mirror of
https://github.com/MLSysBook/TinyTorch.git
synced 2026-06-06 06:40:54 -05:00
04cbc65724
Major fixes for complete training pipeline functionality: Core Components Fixed: - Parameter class: Now wraps Variables with requires_grad=True for proper gradient tracking - Variable.sum(): Essential for scalar loss computation from multi-element tensors - Gradient handling: Fixed memoryview issues in autograd and activations - Tensor indexing: Added __getitem__ support for weight inspection Training Results: - XOR learning: 100% accuracy (4/4) - network successfully learns XOR function - Linear regression: Weight=1.991 (target=2.0), Bias=0.980 (target=1.0) - Integration tests: 21/22 passing (95.5% success rate) - Module tests: All individual modules passing - General functionality: 4/5 tests passing with core training working Technical Details: - Fixed gradient data access patterns throughout activations.py - Added safe memoryview handling in Variable.backward() - Implemented proper Parameter-Variable delegation - Added Tensor subscripting for debugging access 🤖 Generated with [Claude Code](https://claude.ai/code) Co-Authored-By: Claude <noreply@anthropic.com>
847 lines
36 KiB
HTML
847 lines
36 KiB
HTML
|
||
<!DOCTYPE html>
|
||
|
||
|
||
<html lang="en" data-content_root="./" >
|
||
|
||
<head>
|
||
<meta charset="utf-8" />
|
||
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
|
||
|
||
<title>Track Your Progress — TinyTorch</title>
|
||
|
||
|
||
|
||
<script data-cfasync="false">
|
||
document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
|
||
document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
|
||
</script>
|
||
|
||
<!-- Loaded before other Sphinx assets -->
|
||
<link href="_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
|
||
<link href="_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
|
||
<link href="_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
|
||
|
||
|
||
<link href="_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
|
||
<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
|
||
<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
|
||
<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
|
||
|
||
<link rel="stylesheet" type="text/css" href="_static/pygments.css?v=03e43079" />
|
||
<link rel="stylesheet" type="text/css" href="_static/styles/sphinx-book-theme.css?v=eba8b062" />
|
||
<link rel="stylesheet" type="text/css" href="_static/togglebutton.css?v=13237357" />
|
||
<link rel="stylesheet" type="text/css" href="_static/copybutton.css?v=76b2166b" />
|
||
<link rel="stylesheet" type="text/css" href="_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css?v=6644e6bb" />
|
||
<link rel="stylesheet" type="text/css" href="_static/sphinx-thebe.css?v=4fa983c6" />
|
||
<link rel="stylesheet" type="text/css" href="_static/sphinx-design.min.css?v=95c83b7e" />
|
||
<link rel="stylesheet" type="text/css" href="_static/custom.css?v=b7a97b18" />
|
||
|
||
<!-- Pre-loaded scripts that we'll load fully later -->
|
||
<link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
|
||
<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
|
||
<script src="_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
|
||
|
||
<script src="_static/documentation_options.js?v=9eb32ce0"></script>
|
||
<script src="_static/doctools.js?v=9a2dae69"></script>
|
||
<script src="_static/sphinx_highlight.js?v=dc90522c"></script>
|
||
<script src="_static/clipboard.min.js?v=a7894cd8"></script>
|
||
<script src="_static/copybutton.js?v=f281be69"></script>
|
||
<script src="_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
|
||
<script>let toggleHintShow = 'Click to show';</script>
|
||
<script>let toggleHintHide = 'Click to hide';</script>
|
||
<script>let toggleOpenOnPrint = 'true';</script>
|
||
<script src="_static/togglebutton.js?v=4a39c7ea"></script>
|
||
<script>var togglebuttonSelector = '.toggle, .admonition.dropdown';</script>
|
||
<script src="_static/design-tabs.js?v=f930bc37"></script>
|
||
<script>const THEBE_JS_URL = "https://unpkg.com/thebe@0.8.2/lib/index.js"; const thebe_selector = ".thebe,.cell"; const thebe_selector_input = "pre"; const thebe_selector_output = ".output, .cell_output"</script>
|
||
<script async="async" src="_static/sphinx-thebe.js?v=c100c467"></script>
|
||
<script>var togglebuttonSelector = '.toggle, .admonition.dropdown';</script>
|
||
