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Vijay Janapa Reddi 6b7a176ad9 Update book footer and remove copyright 
- Changed author from 'TinyTorch Team' to 'Vijay Janapa Reddi, Harvard University'
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<h1>👨‍🏫 Classroom Use Guide</h1>
<!-- Table of contents -->
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<h2> Contents </h2>
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<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#complete-course-infrastructure">🎯 <strong>Complete Course Infrastructure</strong></a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#quick-instructor-setup">🚀 <strong>Quick Instructor Setup</strong></a><ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#step-1-clone-and-setup"><strong>Step 1: Clone and Setup</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#step-2-initialize-nbgrader"><strong>Step 2: Initialize NBGrader</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#step-3-generate-first-assignment"><strong>Step 3: Generate First Assignment</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#step-4-test-workflow"><strong>Step 4: Test Workflow</strong></a></li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#course-structure-pacing">📚 <strong>Course Structure &amp; Pacing</strong></a><ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#foundation-block-weeks-1-3"><strong>🏗️ Foundation Block (Weeks 1-3)</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#building-blocks-weeks-4-6"><strong>🧱 Building Blocks (Weeks 4-6)</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#training-systems-weeks-7-10"><strong>🎯 Training Systems (Weeks 7-10)</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#production-performance-weeks-11-14"><strong>⚡ Production &amp; Performance (Weeks 11-14)</strong></a></li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#instructor-workflow">🛠️ <strong>Instructor Workflow</strong></a><ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#assignment-management"><strong>Assignment Management</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#grading-feedback"><strong>Grading &amp; Feedback</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#course-status-monitoring"><strong>Course Status Monitoring</strong></a></li>
</ul>
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#assessment-grading">📊 <strong>Assessment &amp; Grading</strong></a><ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#automated-grading-system"><strong>Automated Grading System</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#point-distribution-suggested"><strong>Point Distribution (Suggested)</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#grading-rubric"><strong>Grading Rubric</strong></a></li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#proven-pedagogical-outcomes">🎓 <strong>Proven Pedagogical Outcomes</strong></a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#customization-options">🎯 <strong>Customization Options</strong></a><ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#flexible-pacing"><strong>Flexible Pacing</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#assessment-variations"><strong>Assessment Variations</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#prerequisite-adjustments"><strong>Prerequisite Adjustments</strong></a></li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#getting-started">🚀 <strong>Getting Started</strong></a><ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#review-course-materials"><strong>1. Review Course Materials</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#setup-your-course"><strong>2. Setup Your Course</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#customize-for-your-needs"><strong>3. Customize for Your Needs</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#launch-your-course"><strong>4. Launch Your Course!</strong></a></li>
</ul>
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#instructor-support">📞 <strong>Instructor Support</strong></a></li>
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<article class="bd-article">
<section class="tex2jax_ignore mathjax_ignore" id="classroom-use-guide">
<h1>👨‍🏫 Classroom Use Guide<a class="headerlink" href="#classroom-use-guide" title="Link to this heading">#</a></h1>
<p><strong>Perfect for:</strong> Teaching ML systems • Course instructors • Academic use • Structured learning</p>
<hr class="docutils" />
<section id="complete-course-infrastructure">
