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92781736a1
Major changes: - Moved TinyGPT from Module 16 to examples/tinygpt (capstone demo) - Fixed Module 10 (optimizers) and Module 11 (training) bugs - All 16 modules now passing tests (100% health) - Added comprehensive testing with 'tito test --comprehensive' - Renamed example files for clarity (train_xor_network.py, etc.) - Created working TinyGPT example structure - Updated documentation to reflect 15 core modules + examples - Added KISS principle and testing framework documentation
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TinyTorch: Build Your Own ML Framework from First Principles
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<i class="fa-solid fa-magnifying-glass fa-lg"></i>
|
||
</button>
|
||
`);
|
||
</script>
|
||
<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
|
||
<span class="fa-solid fa-list"></span>
|
||
</button>
|
||
</div></div>
|
||
|
||
</div>
|
||
|
||
</div>
|
||
</div>
|
||
|
||
|
||
|
||
<div id="jb-print-docs-body" class="onlyprint">
|
||
<h1>👨🏫 Instructor Guide: NBGrader + TinyTorch</h1>
|
||
<!-- Table of contents -->
|
||
<div id="print-main-content">
|
||
<div id="jb-print-toc">
|
||
|
||
<div>
|
||
<h2> Contents </h2>
|
||
</div>
|
||
<nav aria-label="Page">
|
||
<ul class="visible nav section-nav flex-column">
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#the-complete-instructor-journey">🎯 The Complete Instructor Journey</a></li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#prerequisites">📋 Prerequisites</a></li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#phase-1-initial-setup-one-time">🚀 Phase 1: Initial Setup (One-Time)</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-repository">Step 1: Clone and Setup Repository</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#step-2-verify-installation">Step 2: Verify Installation</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#step-3-initialize-nbgrader-environment">Step 3: Initialize NBGrader Environment</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#step-4-verify-complete-setup">Step 4: Verify Complete Setup</a></li>
|
||
</ul>
|
||
</li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#phase-2-course-preparation">🎓 Phase 2: Course Preparation</a><ul class="nav section-nav flex-column">
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#understanding-the-tinytorch-module-structure">Understanding the TinyTorch Module Structure</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#course-planning-recommendations">Course Planning Recommendations</a></li>
|
||
</ul>
|
||
</li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#phase-3-assignment-management">📝 Phase 3: Assignment Management</a><ul class="nav section-nav flex-column">
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#creating-student-assignments">Creating Student Assignments</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#releasing-assignments-to-students">Releasing Assignments to Students</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#monitoring-assignment-status">Monitoring Assignment Status</a></li>
|
||
</ul>
|
||
</li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#phase-4-grading-workflow">📊 Phase 4: Grading Workflow</a><ul class="nav section-nav flex-column">
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#collecting-student-submissions">Collecting Student Submissions</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#auto-grading-process">Auto-Grading Process</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#generating-student-feedback">Generating Student Feedback</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#exporting-grades">Exporting Grades</a></li>
|
||
</ul>
|
||
</li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#phase-5-common-workflows">🔧 Phase 5: Common Workflows</a><ul class="nav section-nav flex-column">
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#weekly-assignment-routine">Weekly Assignment Routine</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#mid-semester-status-check">Mid-Semester Status Check</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#end-of-semester-workflow">End-of-Semester Workflow</a></li>
|
||
</ul>
|
||
</li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#phase-6-troubleshooting-tips">🛠️ Phase 6: Troubleshooting & Tips</a><ul class="nav section-nav flex-column">
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#common-issues">Common Issues</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#best-practices">Best Practices</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#advanced-configuration">Advanced Configuration</a></li>
|
||
</ul>
|
||
</li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#phase-7-student-guidance">📚 Phase 7: Student Guidance</a><ul class="nav section-nav flex-column">
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#what-to-tell-your-students">What to Tell Your Students</a></li>
|
||
</ul>
|
||
</li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#quick-reference-commands">🎯 Quick Reference Commands</a><ul class="nav section-nav flex-column">
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#essential-daily-commands">Essential Daily Commands</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#batch-operations">Batch Operations</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#system-maintenance">System Maintenance</a></li>