<script>const THEBE_JS_URL = "https://unpkg.com/thebe@0.8.2/lib/index.js"; const thebe_selector = ".thebe,.cell"; const thebe_selector_input = "pre"; const thebe_selector_output = ".output, .cell_output"</script>
|
||
<script>DOCUMENTATION_OPTIONS.pagename = 'learning-progress';</script>
|
||
<link rel="icon" href="_static/favicon.svg"/>
|
||
<link rel="index" title="Index" href="genindex.html" />
|
||
<link rel="search" title="Search" href="search.html" />
|
||
<link rel="next" title="Course Introduction: ML Systems Engineering Through Implementation" href="chapters/00-introduction.html" />
|
||
<link rel="prev" title="Essential TITO Commands" href="tito-essentials.html" />
|
||
<meta name="viewport" content="width=device-width, initial-scale=1"/>
|
||
<meta name="docsearch:language" content="en"/>
|
||
</head>
|
||
|
||
|
||
<body data-bs-spy="scroll" data-bs-target=".bd-toc-nav" data-offset="180" data-bs-root-margin="0px 0px -60%" data-default-mode="">
|
||
|
||
|
||
|
||
<div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
|
||
|
||
<div id="pst-scroll-pixel-helper"></div>
|
||
|
||
<button type="button" class="btn rounded-pill" id="pst-back-to-top">
|
||
<i class="fa-solid fa-arrow-up"></i>Back to top</button>
|
||
|
||
|
||
<input type="checkbox"
|
||
class="sidebar-toggle"
|
||
id="pst-primary-sidebar-checkbox"/>
|
||
<label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
|
||
|
||
<input type="checkbox"
|
||
class="sidebar-toggle"
|
||
id="pst-secondary-sidebar-checkbox"/>
|
||
<label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
|
||
|
||
<div class="search-button__wrapper">
|
||
<div class="search-button__overlay"></div>
|
||
<div class="search-button__search-container">
|
||
<form class="bd-search d-flex align-items-center"
|
||
action="search.html"
|
||
method="get">
|
||
<i class="fa-solid fa-magnifying-glass"></i>
|
||
<input type="search"
|
||
class="form-control"
|
||
name="q"
|
||
id="search-input"
|
||
placeholder="Search this book..."
|
||
aria-label="Search this book..."
|
||
autocomplete="off"
|
||
autocorrect="off"
|
||
autocapitalize="off"
|
||
spellcheck="false"/>
|
||
<span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
|
||
</form></div>
|
||
</div>
|
||
|
||
<div class="pst-async-banner-revealer d-none">
|
||
<aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
|
||
</div>
|
||
|
||
|
||
<header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
|
||
</header>
|
||
|
||
|
||
<div class="bd-container">
|
||
<div class="bd-container__inner bd-page-width">
|
||
|
||
|
||
|
||
<div class="bd-sidebar-primary bd-sidebar">
|
||
|
||
|
||
|
||
<div class="sidebar-header-items sidebar-primary__section">
|
||
|
||
|
||
|
||
|
||
</div>
|
||
|
||
<div class="sidebar-primary-items__start sidebar-primary__section">
|
||
<div class="sidebar-primary-item">
|
||
|
||
|
||
|
||
|
||
|
||
<a class="navbar-brand logo" href="intro.html">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<img src="_static/logo-tinytorch-white.png" class="logo__image only-light" alt="TinyTorch - Home"/>
|
||
<script>document.write(`<img src="_static/logo-tinytorch-white.png" class="logo__image only-dark" alt="TinyTorch - Home"/>`);</script>
|
||
|
||
|
||
</a></div>
|
||
<div class="sidebar-primary-item">
|
||
|
||
<script>
|
||
document.write(`
|
||
<button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
|
||
<i class="fa-solid fa-magnifying-glass"></i>
|
||
<span class="search-button__default-text">Search</span>
|
||
<span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
|
||
</button>
|
||
`);
|
||
</script></div>
|
||
<div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
|
||
<div class="bd-toc-item navbar-nav active">
|
||
|
||
<ul class="nav bd-sidenav bd-sidenav__home-link">
|
||
<li class="toctree-l1">
|
||
<a class="reference internal" href="intro.html">
|
||
TinyTorch: Build ML Systems from Scratch
|
||
</a>
|
||
</li>
|
||
</ul>
|
||
<p aria-level="2" class="caption" role="heading"><span class="caption-text">🚀 Getting Started</span></p>
|
||
<ul class="nav bd-sidenav">
|
||
<li class="toctree-l1"><a class="reference internal" href="quickstart-guide.html">Quick Start Guide</a></li>
|
||
<li class="toctree-l1"><a class="reference internal" href="usage-paths/classroom-use.html">For Instructors</a></li>
|
||
</ul>
|
||
<p aria-level="2" class="caption" role="heading"><span class="caption-text">🛠️ Using TinyTorch</span></p>
|
||
<ul class="current nav bd-sidenav">
|
||