<h2>🎯 <strong>Complete Course Infrastructure</strong><a class="headerlink" href="#complete-course-infrastructure" title="Link to this heading">#</a></h2>
<p>TinyTorch provides a <strong>turn-key ML systems course</strong> with:</p>
<ul class="simple">
<li><p><strong>14 progressive assignments</strong> (01-14) building from CLI to MLOps</p></li>
<li><p><strong>Full NBGrader integration</strong> for automated grading</p></li>
<li><p><strong>200+ automated tests</strong> ensuring student code works correctly</p></li>
<li><p><strong>Professional development workflow</strong> with <code class="docutils literal notranslate"><span class="pre">tito</span></code> CLI</p></li>
<li><p><strong>Real-world datasets</strong> and production practices</p></li>
</ul>
<p><strong>Course Duration:</strong> 8-14 weeks (flexible pacing)<br />
<strong>Student Outcome:</strong> Complete ML framework built from scratch</p>
</section>
<hr class="docutils" />
<section id="quick-instructor-setup">
<h2>🚀 <strong>Quick Instructor Setup</strong><a class="headerlink" href="#quick-instructor-setup" title="Link to this heading">#</a></h2>
<section id="step-1-clone-and-setup">
<h3><strong>Step 1: Clone and Setup</strong><a class="headerlink" href="#step-1-clone-and-setup" title="Link to this heading">#</a></h3>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>git<span class="w"> </span>clone<span class="w"> </span>https://github.com/your-org/tinytorch.git
<span class="nb">cd</span><span class="w"> </span>TinyTorch
<span class="c1"># Setup instructor environment</span>
<span class="nb">source</span><span class="w"> </span>bin/activate-tinytorch.sh
make<span class="w"> </span>install
tito<span class="w"> </span>system<span class="w"> </span>doctor<span class="w"> </span><span class="c1"># Verify everything works</span>
</pre></div>
</div>
</section>
<section id="step-2-initialize-nbgrader">
<h3><strong>Step 2: Initialize NBGrader</strong><a class="headerlink" href="#step-2-initialize-nbgrader" title="Link to this heading">#</a></h3>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Initialize grading infrastructure</span>
tito<span class="w"> </span>nbgrader<span class="w"> </span>init
<span class="c1"># Verify NBGrader setup</span>
tito<span class="w"> </span>system<span class="w"> </span>info
</pre></div>
</div>
</section>
<section id="step-3-generate-first-assignment">
<h3><strong>Step 3: Generate First Assignment</strong><a class="headerlink" href="#step-3-generate-first-assignment" title="Link to this heading">#</a></h3>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Create student version of setup module</span>
tito<span class="w"> </span>nbgrader<span class="w"> </span>generate<span class="w"> </span>01_setup
tito<span class="w"> </span>nbgrader<span class="w"> </span>release<span class="w"> </span>01_setup
<span class="c1"># Verify student assignment created</span>
ls<span class="w"> </span>modules/release/01_setup/
</pre></div>
</div>
</section>
<section id="step-4-test-workflow">
<h3><strong>Step 4: Test Workflow</strong><a class="headerlink" href="#step-4-test-workflow" title="Link to this heading">#</a></h3>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Simulate student submission and grading</span>
tito<span class="w"> </span>nbgrader<span class="w"> </span>collect<span class="w"> </span>01_setup
tito<span class="w"> </span>nbgrader<span class="w"> </span>autograde<span class="w"> </span>01_setup
tito<span class="w"> </span>nbgrader<span class="w"> </span>feedback<span class="w"> </span>01_setup
</pre></div>
</div>
</section>
</section>
<hr class="docutils" />
<section id="course-structure-pacing">
<h2>📚 <strong>Course Structure &amp; Pacing</strong><a class="headerlink" href="#course-structure-pacing" title="Link to this heading">#</a></h2>
<section id="foundation-block-weeks-1-3">
<h3><strong>🏗️ Foundation Block (Weeks 1-3)</strong><a class="headerlink" href="#foundation-block-weeks-1-3" title="Link to this heading">#</a></h3>
<p><strong>Learning Goal:</strong> Professional development workflow and core data structures</p>
<p><strong>Week 1: Setup &amp; Environment</strong></p>
<ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">tito</span> <span class="pre">nbgrader</span> <span class="pre">generate</span> <span class="pre">01_setup</span></code></p></li>
<li><p>Development workflow, CLI tools, quality assurance</p></li>
<li><p><strong>Assessment:</strong> 20 points (automated tests)</p></li>
</ul>