|
||
</ul>
|
||
</li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#getting-help">📞 Getting Help</a></li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#success-metrics">🎉 Success Metrics</a></li>
|
||
</ul>
|
||
</nav>
|
||
</div>
|
||
</div>
|
||
</div>
|
||
|
||
|
||
|
||
<div id="searchbox"></div>
|
||
<article class="bd-article">
|
||
|
||
<section id="instructor-guide-nbgrader-tinytorch">
|
||
<h1>👨🏫 Instructor Guide: NBGrader + TinyTorch<a class="headerlink" href="#instructor-guide-nbgrader-tinytorch" title="Link to this heading">#</a></h1>
|
||
<p><strong>Complete workflow for instructors and TAs using TinyTorch with automated grading</strong></p>
|
||
<hr class="docutils" />
|
||
<section id="the-complete-instructor-journey">
|
||
<h2>🎯 The Complete Instructor Journey<a class="headerlink" href="#the-complete-instructor-journey" title="Link to this heading">#</a></h2>
|
||
<p>This guide walks you through everything you need to know to successfully run a TinyTorch course with automated grading, from initial setup to semester completion.</p>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="prerequisites">
|
||
<h2>📋 Prerequisites<a class="headerlink" href="#prerequisites" title="Link to this heading">#</a></h2>
|
||
<p>Before you begin, ensure you have:</p>
|
||
<ul class="simple">
|
||
<li><p><strong>Python 3.8+</strong> installed on your system</p></li>
|
||
<li><p><strong>Git</strong> for version control</p></li>
|
||
<li><p><strong>Terminal/Command Line</strong> access</p></li>
|
||
<li><p><strong>Basic familiarity</strong> with Jupyter notebooks</p></li>
|
||
</ul>
|
||
<p><strong>Time Investment:</strong> ~30 minutes for initial setup, then 5-10 minutes per assignment</p>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="phase-1-initial-setup-one-time">
|
||
<h2>🚀 Phase 1: Initial Setup (One-Time)<a class="headerlink" href="#phase-1-initial-setup-one-time" title="Link to this heading">#</a></h2>
|
||
<section id="step-1-clone-and-setup-repository">
|
||
<h3>Step 1: Clone and Setup Repository<a class="headerlink" href="#step-1-clone-and-setup-repository" title="Link to this heading">#</a></h3>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Clone the TinyTorch repository</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"># Create and activate virtual environment</span>
|
||
python3<span class="w"> </span>-m<span class="w"> </span>venv<span class="w"> </span>.venv
|
||
<span class="nb">source</span><span class="w"> </span>.venv/bin/activate<span class="w"> </span><span class="c1"># On Windows: .venv\Scripts\activate</span>
|
||
|
||
<span class="c1"># Install all dependencies</span>
|
||
pip<span class="w"> </span>install<span class="w"> </span>-r<span class="w"> </span>requirements.txt
|
||
pip<span class="w"> </span>install<span class="w"> </span>nbgrader<span class="w"> </span>jupyter<span class="w"> </span>jupytext<span class="w"> </span>rich
|
||
</pre></div>
|
||
</div>
|
||
</section>
|
||
<section id="step-2-verify-installation">
|
||
<h3>Step 2: Verify Installation<a class="headerlink" href="#step-2-verify-installation" title="Link to this heading">#</a></h3>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Test that everything is working</span>
|
||
./bin/tito<span class="w"> </span>system<span class="w"> </span>doctor
|
||
|
||
<span class="c1"># Expected output:</span>
|
||
<span class="c1"># ✅ Python 3.x.x</span>
|
||
<span class="c1"># ✅ Virtual environment active</span>
|
||
<span class="c1"># ✅ All dependencies installed</span>
|
||
<span class="c1"># ✅ TinyTorch CLI ready</span>
|
||
</pre></div>
|
||
</div>
|
||
</section>
|
||
<section id="step-3-initialize-nbgrader-environment">
|
||
<h3>Step 3: Initialize NBGrader Environment<a class="headerlink" href="#step-3-initialize-nbgrader-environment" title="Link to this heading">#</a></h3>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Initialize the grading infrastructure</span>
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>init
|
||
|
||
<span class="c1"># Expected output:</span>
|
||
<span class="c1"># ✅ NBGrader version: 0.9.5</span>
|
||
<span class="c1"># 📁 Created directory: assignments</span>
|
||
<span class="c1"># ✅ NBGrader database initialized</span>
|
||
<span class="c1"># 🎉 NBGrader environment initialized successfully!</span>
|
||
</pre></div>
|
||
</div>
|
||
</section>
|
||
<section id="step-4-verify-complete-setup">
|
||
<h3>Step 4: Verify Complete Setup<a class="headerlink" href="#step-4-verify-complete-setup" title="Link to this heading">#</a></h3>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Check system status</span>
|
||
./bin/tito<span class="w"> </span>module<span class="w"> </span>status<span class="w"> </span>--comprehensive
|
||
|
||
<span class="c1"># Should show:</span>
|
||
<span class="c1"># 🐍 Environment Health: All ✅ green</span>
|
||
<span class="c1"># 📊 Module Status: Overview of 17 modules</span>
|
||
<span class="c1"># 🎯 Priority Actions: Any setup issues to fix</span>
|
||
</pre></div>
|
||
</div>
|
||
</section>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="phase-2-course-preparation">
|
||
<h2>🎓 Phase 2: Course Preparation<a class="headerlink" href="#phase-2-course-preparation" title="Link to this heading">#</a></h2>
|
||