<li class="toctree-l1"><a class="reference internal" href="tito-essentials.html">Essential Commands</a></li>
|
||
<li class="toctree-l1 current active"><a class="current reference internal" href="#">Track Your Progress</a></li>
|
||
</ul>
|
||
<p aria-level="2" class="caption" role="heading"><span class="caption-text">🧭 Course Orientation</span></p>
|
||
<ul class="nav bd-sidenav">
|
||
<li class="toctree-l1"><a class="reference internal" href="chapters/00-introduction.html">Introduction</a></li>
|
||
</ul>
|
||
<p aria-level="2" class="caption" role="heading"><span class="caption-text">🧱 Building Blocks</span></p>
|
||
<ul class="nav bd-sidenav">
|
||
<li class="toctree-l1"><a class="reference internal" href="chapters/02-tensor.html">01. Tensor</a></li>
|
||
<li class="toctree-l1"><a class="reference internal" href="chapters/03-activations.html">02. Activations</a></li>
|
||
<li class="toctree-l1"><a class="reference internal" href="chapters/04-layers.html">03. Layers</a></li>
|
||
<li class="toctree-l1"><a class="reference internal" href="chapters/05-dense.html">04. Losses</a></li>
|
||
</ul>
|
||
<p aria-level="2" class="caption" role="heading"><span class="caption-text">🧠 Learning Systems</span></p>
|
||
<ul class="nav bd-sidenav">
|
||
<li class="toctree-l1"><a class="reference internal" href="chapters/09-autograd.html">05. Autograd</a></li>
|
||
<li class="toctree-l1"><a class="reference internal" href="chapters/10-optimizers.html">06. Optimizers</a></li>
|
||
<li class="toctree-l1"><a class="reference internal" href="chapters/11-training.html">07. Training</a></li>
|
||
<li class="toctree-l1"><a class="reference internal" href="chapters/06-spatial.html">08. Spatial</a></li>
|
||
</ul>
|
||
<p aria-level="2" class="caption" role="heading"><span class="caption-text">🏗️ Neural Architectures</span></p>
|
||
<ul class="nav bd-sidenav">
|
||
<li class="toctree-l1"><a class="reference internal" href="chapters/08-dataloader.html">09. DataLoader</a></li>
|
||
<li class="toctree-l1"><a class="reference internal" href="chapters/11-tokenization.html">10. Tokenization</a></li>
|
||
<li class="toctree-l1"><a class="reference internal" href="chapters/12-embeddings.html">11. Embeddings</a></li>
|
||
<li class="toctree-l1"><a class="reference internal" href="chapters/07-attention.html">12. Attention</a></li>
|
||
<li class="toctree-l1"><a class="reference internal" href="chapters/16-tinygpt.html">13. Transformers</a></li>
|
||
</ul>
|
||
<p aria-level="2" class="caption" role="heading"><span class="caption-text">⚡ Performance Optimization</span></p>
|
||
<ul class="nav bd-sidenav">
|
||
<li class="toctree-l1"><a class="reference internal" href="chapters/15-profiling.html">14. Profiling</a></li>
|
||
<li class="toctree-l1"><a class="reference internal" href="chapters/13-kernels.html">15. Acceleration</a></li>
|
||
<li class="toctree-l1"><a class="reference internal" href="chapters/17-quantization.html">16. Quantization</a></li>
|
||
<li class="toctree-l1"><a class="reference internal" href="chapters/12-compression.html">17. Compression</a></li>
|
||
<li class="toctree-l1"><a class="reference internal" href="chapters/19-caching.html">18. KV Caching</a></li>
|
||
<li class="toctree-l1"><a class="reference internal" href="chapters/14-benchmarking.html">19. Benchmarking</a></li>
|
||
</ul>
|
||
<p aria-level="2" class="caption" role="heading"><span class="caption-text">🏅 Community & Competition</span></p>
|
||
<ul class="nav bd-sidenav">
|
||
<li class="toctree-l1"><a class="reference internal" href="leaderboard.html">Leaderboard</a></li>
|
||
<li class="toctree-l1"><a class="reference internal" href="competitions.html">Competitions</a></li>
|
||
</ul>
|
||
<p aria-level="2" class="caption" role="heading"><span class="caption-text">🛠️ Resources & Tools</span></p>
|
||
<ul class="nav bd-sidenav">
|
||
<li class="toctree-l1"><a class="reference internal" href="checkpoint-system.html">Progress Tracking</a></li>
|
||
<li class="toctree-l1"><a class="reference internal" href="testing-framework.html">Testing Guide</a></li>
|
||
<li class="toctree-l1"><a class="reference internal" href="resources.html">Additional Resources</a></li>
|
||
</ul>
|
||
|
||
</div>
|
||
</nav></div>
|
||
</div>
|
||
|
||
|
||
<div class="sidebar-primary-items__end sidebar-primary__section">
|
||
</div>
|
||
|
||
<div id="rtd-footer-container"></div>
|
||
|
||
|
||
</div>
|
||
|
||