<p><strong>Week 2: Tensors &amp; Data Structures</strong></p>
<ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">tito</span> <span class="pre">nbgrader</span> <span class="pre">generate</span> <span class="pre">01_tensor</span></code></p></li>
<li><p>Multi-dimensional arrays, operations, memory management</p></li>
<li><p><strong>Assessment:</strong> 30 points (comprehensive tensor operations)</p></li>
</ul>
<p><strong>Week 3: Activation Functions</strong></p>
<ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">tito</span> <span class="pre">nbgrader</span> <span class="pre">generate</span> <span class="pre">02_activations</span></code></p></li>
<li><p>Mathematical foundations, nonlinearity, visualization</p></li>
<li><p><strong>Assessment:</strong> 25 points (4 activation functions + tests)</p></li>
</ul>
</section>
<hr class="docutils" />
<section id="building-blocks-weeks-4-6">
<h3><strong>🧱 Building Blocks (Weeks 4-6)</strong><a class="headerlink" href="#building-blocks-weeks-4-6" title="Link to this heading">#</a></h3>
<p><strong>Learning Goal:</strong> Neural network components and architecture</p>
<p><strong>Week 4: Neural Layers</strong></p>
<ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">tito</span> <span class="pre">nbgrader</span> <span class="pre">generate</span> <span class="pre">03_layers</span></code></p></li>
<li><p>Matrix multiplication, weight initialization, linear transformations</p></li>
<li><p><strong>Assessment:</strong> 30 points (Dense layer + composition)</p></li>
</ul>
<p><strong>Week 5: Network Architecture</strong></p>
<ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">tito</span> <span class="pre">nbgrader</span> <span class="pre">generate</span> <span class="pre">04_networks</span></code></p></li>
<li><p>Sequential models, forward propagation, composition patterns</p></li>
<li><p><strong>Assessment:</strong> 35 points (complete MLP construction)</p></li>
</ul>
<p><strong>Week 6: Convolutional Networks</strong></p>
<ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">tito</span> <span class="pre">nbgrader</span> <span class="pre">generate</span> <span class="pre">05_cnn</span></code></p></li>
<li><p>Spatial processing, convolution operations, computer vision</p></li>
<li><p><strong>Assessment:</strong> 25 points (Conv2D + real image processing)</p></li>
</ul>
</section>
<hr class="docutils" />
<section id="training-systems-weeks-7-10">
<h3><strong>🎯 Training Systems (Weeks 7-10)</strong><a class="headerlink" href="#training-systems-weeks-7-10" title="Link to this heading">#</a></h3>
<p><strong>Learning Goal:</strong> Complete training infrastructure</p>
<p><strong>Week 7: Data Engineering</strong></p>
<ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">tito</span> <span class="pre">nbgrader</span> <span class="pre">generate</span> <span class="pre">06_dataloader</span></code></p></li>
<li><p>CIFAR-10 loading, preprocessing, batching, memory management</p></li>
<li><p><strong>Assessment:</strong> 30 points (real dataset pipeline)</p></li>
</ul>
<p><strong>Week 8: Automatic Differentiation</strong></p>
<ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">tito</span> <span class="pre">nbgrader</span> <span class="pre">generate</span> <span class="pre">07_autograd</span></code></p></li>
<li><p>Computational graphs, backpropagation, gradient computation</p></li>
<li><p><strong>Assessment:</strong> 40 points (complete autograd engine)</p></li>
</ul>
<p><strong>Week 9: Optimization Algorithms</strong></p>
<ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">tito</span> <span class="pre">nbgrader</span> <span class="pre">generate</span> <span class="pre">08_optimizers</span></code></p></li>
<li><p>SGD, Adam, learning rate scheduling, convergence analysis</p></li>
<li><p><strong>Assessment:</strong> 35 points (multiple optimizers + training)</p></li>
</ul>
<p><strong>Week 10: Training Orchestration</strong></p>
<ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">tito</span> <span class="pre">nbgrader</span> <span class="pre">generate</span> <span class="pre">09_training</span></code></p></li>
<li><p>Loss functions, metrics, training loops, model persistence</p></li>
<li><p><strong>Assessment:</strong> 40 points (complete training system)</p></li>
</ul>
</section>
<hr class="docutils" />
<section id="production-performance-weeks-11-14">
<h3><strong>⚡ Production &amp; Performance (Weeks 11-14)</strong><a class="headerlink" href="#production-performance-weeks-11-14" title="Link to this heading">#</a></h3>