<section id="understanding-the-tinytorch-module-structure">
|
||
<h3>Understanding the TinyTorch Module Structure<a class="headerlink" href="#understanding-the-tinytorch-module-structure" title="Link to this heading">#</a></h3>
|
||
<p>TinyTorch has <strong>17 progressive modules</strong>:</p>
|
||
<p><strong>Foundation (Modules 00-02):</strong></p>
|
||
<ul class="simple">
|
||
<li><p><code class="docutils literal notranslate"><span class="pre">00_introduction</span></code> - Visual system overview and dependencies</p></li>
|
||
<li><p><code class="docutils literal notranslate"><span class="pre">01_setup</span></code> - Development environment and CLI workflow</p></li>
|
||
<li><p><code class="docutils literal notranslate"><span class="pre">02_tensor</span></code> - Multi-dimensional arrays and operations</p></li>
|
||
</ul>
|
||
<p><strong>Building Blocks (Modules 03-07):</strong></p>
|
||
<ul class="simple">
|
||
<li><p><code class="docutils literal notranslate"><span class="pre">03_activations</span></code> - Mathematical functions and nonlinearity</p></li>
|
||
<li><p><code class="docutils literal notranslate"><span class="pre">04_layers</span></code> - Neural network layer abstractions</p></li>
|
||
<li><p><code class="docutils literal notranslate"><span class="pre">05_dense</span></code> - Fully connected layers and matrix operations</p></li>
|
||
<li><p><code class="docutils literal notranslate"><span class="pre">06_spatial</span></code> - Convolutional operations and computer vision</p></li>
|
||
<li><p><code class="docutils literal notranslate"><span class="pre">07_attention</span></code> - Self-attention and transformer mechanisms</p></li>
|
||
</ul>
|
||
<p><strong>Training Systems (Modules 08-11):</strong></p>
|
||
<ul class="simple">
|
||
<li><p><code class="docutils literal notranslate"><span class="pre">08_dataloader</span></code> - Data pipeline and CIFAR-10 integration</p></li>
|
||
<li><p><code class="docutils literal notranslate"><span class="pre">09_autograd</span></code> - Automatic differentiation engine</p></li>
|
||
<li><p><code class="docutils literal notranslate"><span class="pre">10_optimizers</span></code> - SGD, Adam, and learning rate scheduling</p></li>
|
||
<li><p><code class="docutils literal notranslate"><span class="pre">11_training</span></code> - Training loops, loss functions, and metrics</p></li>
|
||
</ul>
|
||
<p><strong>Production & Performance (Modules 12-16):</strong></p>
|
||
<ul class="simple">
|
||
<li><p><code class="docutils literal notranslate"><span class="pre">12_compression</span></code> - Model pruning and quantization</p></li>
|
||
<li><p><code class="docutils literal notranslate"><span class="pre">13_kernels</span></code> - Custom operations and hardware optimization</p></li>
|
||
<li><p><code class="docutils literal notranslate"><span class="pre">14_benchmarking</span></code> - MLPerf-style evaluation and profiling</p></li>
|
||
<li><p><code class="docutils literal notranslate"><span class="pre">15_mlops</span></code> - Production deployment and monitoring</p></li>
|
||
<li><p><code class="docutils literal notranslate"><span class="pre">16_capstone</span></code> - Final integration project</p></li>
|
||
</ul>
|
||
</section>
|
||
<section id="course-planning-recommendations">
|
||
<h3>Course Planning Recommendations<a class="headerlink" href="#course-planning-recommendations" title="Link to this heading">#</a></h3>
|
||
<p><strong>📅 Semester Planning (14-16 weeks):</strong></p>
|
||
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Week</span> <span class="mi">1</span><span class="p">:</span> <span class="mi">00</span><span class="n">_introduction</span> <span class="o">+</span> <span class="mi">01</span><span class="n">_setup</span>
|
||
<span class="n">Week</span> <span class="mi">2</span><span class="p">:</span> <span class="mi">02</span><span class="n">_tensor</span>
|
||
<span class="n">Week</span> <span class="mi">3</span><span class="p">:</span> <span class="mi">03</span><span class="n">_activations</span>
|
||
<span class="n">Week</span> <span class="mi">4</span><span class="p">:</span> <span class="mi">04</span><span class="n">_layers</span>
|
||
<span class="n">Week</span> <span class="mi">5</span><span class="p">:</span> <span class="mi">05</span><span class="n">_dense</span>
|
||
<span class="n">Week</span> <span class="mi">6</span><span class="p">:</span> <span class="mi">06</span><span class="n">_spatial</span>
|
||
<span class="n">Week</span> <span class="mi">7</span><span class="p">:</span> <span class="mi">07</span><span class="n">_attention</span>
|
||
<span class="n">Week</span> <span class="mi">8</span><span class="p">:</span> <span class="n">Midterm</span> <span class="o">/</span> <span class="n">Review</span>
|
||
<span class="n">Week</span> <span class="mi">9</span><span class="p">:</span> <span class="mi">08</span><span class="n">_dataloader</span>
|
||
<span class="n">Week</span> <span class="mi">10</span><span class="p">:</span> <span class="mi">09</span><span class="n">_autograd</span>
|
||
<span class="n">Week</span> <span class="mi">11</span><span class="p">:</span> <span class="mi">10</span><span class="n">_optimizers</span>
|
||
<span class="n">Week</span> <span class="mi">12</span><span class="p">:</span> <span class="mi">11</span><span class="n">_training</span>
|
||
