span class="std std-doc">Course Structure</span></a> - Full curriculum overview</p></li>
|
||
<li><p><a class="reference internal" href="../student-workflow.html"><span class="std std-doc">Student Workflow</span></a> - Essential development cycle</p></li>
|
||
</ul>
|
||
</section>
|
||
<section id="support-tools">
|
||
<h3>Support Tools<a class="headerlink" href="#support-tools" title="Link to this heading">#</a></h3>
|
||
<ul class="simple">
|
||
<li><p><code class="docutils literal notranslate"><span class="pre">tito</span> <span class="pre">module</span> <span class="pre">status</span> <span class="pre">--comprehensive</span></code> - System health dashboard</p></li>
|
||
<li><p><code class="docutils literal notranslate"><span class="pre">tito</span> <span class="pre">nbgrader</span> <span class="pre">status</span></code> - Assignment tracking</p></li>
|
||
<li><p><code class="docutils literal notranslate"><span class="pre">tito</span> <span class="pre">nbgrader</span> <span class="pre">report</span></code> - Grade export</p></li>
|
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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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|
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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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|
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<p><em>Ready to teach the most comprehensive ML systems course? Let’s build something amazing together!</em> 🎓</p>
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