<main id="main-content" class="bd-main" role="main">
|
||
|
||
|
||
|
||
<div class="sbt-scroll-pixel-helper"></div>
|
||
|
||
<div class="bd-content">
|
||
<div class="bd-article-container">
|
||
|
||
<div class="bd-header-article d-print-none">
|
||
<div class="header-article-items header-article__inner">
|
||
|
||
<div class="header-article-items__start">
|
||
|
||
<div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
|
||
<span class="fa-solid fa-bars"></span>
|
||
</button></div>
|
||
|
||
</div>
|
||
|
||
|
||
<div class="header-article-items__end">
|
||
|
||
<div class="header-article-item">
|
||
|
||
<div class="article-header-buttons">
|
||
|
||
|
||
|
||
|
||
|
||
<div class="dropdown dropdown-source-buttons">
|
||
<button class="btn dropdown-toggle" type="button" data-bs-toggle="dropdown" aria-expanded="false" aria-label="Source repositories">
|
||
<i class="fab fa-github"></i>
|
||
</button>
|
||
<ul class="dropdown-menu">
|
||
|
||
|
||
|
||
<li><a href="https://github.com/mlsysbook/TinyTorch" target="_blank"
|
||
class="btn btn-sm btn-source-repository-button dropdown-item"
|
||
title="Source repository"
|
||
data-bs-placement="left" data-bs-toggle="tooltip"
|
||
>
|
||
|
||
|
||
<span class="btn__icon-container">
|
||
<i class="fab fa-github"></i>
|
||
</span>
|
||
<span class="btn__text-container">Repository</span>
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
<li><a href="https://github.com/mlsysbook/TinyTorch/edit/main/book/learning-progress.md" target="_blank"
|
||
class="btn btn-sm btn-source-edit-button dropdown-item"
|
||
title="Suggest edit"
|
||
data-bs-placement="left" data-bs-toggle="tooltip"
|
||
>
|
||
|
||
|
||
<span class="btn__icon-container">
|
||
<i class="fas fa-pencil-alt"></i>
|
||
</span>
|
||
<span class="btn__text-container">Suggest edit</span>
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
<li><a href="https://github.com/mlsysbook/TinyTorch/issues/new?title=Issue%20on%20page%20%2Flearning-progress.html&body=Your%20issue%20content%20here." target="_blank"
|
||
class="btn btn-sm btn-source-issues-button dropdown-item"
|
||
title="Open an issue"
|
||
data-bs-placement="left" data-bs-toggle="tooltip"
|
||
>
|
||
|
||
|
||
<span class="btn__icon-container">
|
||
<i class="fas fa-lightbulb"></i>
|
||
</span>
|
||
<span class="btn__text-container">Open issue</span>
|
||
</a>
|
||
</li>
|
||
|
||
</ul>
|
||
</div>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<div class="dropdown dropdown-download-buttons">
|
||
<button class="btn dropdown-toggle" type="button" data-bs-toggle="dropdown" aria-expanded="false" aria-label="Download this page">
|
||
<i class="fas fa-download"></i>
|
||
</button>
|
||
<ul class="dropdown-menu">
|
||
|
||
|
||
|
||
<li><a href="_sources/learning-progress.md" target="_blank"
|
||
class="btn btn-sm btn-download-source-button dropdown-item"
|
||
title="Download source file"
|
||
data-bs-placement="left" data-bs-toggle="tooltip"
|
||
>
|
||
|
||
|
||
<span class="btn__icon-container">
|
||
<i class="fas fa-file"></i>
|
||
</span>
|
||
<span class="btn__text-container">.md</span>
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
<li>
|
||
<button onclick="window.print()"
|
||
class="btn btn-sm btn-download-pdf-button dropdown-item"
|
||
title="Print to PDF"
|
||
data-bs-placement="left" data-bs-toggle="tooltip"
|
||
>
|
||
|
||
|
||
<span class="btn__icon-container">
|
||
<i class="fas fa-file-pdf"></i>
|
||
</span>
|
||
<span class="btn__text-container">.pdf</span>
|
||
</button>
|
||
</li>
|
||
|
||
</ul>
|
||
</div>
|
||
|
||
|
||
|
||
|
||
<button onclick="toggleFullScreen()"
|
||
class="btn btn-sm btn-fullscreen-button"
|
||
title="Fullscreen mode"
|
||
data-bs-placement="bottom" data-bs-toggle="tooltip"
|
||
>
|
||
|
||
|
||
<span class="btn__icon-container">
|
||
<i class="fas fa-expand"></i>
|
||
</span>
|
||
|
||
</button>
|
||
|
||
|
||
|
||
<script>
|
||
document.write(`
|
||
<button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
|
||
<i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
|
||
<i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
|
||
<i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
|
||
</button>
|
||
`);
|
||
</script>
|
||
|
||
|
||
<script>
|
||
document.write(`
|
||
<button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
|
||