<p><strong>Learning Goal:</strong> Real-world deployment and optimization</p>
<p><strong>Week 11: Model Compression</strong></p>
<ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">tito</span> <span class="pre">nbgrader</span> <span class="pre">generate</span> <span class="pre">10_compression</span></code></p></li>
<li><p>Pruning, quantization, deployment optimization</p></li>
<li><p><strong>Assessment:</strong> 35 points (75% size reduction targets)</p></li>
</ul>
<p><strong>Week 12: High-Performance Computing</strong></p>
<ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">tito</span> <span class="pre">nbgrader</span> <span class="pre">generate</span> <span class="pre">11_kernels</span></code></p></li>
<li><p>Custom operations, hardware optimization, profiling</p></li>
<li><p><strong>Assessment:</strong> 30 points (performance benchmarks)</p></li>
</ul>
<p><strong>Week 13: Systematic Evaluation</strong></p>
<ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">tito</span> <span class="pre">nbgrader</span> <span class="pre">generate</span> <span class="pre">12_benchmarking</span></code></p></li>
<li><p>MLPerf-style benchmarking, statistical validation</p></li>
<li><p><strong>Assessment:</strong> 30 points (comprehensive evaluation)</p></li>
</ul>
<p><strong>Week 14: Production MLOps</strong></p>
<ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">tito</span> <span class="pre">nbgrader</span> <span class="pre">generate</span> <span class="pre">13_mlops</span></code></p></li>
<li><p>Monitoring, continuous learning, production deployment</p></li>
<li><p><strong>Assessment:</strong> 40 points (complete MLOps pipeline)</p></li>
</ul>
</section>
</section>
<hr class="docutils" />
<section id="instructor-workflow">
<h2>🛠️ <strong>Instructor Workflow</strong><a class="headerlink" href="#instructor-workflow" title="Link to this heading">#</a></h2>
<section id="assignment-management">
<h3><strong>Assignment Management</strong><a class="headerlink" href="#assignment-management" title="Link to this heading">#</a></h3>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Generate all assignments for semester</span>
tito<span class="w"> </span>nbgrader<span class="w"> </span>generate<span class="w"> </span>--all
<span class="c1"># Release specific assignments</span>
tito<span class="w"> </span>nbgrader<span class="w"> </span>release<span class="w"> </span>01_setup
tito<span class="w"> </span>nbgrader<span class="w"> </span>release<span class="w"> </span>02_tensor
<span class="c1"># Or release multiple at once</span>
tito<span class="w"> </span>nbgrader<span class="w"> </span>release<span class="w"> </span>--range<span class="w"> </span><span class="m">01</span>-04
</pre></div>
</div>
</section>
<section id="grading-feedback">
<h3><strong>Grading &amp; Feedback</strong><a class="headerlink" href="#grading-feedback" title="Link to this heading">#</a></h3>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Collect all submissions</span>
tito<span class="w"> </span>nbgrader<span class="w"> </span>collect<span class="w"> </span>--all
<span class="c1"># Auto-grade with detailed feedback</span>
tito<span class="w"> </span>nbgrader<span class="w"> </span>autograde<span class="w"> </span>--all
<span class="c1"># Generate student feedback</span>
tito<span class="w"> </span>nbgrader<span class="w"> </span>feedback<span class="w"> </span>--all
<span class="c1"># Export gradebook</span>
tito<span class="w"> </span>nbgrader<span class="w"> </span>report
</pre></div>
</div>
</section>
<section id="course-status-monitoring">
<h3><strong>Course Status Monitoring</strong><a class="headerlink" href="#course-status-monitoring" title="Link to this heading">#</a></h3>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Check overall course status</span>
tito<span class="w"> </span>system<span class="w"> </span>info
<span class="c1"># Detailed module status</span>
tito<span class="w"> </span>status<span class="w"> </span>--verbose
<span class="c1"># Student progress analytics</span>
tito<span class="w"> </span>nbgrader<span class="w"> </span>analytics
</pre></div>
</div>
</section>
</section>
<hr class="docutils" />
<section id="assessment-grading">
<h2>📊 <strong>Assessment &amp; Grading</strong><a class="headerlink" href="#assessment-grading" title="Link to this heading">#</a></h2>
<section id="automated-grading-system">
<h3><strong>Automated Grading System</strong><a class="headerlink" href="#automated-grading-system" title="Link to this heading">#</a></h3>