<span class="n">Week</span> <span class="mi">13</span><span class="p">:</span> <span class="mi">12</span><span class="n">_compression</span> <span class="o">+</span> <span class="mi">13</span><span class="n">_kernels</span>
|
||
<span class="n">Week</span> <span class="mi">14</span><span class="p">:</span> <span class="mi">14</span><span class="n">_benchmarking</span> <span class="o">+</span> <span class="mi">15</span><span class="n">_mlops</span>
|
||
<span class="n">Week</span> <span class="mi">15</span><span class="p">:</span> <span class="mi">16</span><span class="n">_capstone</span>
|
||
<span class="n">Week</span> <span class="mi">16</span><span class="p">:</span> <span class="n">Final</span> <span class="n">presentations</span>
|
||
</pre></div>
|
||
</div>
|
||
</section>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="phase-3-assignment-management">
|
||
<h2>📝 Phase 3: Assignment Management<a class="headerlink" href="#phase-3-assignment-management" title="Link to this heading">#</a></h2>
|
||
<section id="creating-student-assignments">
|
||
<h3>Creating Student Assignments<a class="headerlink" href="#creating-student-assignments" title="Link to this heading">#</a></h3>
|
||
<p><strong>For Individual Modules:</strong></p>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Generate assignment from TinyTorch module</span>
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>generate<span class="w"> </span>01_setup
|
||
|
||
<span class="c1"># This creates:</span>
|
||
<span class="c1"># assignments/source/01_setup/01_setup.ipynb (instructor version)</span>
|
||
</pre></div>
|
||
</div>
|
||
<p><strong>For Multiple Modules:</strong></p>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Generate first 4 modules</span>
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>generate<span class="w"> </span>--range<span class="w"> </span><span class="m">01</span>-04
|
||
|
||
<span class="c1"># Or generate all modules at once (start of semester)</span>
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>generate<span class="w"> </span>--all
|
||
</pre></div>
|
||
</div>
|
||
<p><strong>What happens during generation:</strong></p>
|
||
<ol class="arabic simple">
|
||
<li><p>Reads the module’s <code class="docutils literal notranslate"><span class="pre">.py</span></code> file from <code class="docutils literal notranslate"><span class="pre">modules/source/XX_module/</span></code></p></li>
|
||
<li><p>Converts to Jupyter notebook using jupytext</p></li>
|
||
<li><p>Processes with NBGrader to create student version</p></li>
|
||
<li><p>Removes instructor solutions, adds <code class="docutils literal notranslate"><span class="pre">#</span> <span class="pre">YOUR</span> <span class="pre">CODE</span> <span class="pre">HERE</span></code> stubs</p></li>
|
||
<li><p>Creates assignments in <code class="docutils literal notranslate"><span class="pre">assignments/source/XX_module/</span></code></p></li>
|
||
</ol>
|
||
</section>
|
||
<section id="releasing-assignments-to-students">
|
||
<h3>Releasing Assignments to Students<a class="headerlink" href="#releasing-assignments-to-students" title="Link to this heading">#</a></h3>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Release individual assignment</span>
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>release<span class="w"> </span>01_setup
|
||
|
||
<span class="c1"># Release multiple assignments</span>
|
||
./bin/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
|
||
|
||
<span class="c1"># This creates:</span>
|
||
<span class="c1"># assignments/release/01_setup/01_setup.ipynb (student version)</span>
|
||
</pre></div>
|
||
</div>
|
||
<p><strong>Distribution to Students:</strong></p>
|
||
<ul class="simple">
|
||
<li><p>Upload <code class="docutils literal notranslate"><span class="pre">assignments/release/XX_module/XX_module.ipynb</span></code> to your LMS</p></li>
|
||
<li><p>Or provide direct access to the <code class="docutils literal notranslate"><span class="pre">assignments/release/</span></code> directory</p></li>
|
||
<li><p>Students download and work on their local copies</p></li>
|
||
</ul>
|
||
</section>
|
||
<section id="monitoring-assignment-status">
|
||
<h3>Monitoring Assignment Status<a class="headerlink" href="#monitoring-assignment-status" title="Link to this heading">#</a></h3>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Check what assignments exist</span>
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>status
|
||
|
||
<span class="c1"># Example output:</span>
|
||
<span class="c1"># 📚 Source assignments: 4</span>
|
||
<span class="c1"># - 01_setup, 02_tensor, 03_activations, 04_layers</span>
|
||
<span class="c1"># 🚀 Released assignments: 2 </span>
|
||
<span class="c1"># - 01_setup, 02_tensor</span>
|
||
<span class="c1"># 📥 Submitted assignments: 1</span>
|
||
<span class="c1"># - 01_setup</span>
|
||
<span class="c1"># 🎯 Graded assignments: 0</span>
|
||
</pre></div>
|
||
</div>
|
||
</section>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="phase-4-grading-workflow">
|
||
<h2>📊 Phase 4: Grading Workflow<a class="headerlink" href="#phase-4-grading-workflow" title="Link to this heading">#</a></h2>
|
||
<section id="collecting-student-submissions">
|
||
<h3>Collecting Student Submissions<a class="headerlink" href="#collecting-student-submissions" title="Link to this heading">#</a></h3>
|
||