<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>Track Your Progress</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="#how-to-track-your-progress">How to Track Your Progress</a></li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#your-learning-path-overview">Your Learning Path Overview</a></li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#student-learning-journey">Student Learning Journey</a><ul class="nav section-nav flex-column">
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#typical-student-progression">Typical Student Progression</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#study-approaches">Study Approaches</a></li>
|
||
</ul>
|
||
</li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#core-capabilities">21 Core Capabilities</a></li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#capability-development-approach">Capability Development Approach</a><ul class="nav section-nav flex-column">
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#foundation-building-checkpoints-0-3">Foundation Building (Checkpoints 0-3)</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#learning-systems-checkpoints-4-7">Learning Systems (Checkpoints 4-7)</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#advanced-architectures-checkpoints-8-13">Advanced Architectures (Checkpoints 8-13)</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#production-systems-checkpoints-14-15">Production Systems (Checkpoints 14-15)</a></li>
|
||
</ul>
|
||
</li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#start-building-capabilities">Start Building Capabilities</a></li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id1">Track Your Progress</a></li>
|
||
</ul>
|
||
</nav>
|
||
</div>
|
||
</div>
|
||
</div>
|
||
|
||
|
||
|
||
<div id="searchbox"></div>
|
||
<article class="bd-article">
|
||
|
||
<section id="track-your-progress">
|
||
<h1>Track Your Progress<a class="headerlink" href="#track-your-progress" title="Link to this heading">#</a></h1>
|
||
<div style="background: #f8f9fa; padding: 2rem; border-radius: 0.5rem; margin: 2rem 0; text-align: center;">
|
||
<h2 style="margin: 0 0 1rem 0; color: #495057;">Monitor Your Learning Journey</h2>
|
||
<p style="margin: 0; font-size: 1.1rem; color: #6c757d;">Track your capability development through 16 essential ML systems skills</p>
|
||
</div>
|
||
<p><strong>Purpose</strong>: Monitor your capability development through the 21-checkpoint system. Track progress from foundation skills to production ML systems mastery.</p>
|
||
<p>Track your progression through 21 essential ML systems capabilities. Each checkpoint represents fundamental competencies you’ll master through hands-on implementation—from tensor operations to production-ready systems.</p>
|
||
<section id="how-to-track-your-progress">
|
||
<h2>How to Track Your Progress<a class="headerlink" href="#how-to-track-your-progress" title="Link to this heading">#</a></h2>
|
||
<div style="background: #e3f2fd; padding: 1.5rem; border-radius: 0.5rem; border-left: 4px solid #2196f3; margin: 1.5rem 0;">
|
||
<h4 style="margin: 0 0 1rem 0; color: #1976d2;">🎯 Capability-Based Learning</h4>
|
||
<p>Use TinyTorch’s 21-checkpoint system to monitor your capability development. Track progress from foundation skills to production ML systems mastery.</p>
|
||
<p><strong>📖 See <a class="reference internal" href="#tito-essentials.html"><span class="xref myst">Essential Commands</span></a></strong> for complete progress tracking commands and workflow.</p>
|
||
</div>
|
||
</section>
|
||
<section id="your-learning-path-overview">
|
||
<h2>Your Learning Path Overview<a class="headerlink" href="#your-learning-path-overview" title="Link to this heading">#</a></h2>
|
||
<p>TinyTorch organizes learning through four major phases, each building essential ML systems capabilities:</p>
|
||
<p><strong>📖 See <a class="reference internal" href="#chapters/00-introduction.html"><span class="xref myst">Complete Course Structure</span></a></strong> for the full learning timeline and detailed module descriptions.</p>
|
||
</section>
|
||
<section id="student-learning-journey">
|
||
<h2>Student Learning Journey<a class="headerlink" href="#student-learning-journey" title="Link to this heading">#</a></h2>
|
||
<section id="typical-student-progression">
|
||
<h3>Typical Student Progression<a class="headerlink" href="#typical-student-progression" title="Link to this heading">#</a></h3>
|
||
<ul class="simple">
|
||
<li><p><strong>Week 1-2</strong>: Foundation capabilities (Environment, Tensors, Activations)</p></li>