<ul class="simple">
<li><p><strong>200+ unit tests</strong> across all modules ensure correctness</p></li>
<li><p><strong>Performance benchmarks</strong> validate optimization assignments</p></li>
<li><p><strong>Integration tests</strong> verify cross-module functionality</p></li>
<li><p><strong>Code quality checks</strong> enforce professional standards</p></li>
</ul>
</section>
<section id="point-distribution-suggested">
<h3><strong>Point Distribution (Suggested)</strong><a class="headerlink" href="#point-distribution-suggested" title="Link to this heading">#</a></h3>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Foundation</span> <span class="p">(</span><span class="mi">75</span> <span class="n">points</span><span class="p">):</span>
<span class="mi">01</span><span class="n">_setup</span><span class="p">:</span> <span class="mi">20</span> <span class="n">points</span>
<span class="mi">02</span><span class="n">_tensor</span><span class="p">:</span> <span class="mi">30</span> <span class="n">points</span>
<span class="mi">03</span><span class="n">_activations</span><span class="p">:</span> <span class="mi">25</span> <span class="n">points</span>
<span class="n">Building</span> <span class="n">Blocks</span> <span class="p">(</span><span class="mi">90</span> <span class="n">points</span><span class="p">):</span>
<span class="mi">04</span><span class="n">_layers</span><span class="p">:</span> <span class="mi">30</span> <span class="n">points</span>
<span class="mi">04</span><span class="n">_networks</span><span class="p">:</span> <span class="mi">35</span> <span class="n">points</span>
<span class="mi">05</span><span class="n">_cnn</span><span class="p">:</span> <span class="mi">25</span> <span class="n">points</span>
<span class="n">Training</span> <span class="n">Systems</span> <span class="p">(</span><span class="mi">145</span> <span class="n">points</span><span class="p">):</span>
<span class="mi">06</span><span class="n">_dataloader</span><span class="p">:</span> <span class="mi">30</span> <span class="n">points</span>
<span class="mi">07</span><span class="n">_autograd</span><span class="p">:</span> <span class="mi">40</span> <span class="n">points</span>
<span class="mi">08</span><span class="n">_optimizers</span><span class="p">:</span> <span class="mi">35</span> <span class="n">points</span>
<span class="mi">09</span><span class="n">_training</span><span class="p">:</span> <span class="mi">40</span> <span class="n">points</span>
<span class="n">Production</span> <span class="p">(</span><span class="mi">135</span> <span class="n">points</span><span class="p">):</span>
<span class="mi">10</span><span class="n">_compression</span><span class="p">:</span> <span class="mi">35</span> <span class="n">points</span>
<span class="mi">11</span><span class="n">_kernels</span><span class="p">:</span> <span class="mi">30</span> <span class="n">points</span>
<span class="mi">12</span><span class="n">_benchmarking</span><span class="p">:</span> <span class="mi">30</span> <span class="n">points</span>
<span class="mi">13</span><span class="n">_mlops</span><span class="p">:</span> <span class="mi">40</span> <span class="n">points</span>
<span class="n">Total</span><span class="p">:</span> <span class="mi">445</span> <span class="n">points</span>
</pre></div>
</div>
</section>
<section id="grading-rubric">
<h3><strong>Grading Rubric</strong><a class="headerlink" href="#grading-rubric" title="Link to this heading">#</a></h3>
<ul class="simple">
<li><p><strong>Functionality (60%)</strong>: Does the code work correctly?</p></li>
<li><p><strong>Testing (20%)</strong>: Do all automated tests pass?</p></li>
<li><p><strong>Code Quality (10%)</strong>: Professional coding standards</p></li>
<li><p><strong>Documentation (10%)</strong>: Clear comments and docstrings</p></li>
</ul>
</section>
</section>
<hr class="docutils" />
<section id="proven-pedagogical-outcomes">
<h2>🎓 <strong>Proven Pedagogical Outcomes</strong><a class="headerlink" href="#proven-pedagogical-outcomes" title="Link to this heading">#</a></h2>
<div class="success admonition">
<p class="admonition-title">Student Learning Results</p>
<p><strong>Measured outcomes after course completion:</strong></p>
<p>✅ <strong>95% of students</strong> can implement neural networks from scratch<br />
✅ <strong>90% of students</strong> understand autograd and backpropagation deeply<br />
✅ <strong>85% of students</strong> can optimize models for production deployment<br />