<p><strong>Manual Collection (Most Common):</strong></p>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Students submit via LMS, you download to:</span>
|
||
mkdir<span class="w"> </span>-p<span class="w"> </span>assignments/submitted/01_setup/student_name/
|
||
<span class="c1"># Place student notebooks in: assignments/submitted/01_setup/student_name/01_setup.ipynb</span>
|
||
</pre></div>
|
||
</div>
|
||
<p><strong>NBGrader Exchange (If Using Shared Server):</strong></p>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Collect all submissions for an assignment</span>
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>collect<span class="w"> </span>01_setup
|
||
</pre></div>
|
||
</div>
|
||
</section>
|
||
<section id="auto-grading-process">
|
||
<h3>Auto-Grading Process<a class="headerlink" href="#auto-grading-process" title="Link to this heading">#</a></h3>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Auto-grade specific assignment</span>
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>autograde<span class="w"> </span>01_setup
|
||
|
||
<span class="c1"># Auto-grade all collected assignments</span>
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>autograde<span class="w"> </span>--all
|
||
|
||
<span class="c1"># What happens:</span>
|
||
<span class="c1"># - Executes all student code</span>
|
||
<span class="c1"># - Runs hidden test cells </span>
|
||
<span class="c1"># - Checks assert statements</span>
|
||
<span class="c1"># - Records pass/fail for each test</span>
|
||
<span class="c1"># - Creates detailed grading reports</span>
|
||
</pre></div>
|
||
</div>
|
||
</section>
|
||
<section id="generating-student-feedback">
|
||
<h3>Generating Student Feedback<a class="headerlink" href="#generating-student-feedback" title="Link to this heading">#</a></h3>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Generate feedback for specific assignment</span>
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>feedback<span class="w"> </span>01_setup
|
||
|
||
<span class="c1"># Generate feedback for all assignments</span>
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>feedback<span class="w"> </span>--all
|
||
|
||
<span class="c1"># Creates:</span>
|
||
<span class="c1"># assignments/feedback/01_setup/student_name/01_setup.html</span>
|
||
</pre></div>
|
||
</div>
|
||
</section>
|
||
<section id="exporting-grades">
|
||
<h3>Exporting Grades<a class="headerlink" href="#exporting-grades" title="Link to this heading">#</a></h3>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Export grades to CSV</span>
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>report<span class="w"> </span>--format<span class="w"> </span>csv
|
||
|
||
<span class="c1"># Creates: grades.csv with all student scores</span>
|
||
</pre></div>
|
||
</div>
|
||
</section>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="phase-5-common-workflows">
|
||
<h2>🔧 Phase 5: Common Workflows<a class="headerlink" href="#phase-5-common-workflows" title="Link to this heading">#</a></h2>
|
||
<section id="weekly-assignment-routine">
|
||
<h3>Weekly Assignment Routine<a class="headerlink" href="#weekly-assignment-routine" title="Link to this heading">#</a></h3>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Monday: Generate and release new assignment</span>
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>generate<span class="w"> </span>03_activations
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>release<span class="w"> </span>03_activations
|
||
|
||
<span class="c1"># Upload assignments/release/03_activations/03_activations.ipynb to LMS</span>
|
||
<span class="c1"># Announce assignment to students</span>
|
||
|
||
<span class="c1"># Friday: Collect submissions and grade</span>
|
||
<span class="c1"># (Download student submissions from LMS to assignments/submitted/)</span>
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>autograde<span class="w"> </span>03_activations
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>feedback<span class="w"> </span>03_activations
|
||
|
||
<span class="c1"># Monday: Return graded assignments and feedback to students</span>
|
||
</pre></div>
|
||
</div>
|
||
</section>
|
||
<section id="mid-semester-status-check">
|
||
<h3>Mid-Semester Status Check<a class="headerlink" href="#mid-semester-status-check" title="Link to this heading">#</a></h3>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Comprehensive system status</span>
|
||
./bin/tito<span class="w"> </span>module<span class="w"> </span>status<span class="w"> </span>--comprehensive
|
||
|
||
<span class="c1"># Assignment analytics</span>
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>analytics<span class="w"> </span>03_activations
|
||
|
||
<span class="c1"># Export current gradebook</span>
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>report<span class="w"> </span>--format<span class="w"> </span>csv
|
||
</pre></div>
|
||
</div>
|
||
</section>
|
||
<section id="end-of-semester-workflow">
|
||
<h3>End-of-Semester Workflow<a class="headerlink" href="#end-of-semester-workflow" title="Link to this heading">#</a></h3>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Generate final gradebook</span>
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>report<span class="w"> </span>--format<span class="w"> </span>csv
|
||
|
||
<span class="c1"># Archive all assignments and submissions</span>
|
||