|
||
<li><p><strong>Week 3-4</strong>: Core learning systems (Layers, Losses, Autograd)</p></li>
|
||
<li><p><strong>Week 5-6</strong>: Training and optimization (Optimizers, Training loops)</p></li>
|
||
<li><p><strong>Week 7-8</strong>: Advanced architectures (Spatial processing, Attention)</p></li>
|
||
<li><p><strong>Week 9-12</strong>: Production systems (Profiling, Optimization, Deployment)</p></li>
|
||
</ul>
|
||
</section>
|
||
<section id="study-approaches">
|
||
<h3>Study Approaches<a class="headerlink" href="#study-approaches" title="Link to this heading">#</a></h3>
|
||
<ul class="simple">
|
||
<li><p><strong>Full Implementation</strong> (8-12 weeks): Build every component from scratch</p></li>
|
||
<li><p><strong>Guided Study</strong> (4-6 weeks): Study solution notebooks with implementation exercises</p></li>
|
||
<li><p><strong>Quick Exploration</strong> (2 weeks): Focus on key concepts with provided implementations</p></li>
|
||
</ul>
|
||
<p><strong>📖 See <a class="reference internal" href="#quickstart-guide.html"><span class="xref myst">Quick Start Guide</span></a></strong> for immediate hands-on experience with your first module.</p>
|
||
</section>
|
||
</section>
|
||
<section id="core-capabilities">
|
||
<h2>21 Core Capabilities<a class="headerlink" href="#core-capabilities" title="Link to this heading">#</a></h2>
|
||
<p>Track progress through essential ML systems competencies:</p>
|
||
<div class="note admonition">
|
||
<p class="admonition-title">Capability Tracking</p>
|
||
<p>Each checkpoint validates mastery of fundamental ML systems skills.</p>
|
||
</div>
|
||
<div class="pst-scrollable-table-container"><table class="table">
|
||
<thead>
|
||
<tr class="row-odd"><th class="head"><p>Checkpoint</p></th>
|
||
<th class="head"><p>Capability Question</p></th>
|
||
<th class="head"><p>Modules Required</p></th>
|
||
<th class="head"><p>Status</p></th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="row-even"><td><p>00</p></td>
|
||
<td><p>Can I set up my environment?</p></td>
|
||
<td><p>01</p></td>
|
||
<td><p>⬜ Setup</p></td>
|
||
</tr>
|
||
<tr class="row-odd"><td><p>01</p></td>
|
||
<td><p>Can I manipulate tensors?</p></td>
|
||
<td><p>02</p></td>
|
||
<td><p>⬜ Foundation</p></td>
|
||
</tr>
|
||
<tr class="row-even"><td><p>02</p></td>
|
||
<td><p>Can I add nonlinearity?</p></td>
|
||
<td><p>03</p></td>
|
||
<td><p>⬜ Intelligence</p></td>
|
||
</tr>
|
||
<tr class="row-odd"><td><p>03</p></td>
|
||
<td><p>Can I build network layers?</p></td>
|
||
<td><p>04</p></td>
|
||
<td><p>⬜ Components</p></td>
|
||
</tr>
|
||
<tr class="row-even"><td><p>04</p></td>
|
||
<td><p>Can I measure loss?</p></td>
|
||
<td><p>05</p></td>
|
||
<td><p>⬜ Networks</p></td>
|
||
</tr>
|
||
<tr class="row-odd"><td><p>05</p></td>
|
||
<td><p>Can I compute gradients?</p></td>
|
||
<td><p>06</p></td>
|
||
<td><p>⬜ Learning</p></td>
|
||
</tr>
|
||
<tr class="row-even"><td><p>06</p></td>
|
||
<td><p>Can I optimize parameters?</p></td>
|
||
<td><p>07</p></td>
|
||
<td><p>⬜ Optimization</p></td>
|
||
</tr>
|
||
<tr class="row-odd"><td><p>07</p></td>
|
||
<td><p>Can I train models?</p></td>
|
||
<td><p>08</p></td>
|
||
<td><p>⬜ Training</p></td>
|
||
</tr>
|
||
<tr class="row-even"><td><p>08</p></td>
|
||
<td><p>Can I process images?</p></td>
|
||
<td><p>09</p></td>
|
||
<td><p>⬜ Vision</p></td>
|
||
</tr>
|
||
<tr class="row-odd"><td><p>09</p></td>
|
||
<td><p>Can I load data efficiently?</p></td>
|
||
<td><p>10</p></td>
|
||
<td><p>⬜ Data</p></td>
|
||
</tr>
|
||
<tr class="row-even"><td><p>10</p></td>
|
||
<td><p>Can I process text?</p></td>
|
||
<td><p>11</p></td>
|
||
<td><p>⬜ Language</p></td>
|
||
</tr>
|
||
<tr class="row-odd"><td><p>11</p></td>
|
||
<td><p>Can I create embeddings?</p></td>
|
||
<td><p>12</p></td>
|
||
<td><p>⬜ Representation</p></td>
|
||
</tr>
|
||
<tr class="row-even"><td><p>12</p></td>
|
||
<td><p>Can I implement attention?</p></td>
|
||
<td><p>13</p></td>
|
||
<td><p>⬜ Attention</p></td>
|
||
</tr>
|
||
<tr class="row-odd"><td><p>13</p></td>
|
||
<td><p>Can I build transformers?</p></td>
|
||
<td><p>14</p></td>
|
||
<td><p>⬜ Architecture</p></td>
|
||
</tr>
|
||
<tr class="row-even"><td><p>14</p></td>
|
||
<td><p>Can I profile performance?</p></td>
|
||
<td><p>14</p></td>
|
||
<td><p>⬜ Deployment</p></td>
|
||
</tr>
|
||
<tr class="row-odd"><td><p>15</p></td>
|
||
<td><p>Can I accelerate algorithms?</p></td>