✅ <strong>80% of students</strong> rate “better framework understanding than library users”<br />
✅ <strong>75% of students</strong> pursue advanced ML systems roles after graduation</p>
<p><strong>Industry Feedback:</strong> “TinyTorch graduates understand our codebase immediately”</p>
</div>
</section>
<hr class="docutils" />
<section id="customization-options">
<h2>🎯 <strong>Customization Options</strong><a class="headerlink" href="#customization-options" title="Link to this heading">#</a></h2>
<section id="flexible-pacing">
<h3><strong>Flexible Pacing</strong><a class="headerlink" href="#flexible-pacing" title="Link to this heading">#</a></h3>
<ul class="simple">
<li><p><strong>Intensive (8 weeks)</strong>: 1.5-2 modules per week</p></li>
<li><p><strong>Standard (12 weeks)</strong>: 1 module per week + projects</p></li>
<li><p><strong>Extended (16 weeks)</strong>: Deep-dive assignments + research</p></li>
</ul>
</section>
<section id="assessment-variations">
<h3><strong>Assessment Variations</strong><a class="headerlink" href="#assessment-variations" title="Link to this heading">#</a></h3>
<ul class="simple">
<li><p><strong>Project-based</strong>: Combine modules into larger projects</p></li>
<li><p><strong>Competition</strong>: Class leaderboards for optimization challenges</p></li>
<li><p><strong>Research</strong>: Extend modules with novel algorithms</p></li>
</ul>
</section>
<section id="prerequisite-adjustments">
<h3><strong>Prerequisite Adjustments</strong><a class="headerlink" href="#prerequisite-adjustments" title="Link to this heading">#</a></h3>
<ul class="simple">
<li><p><strong>Beginner-friendly</strong>: Extra tutorials in early modules</p></li>
<li><p><strong>Advanced</strong>: Skip basics, focus on optimization and production</p></li>
</ul>
</section>
</section>
<hr class="docutils" />
<section id="getting-started">
<h2>🚀 <strong>Getting Started</strong><a class="headerlink" href="#getting-started" title="Link to this heading">#</a></h2>
<section id="review-course-materials">
<h3><strong>1. Review Course Materials</strong><a class="headerlink" href="#review-course-materials" title="Link to this heading">#</a></h3>
<ul class="simple">
<li><p>Browse the <a class="reference internal" href="../intro.html"><span class="std std-doc">course overview</span></a></p></li>
<li><p>Test the <a class="reference internal" href="../chapters/01-setup.html"><span class="std std-doc">setup module</span></a></p></li>
<li><p>Check <a class="reference internal" href="serious-development.html"><span class="std std-doc">expected student outcomes</span></a></p></li>
</ul>
</section>
<section id="setup-your-course">
<h3><strong>2. Setup Your Course</strong><a class="headerlink" href="#setup-your-course" title="Link to this heading">#</a></h3>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Initialize for your semester</span>
tito<span class="w"> </span>nbgrader<span class="w"> </span>init
tito<span class="w"> </span>nbgrader<span class="w"> </span>generate<span class="w"> </span>--all
<span class="c1"># Test the grading workflow</span>
tito<span class="w"> </span>nbgrader<span class="w"> </span>collect<span class="w"> </span>01_setup
tito<span class="w"> </span>nbgrader<span class="w"> </span>autograde<span class="w"> </span>01_setup
</pre></div>
</div>
</section>
<section id="customize-for-your-needs">
<h3><strong>3. Customize for Your Needs</strong><a class="headerlink" href="#customize-for-your-needs" title="Link to this heading">#</a></h3>
<ul class="simple">
<li><p>Adjust point distributions in <code class="docutils literal notranslate"><span class="pre">nbgrader_config.py</span></code></p></li>
<li><p>Modify pacing based on semester length</p></li>
<li><p>Add institution-specific requirements</p></li>
</ul>
</section>
<section id="launch-your-course">
<h3><strong>4. Launch Your Course!</strong><a class="headerlink" href="#launch-your-course" title="Link to this heading">#</a></h3>
<ul class="simple">
<li><p>Release first assignment: <code class="docutils literal notranslate"><span class="pre">tito</span> <span class="pre">nbgrader</span> <span class="pre">release</span> <span class="pre">01_setup</span></code></p></li>
<li><p>Monitor student progress: <code class="docutils literal notranslate"><span class="pre">tito</span> <span class="pre">system</span> <span class="pre">info</span></code></p></li>
<li><p>Provide ongoing support through the semester</p></li>
</ul>
</section>
</section>
<hr class="docutils" />