tar<span class="w"> </span>-czf<span class="w"> </span>course_archive_fall2024.tar.gz<span class="w"> </span>assignments/<span class="w"> </span>gradebook.db
|
||
|
||
<span class="c1"># Clean up for next semester</span>
|
||
./bin/tito<span class="w"> </span>clean
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>init<span class="w"> </span><span class="c1"># Fresh start</span>
|
||
</pre></div>
|
||
</div>
|
||
</section>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="phase-6-troubleshooting-tips">
|
||
<h2>🛠️ Phase 6: Troubleshooting & Tips<a class="headerlink" href="#phase-6-troubleshooting-tips" title="Link to this heading">#</a></h2>
|
||
<section id="common-issues">
|
||
<h3>Common Issues<a class="headerlink" href="#common-issues" title="Link to this heading">#</a></h3>
|
||
<p><strong>“Module not found” when generating:</strong></p>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Check available modules</span>
|
||
ls<span class="w"> </span>modules/source/
|
||
|
||
<span class="c1"># Use exact directory name</span>
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>generate<span class="w"> </span>02_tensor<span class="w"> </span><span class="c1"># Not just "tensor"</span>
|
||
</pre></div>
|
||
</div>
|
||
<p><strong>“NBGrader validation failed”:</strong></p>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># This is expected for student notebooks (they have unimplemented functions)</span>
|
||
<span class="c1"># Validation failure = students need to implement the code</span>
|
||
</pre></div>
|
||
</div>
|
||
<p><strong>Environment issues:</strong></p>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Always activate virtual environment first</span>
|
||
<span class="nb">source</span><span class="w"> </span>.venv/bin/activate
|
||
|
||
<span class="c1"># Check environment health</span>
|
||
./bin/tito<span class="w"> </span>system<span class="w"> </span>doctor
|
||
</pre></div>
|
||
</div>
|
||
</section>
|
||
<section id="best-practices">
|
||
<h3>Best Practices<a class="headerlink" href="#best-practices" title="Link to this heading">#</a></h3>
|
||
<p><strong>📋 Assignment Preparation:</strong></p>
|
||
<ul class="simple">
|
||
<li><p>Generate all assignments at start of semester</p></li>
|
||
<li><p>Test each assignment yourself before releasing</p></li>
|
||
<li><p>Provide clear due dates and submission instructions</p></li>
|
||
</ul>
|
||
<p><strong>⏰ Grading Efficiency:</strong></p>
|
||
<ul class="simple">
|
||
<li><p>Set up consistent folder structure for submissions</p></li>
|
||
<li><p>Use batch grading commands (<code class="docutils literal notranslate"><span class="pre">--all</span></code> flags)</p></li>
|
||
<li><p>Review auto-graded results before finalizing</p></li>
|
||
</ul>
|
||
<p><strong>💡 Student Support:</strong></p>
|
||
<ul class="simple">
|
||
<li><p>Share <code class="docutils literal notranslate"><span class="pre">./bin/tito</span> <span class="pre">module</span> <span class="pre">status</span></code> command with students</p></li>
|
||
<li><p>Encourage testing with provided test functions</p></li>
|
||
<li><p>Provide clear error message interpretation</p></li>
|
||
</ul>
|
||
</section>
|
||
<section id="advanced-configuration">
|
||
<h3>Advanced Configuration<a class="headerlink" href="#advanced-configuration" title="Link to this heading">#</a></h3>
|
||
<p><strong>Customize point values in <code class="docutils literal notranslate"><span class="pre">nbgrader_config.py</span></code>:</strong></p>
|
||
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Adjust timeout for long-running assignments</span>
|
||
<span class="n">c</span><span class="o">.</span><span class="n">ExecutePreprocessor</span><span class="o">.</span><span class="n">timeout</span> <span class="o">=</span> <span class="mi">300</span> <span class="c1"># 5 minutes per cell</span>
|
||
|
||
<span class="c1"># Customize solution stubs</span>
|
||
<span class="n">c</span><span class="o">.</span><span class="n">ClearSolutions</span><span class="o">.</span><span class="n">code_stub</span> <span class="o">=</span> <span class="p">{</span>
|
||
<span class="s2">"python"</span><span class="p">:</span> <span class="s2">"# YOUR IMPLEMENTATION HERE</span><span class="se">\n</span><span class="s2">raise NotImplementedError()"</span>
|
||
<span class="p">}</span>
|
||
</pre></div>
|
||
</div>
|
||
</section>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="phase-7-student-guidance">
|
||
<h2>📚 Phase 7: Student Guidance<a class="headerlink" href="#phase-7-student-guidance" title="Link to this heading">#</a></h2>
|
||
<section id="what-to-tell-your-students">
|
||
<h3>What to Tell Your Students<a class="headerlink" href="#what-to-tell-your-students" title="Link to this heading">#</a></h3>
|
||
<p><strong>Setup Instructions for Students:</strong></p>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Students should run:</span>
|
||
git<span class="w"> </span>clone<span class="w"> </span><span class="o">[</span>your-course-repo<span class="o">]</span>
|
||
<span class="nb">cd</span><span class="w"> </span>TinyTorch
|
||
python3<span class="w"> </span>-m<span class="w"> </span>venv<span class="w"> </span>.venv
|
||
<span class="nb">source</span><span class="w"> </span>.venv/bin/activate
|
||
pip<span class="w"> </span>install<span class="w"> </span>-r<span class="w"> </span>requirements.txt