|
||
<td><p>15</p></td>
|
||
<td><p>⬜ Acceleration</p></td>
|
||
</tr>
|
||
<tr class="row-even"><td><p>16</p></td>
|
||
<td><p>Can I quantize models?</p></td>
|
||
<td><p>16</p></td>
|
||
<td><p>⬜ Quantization</p></td>
|
||
</tr>
|
||
<tr class="row-odd"><td><p>17</p></td>
|
||
<td><p>Can I compress networks?</p></td>
|
||
<td><p>17</p></td>
|
||
<td><p>⬜ Compression</p></td>
|
||
</tr>
|
||
<tr class="row-even"><td><p>18</p></td>
|
||
<td><p>Can I cache computations?</p></td>
|
||
<td><p>18</p></td>
|
||
<td><p>⬜ Caching</p></td>
|
||
</tr>
|
||
<tr class="row-odd"><td><p>19</p></td>
|
||
<td><p>Can I benchmark competitively?</p></td>
|
||
<td><p>19</p></td>
|
||
<td><p>⬜ Competition</p></td>
|
||
</tr>
|
||
<tr class="row-even"><td><p>20</p></td>
|
||
<td><p>Can I build complete language models?</p></td>
|
||
<td><p>20</p></td>
|
||
<td><p>⬜ TinyGPT Capstone</p></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</div>
|
||
<p><strong>📖 See <a class="reference internal" href="#tito-essentials.html"><span class="xref myst">Essential Commands</span></a></strong> for progress monitoring commands.</p>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="capability-development-approach">
|
||
<h2>Capability Development Approach<a class="headerlink" href="#capability-development-approach" title="Link to this heading">#</a></h2>
|
||
<section id="foundation-building-checkpoints-0-3">
|
||
<h3>Foundation Building (Checkpoints 0-3)<a class="headerlink" href="#foundation-building-checkpoints-0-3" title="Link to this heading">#</a></h3>
|
||
<p><strong>Capability Focus</strong>: Core computational infrastructure</p>
|
||
<ul class="simple">
|
||
<li><p>Environment configuration and dependency management</p></li>
|
||
<li><p>Mathematical foundations with tensor operations</p></li>
|
||
<li><p>Neural intelligence through nonlinear activation functions</p></li>
|
||
<li><p>Network component abstractions and forward propagation</p></li>
|
||
</ul>
|
||
</section>
|
||
<section id="learning-systems-checkpoints-4-7">
|
||
<h3>Learning Systems (Checkpoints 4-7)<a class="headerlink" href="#learning-systems-checkpoints-4-7" title="Link to this heading">#</a></h3>
|
||
<p><strong>Capability Focus</strong>: Training and optimization</p>
|
||
<ul class="simple">
|
||
<li><p>Loss measurement and error quantification</p></li>
|
||
<li><p>Automatic differentiation for gradient computation</p></li>
|
||
<li><p>Parameter optimization with advanced algorithms</p></li>
|
||
<li><p>Complete training loop implementation</p></li>
|
||
</ul>
|
||
</section>
|
||
<section id="advanced-architectures-checkpoints-8-13">
|
||
<h3>Advanced Architectures (Checkpoints 8-13)<a class="headerlink" href="#advanced-architectures-checkpoints-8-13" title="Link to this heading">#</a></h3>
|
||
<p><strong>Capability Focus</strong>: Specialized neural networks</p>
|
||
<ul class="simple">
|
||
<li><p>Spatial processing for computer vision systems</p></li>
|
||
<li><p>Efficient data loading and preprocessing pipelines</p></li>
|
||
<li><p>Natural language processing and tokenization</p></li>
|
||
<li><p>Representation learning with embeddings</p></li>
|
||
<li><p>Attention mechanisms for sequence understanding</p></li>
|
||
<li><p>Complete transformer architecture mastery</p></li>
|
||
</ul>
|
||
</section>
|
||
<section id="production-systems-checkpoints-14-15">
|
||
<h3>Production Systems (Checkpoints 14-15)<a class="headerlink" href="#production-systems-checkpoints-14-15" title="Link to this heading">#</a></h3>
|
||
<p><strong>Capability Focus</strong>: Performance and deployment</p>
|
||
<ul class="simple">
|
||
<li><p>Profiling, optimization, and bottleneck analysis</p></li>
|
||
<li><p>End-to-end ML systems engineering</p></li>
|
||
<li><p>Production-ready deployment and monitoring</p></li>
|
||
</ul>
|
||
</section>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="start-building-capabilities">
|
||
<h2>Start Building Capabilities<a class="headerlink" href="#start-building-capabilities" title="Link to this heading">#</a></h2>
|
||
<p>Begin developing ML systems competencies immediately:</p>
|
||
<div style="background: #f8f9fa; padding: 2rem; border-radius: 0.5rem; margin: 2rem 0; text-align: center;">
|
||
<h3 style="margin: 0 0 1rem 0; color: #495057;">Begin Capability Development</h3>
|
||
<p style="margin: 0 0 1.5rem 0; color: #6c757d;">Start with foundational capabilities and progress systematically</p>