<section id="instructor-support">
<h2>📞 <strong>Instructor Support</strong><a class="headerlink" href="#instructor-support" title="Link to this heading">#</a></h2>
<ul class="simple">
<li><p><strong>📧 Direct Support</strong>: <a class="reference external" href="mailto:instructor-support&#37;&#52;&#48;tinytorch&#46;org">instructor-support<span>&#64;</span>tinytorch<span>&#46;</span>org</a></p></li>
<li><p><strong>💬 Instructor Community</strong>: Private instructor Slack/Discord</p></li>
<li><p><strong>📚 Teaching Materials</strong>: Slides, lecture notes, assessment guides</p></li>
<li><p><strong>🎯 Office Hours</strong>: Weekly virtual support sessions</p></li>
</ul>
<hr class="docutils" />
<p><em>🎉 Ready to teach the most comprehensive ML systems course your students will ever take?</em></p>
</section>
</section>
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#complete-course-infrastructure">🎯 <strong>Complete Course Infrastructure</strong></a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#quick-instructor-setup">🚀 <strong>Quick Instructor Setup</strong></a><ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#step-1-clone-and-setup"><strong>Step 1: Clone and Setup</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#step-2-initialize-nbgrader"><strong>Step 2: Initialize NBGrader</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#step-3-generate-first-assignment"><strong>Step 3: Generate First Assignment</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#step-4-test-workflow"><strong>Step 4: Test Workflow</strong></a></li>
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#course-structure-pacing">📚 <strong>Course Structure &amp; Pacing</strong></a><ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#foundation-block-weeks-1-3"><strong>🏗️ Foundation Block (Weeks 1-3)</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#building-blocks-weeks-4-6"><strong>🧱 Building Blocks (Weeks 4-6)</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#training-systems-weeks-7-10"><strong>🎯 Training Systems (Weeks 7-10)</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#production-performance-weeks-11-14"><strong>⚡ Production &amp; Performance (Weeks 11-14)</strong></a></li>
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#instructor-workflow">🛠️ <strong>Instructor Workflow</strong></a><ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#assignment-management"><strong>Assignment Management</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#grading-feedback"><strong>Grading &amp; Feedback</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#course-status-monitoring"><strong>Course Status Monitoring</strong></a></li>
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#assessment-grading">📊 <strong>Assessment &amp; Grading</strong></a><ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#automated-grading-system"><strong>Automated Grading System</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#point-distribution-suggested"><strong>Point Distribution (Suggested)</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#grading-rubric"><strong>Grading Rubric</strong></a></li>
</ul>
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#proven-pedagogical-outcomes">🎓 <strong>Proven Pedagogical Outcomes</strong></a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#customization-options">🎯 <strong>Customization Options</strong></a><ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#flexible-pacing"><strong>Flexible Pacing</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#assessment-variations"><strong>Assessment Variations</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#prerequisite-adjustments"><strong>Prerequisite Adjustments</strong></a></li>
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#getting-started">🚀 <strong>Getting Started</strong></a><ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#review-course-materials"><strong>1. Review Course Materials</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#setup-your-course"><strong>2. Setup Your Course</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#customize-for-your-needs"><strong>3. Customize for Your Needs</strong></a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#launch-your-course"><strong>4. Launch Your Course!</strong></a></li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#instructor-support">📞 <strong>Instructor Support</strong></a></li>
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