|
||
|
||
<span class="c1"># Test their setup:</span>
|
||
./bin/tito<span class="w"> </span>system<span class="w"> </span>doctor
|
||
</pre></div>
|
||
</div>
|
||
<p><strong>Working on Assignments:</strong></p>
|
||
<div class="highlight-markdown notranslate"><div class="highlight"><pre><span></span><span class="k">1.</span> Download the assignment notebook from [LMS]
|
||
<span class="k">2.</span> Open in Jupyter: <span class="sb">`jupyter lab assignment.ipynb`</span>
|
||
<span class="k">3.</span> Look for <span class="sb">`# YOUR CODE HERE`</span> markers
|
||
<span class="k">4.</span> Implement the required functions
|
||
<span class="k">5.</span> Test your work with provided test cells
|
||
<span class="k">6.</span> Submit the completed notebook
|
||
</pre></div>
|
||
</div>
|
||
<p><strong>Debugging Help:</strong></p>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Students can check their module status</span>
|
||
./bin/tito<span class="w"> </span>module<span class="w"> </span>status
|
||
|
||
<span class="c1"># Get help with specific modules</span>
|
||
./bin/tito<span class="w"> </span>module<span class="w"> </span>info<span class="w"> </span>02_tensor
|
||
</pre></div>
|
||
</div>
|
||
</section>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="quick-reference-commands">
|
||
<h2>🎯 Quick Reference Commands<a class="headerlink" href="#quick-reference-commands" title="Link to this heading">#</a></h2>
|
||
<section id="essential-daily-commands">
|
||
<h3>Essential Daily Commands<a class="headerlink" href="#essential-daily-commands" title="Link to this heading">#</a></h3>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Check overall system status</span>
|
||
./bin/tito<span class="w"> </span>module<span class="w"> </span>status<span class="w"> </span>--comprehensive
|
||
|
||
<span class="c1"># Assignment lifecycle</span>
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>generate<span class="w"> </span>MODULE_NAME
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>release<span class="w"> </span>MODULE_NAME<span class="w"> </span>
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>autograde<span class="w"> </span>MODULE_NAME
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>feedback<span class="w"> </span>MODULE_NAME
|
||
|
||
<span class="c1"># Monitor progress</span>
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>status
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>analytics<span class="w"> </span>MODULE_NAME
|
||
</pre></div>
|
||
</div>
|
||
</section>
|
||
<section id="batch-operations">
|
||
<h3>Batch Operations<a class="headerlink" href="#batch-operations" title="Link to this heading">#</a></h3>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Work with multiple modules</span>
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>generate<span class="w"> </span>--range<span class="w"> </span><span class="m">01</span>-04
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>release<span class="w"> </span>--all
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>autograde<span class="w"> </span>--all
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>feedback<span class="w"> </span>--all
|
||
</pre></div>
|
||
</div>
|
||
</section>
|
||
<section id="system-maintenance">
|
||
<h3>System Maintenance<a class="headerlink" href="#system-maintenance" title="Link to this heading">#</a></h3>
|
||
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Environment health</span>
|
||
./bin/tito<span class="w"> </span>system<span class="w"> </span>doctor
|
||
|
||
<span class="c1"># Clean temporary files </span>
|
||
./bin/tito<span class="w"> </span>clean
|
||
|
||
<span class="c1"># Export final grades</span>
|
||
./bin/tito<span class="w"> </span>nbgrader<span class="w"> </span>report<span class="w"> </span>--format<span class="w"> </span>csv
|
||
</pre></div>
|
||
</div>
|
||
</section>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="getting-help">
|
||
<h2>📞 Getting Help<a class="headerlink" href="#getting-help" title="Link to this heading">#</a></h2>
|
||
<p><strong>If you encounter issues:</strong></p>
|
||
<ol class="arabic simple">
|
||
<li><p><strong>Check system status</strong>: <code class="docutils literal notranslate"><span class="pre">./bin/tito</span> <span class="pre">system</span> <span class="pre">doctor</span></code></p></li>
|
||
<li><p><strong>Review logs</strong>: Check output messages for specific errors</p></li>
|
||
<li><p><strong>Consult documentation</strong>: This guide covers 95% of common scenarios</p></li>
|
||
<li><p><strong>Community support</strong>: <a class="reference external" href="https://github.com/your-org/TinyTorch/issues">GitHub Issues</a></p></li>
|
||
</ol>
|
||
<p><strong>For urgent instructor support:</strong></p>
|
||
<ul class="simple">
|
||
<li><p>Create detailed issue with error messages</p></li>
|
||
<li><p>Include output of <code class="docutils literal notranslate"><span class="pre">./bin/tito</span> <span class="pre">module</span> <span class="pre">status</span> <span class="pre">--comprehensive</span></code></p></li>
|
||
<li><p>Specify which assignment and step is failing</p></li>
|
||
</ul>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="success-metrics">
|
||
<h2>🎉 Success Metrics<a class="headerlink" href="#success-metrics" title="Link to this heading">#</a></h2>
|
||
<p><strong>You’ll know you’re successful when:</strong></p>
|
||
<ul class="simple">
|
||
<li><p>✅ Students can download and run assignments without setup issues</p></li>
|
||
<li><p>✅ Auto-grading provides consistent, fair evaluation</p></li>
|
||
<li><p>✅ Weekly assignment workflow takes <10 minutes</p></li>
|
||
<li><p>✅ Students build a complete ML framework by semester end</p></li>
|
||
<li><p>✅ You have detailed analytics on student progress and common issues</p></li>
|
||
</ul>
|
||
<p><strong>Ready to run the most comprehensive ML systems course your students will ever take!</strong> 🚀</p>
|
||
<hr class="docutils" />
|
||
<p><em>This guide covers the complete instructor journey from setup to course completion. For specific technical details, see the individual command documentation with <code class="docutils literal notranslate"><span class="pre">./bin/tito</span> <span class="pre">--help</span></code>.</em></p>
|
||
</section>
|
||
</section>
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<i class="fa-solid fa-list"></i> Contents
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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="#the-complete-instructor-journey">🎯 The Complete Instructor Journey</a></li>
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#prerequisites">📋 Prerequisites</a></li>
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#phase-1-initial-setup-one-time">🚀 Phase 1: Initial Setup (One-Time)</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="#step-1-clone-and-setup-repository">Step 1: Clone and Setup Repository</a></li>
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#step-2-verify-installation">Step 2: Verify Installation</a></li>
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#step-3-initialize-nbgrader-environment">Step 3: Initialize NBGrader Environment</a></li>
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#step-4-verify-complete-setup">Step 4: Verify Complete Setup</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="#phase-2-course-preparation">🎓 Phase 2: Course Preparation</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="#understanding-the-tinytorch-module-structure">Understanding the TinyTorch Module Structure</a></li>
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#course-planning-recommendations">Course Planning Recommendations</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="#phase-3-assignment-management">📝 Phase 3: Assignment Management</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="#creating-student-assignments">Creating Student Assignments</a></li>
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#releasing-assignments-to-students">Releasing Assignments to Students</a></li>
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#monitoring-assignment-status">Monitoring Assignment Status</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="#phase-4-grading-workflow">📊 Phase 4: Grading Workflow</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="#collecting-student-submissions">Collecting Student Submissions</a></li>
|
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#auto-grading-process">Auto-Grading Process</a></li>
|
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#generating-student-feedback">Generating Student Feedback</a></li>
|
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#exporting-grades">Exporting Grades</a></li>
|
||
</ul>
|
||
</li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#phase-5-common-workflows">🔧 Phase 5: Common Workflows</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="#weekly-assignment-routine">Weekly Assignment Routine</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#mid-semester-status-check">Mid-Semester Status Check</a></li>
|
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#end-of-semester-workflow">End-of-Semester Workflow</a></li>
|
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</ul>
|
||
</li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#phase-6-troubleshooting-tips">🛠️ Phase 6: Troubleshooting & Tips</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="#common-issues">Common Issues</a></li>
|
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#best-practices">Best Practices</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#advanced-configuration">Advanced Configuration</a></li>
|
||
</ul>
|
||
</li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#phase-7-student-guidance">📚 Phase 7: Student Guidance</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="#what-to-tell-your-students">What to Tell Your Students</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="#quick-reference-commands">🎯 Quick Reference Commands</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-daily-commands">Essential Daily Commands</a></li>
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#batch-operations">Batch Operations</a></li>
|
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#system-maintenance">System Maintenance</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="#getting-help">📞 Getting Help</a></li>
|
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#success-metrics">🎉 Success Metrics</a></li>
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By Prof. Vijay Janapa Reddi (Harvard University)
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