|
||
<a href="quickstart-guide.html" style="display: inline-block; background: #007bff; color: white; padding: 0.75rem 1.5rem; border-radius: 0.25rem; text-decoration: none; font-weight: 500; margin-right: 1rem;">15-Minute Start →</a>
|
||
<a href="chapters/01-setup.html" style="display: inline-block; background: #28a745; color: white; padding: 0.75rem 1.5rem; border-radius: 0.25rem; text-decoration: none; font-weight: 500;">Begin Setup →</a>
|
||
</div>
|
||
</section>
|
||
<section id="id1">
|
||
<h2>Track Your Progress<a class="headerlink" href="#id1" title="Link to this heading">#</a></h2>
|
||
<p>To monitor your capability development and learning progression, use the TITO checkpoint commands.</p>
|
||
<p><strong>📖 See <a class="reference internal" href="#tito-essentials.html"><span class="xref myst">Essential Commands</span></a></strong> for complete command reference and usage examples.</p>
|
||
<p><strong>Approach</strong>: You’re building ML systems engineering capabilities through hands-on implementation. Each capability checkpoint validates practical competency, not just theoretical understanding.</p>
|
||
</section>
|
||
</section>
|
||
|
||
<script type="text/x-thebe-config">
|
||
{
|
||
requestKernel: true,
|
||
binderOptions: {
|
||
repo: "binder-examples/jupyter-stacks-datascience",
|
||
ref: "master",
|
||
},
|
||
codeMirrorConfig: {
|
||
theme: "abcdef",
|
||
mode: "python"
|
||
},
|
||
kernelOptions: {
|
||
name: "python3",
|
||
path: "./."
|
||
},
|
||
predefinedOutput: true
|
||
}
|
||
</script>
|
||
<script>kernelName = 'python3'</script>
|
||
|
||
</article>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<footer class="prev-next-footer d-print-none">
|
||
|
||
<div class="prev-next-area">
|
||
<a class="left-prev"
|
||
href="tito-essentials.html"
|
||
title="previous page">
|
||
<i class="fa-solid fa-angle-left"></i>
|
||
<div class="prev-next-info">
|
||
<p class="prev-next-subtitle">previous</p>
|
||
<p class="prev-next-title">Essential TITO Commands</p>
|
||
</div>
|
||
</a>
|
||
<a class="right-next"
|
||
href="chapters/00-introduction.html"
|
||
title="next page">
|
||
<div class="prev-next-info">
|
||
<p class="prev-next-subtitle">next</p>
|
||
<p class="prev-next-title">Course Introduction: ML Systems Engineering Through Implementation</p>
|
||
</div>
|
||
<i class="fa-solid fa-angle-right"></i>
|
||
</a>
|
||
</div>
|
||
</footer>
|
||
|
||
</div>
|
||
|
||
|
||
|
||
<div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
|
||
|
||
|
||
<div class="sidebar-secondary-item">
|
||
<div class="page-toc tocsection onthispage">
|
||
<i class="fa-solid fa-list"></i> Contents
|
||
</div>
|
||
<nav class="bd-toc-nav page-toc">
|
||
<ul class="visible nav section-nav flex-column">
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#how-to-track-your-progress">How to Track Your Progress</a></li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#your-learning-path-overview">Your Learning Path Overview</a></li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#student-learning-journey">Student Learning Journey</a><ul class="nav section-nav flex-column">
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#typical-student-progression">Typical Student Progression</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#study-approaches">Study Approaches</a></li>
|
||
</ul>
|
||
</li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#core-capabilities">21 Core Capabilities</a></li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#capability-development-approach">Capability Development Approach</a><ul class="nav section-nav flex-column">
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#foundation-building-checkpoints-0-3">Foundation Building (Checkpoints 0-3)</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#learning-systems-checkpoints-4-7">Learning Systems (Checkpoints 4-7)</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#advanced-architectures-checkpoints-8-13">Advanced Architectures (Checkpoints 8-13)</a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#production-systems-checkpoints-14-15">Production Systems (Checkpoints 14-15)</a></li>
|
||
</ul>
|
||
</li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#start-building-capabilities">Start Building Capabilities</a></li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id1">Track Your Progress</a></li>
|
||
</ul>
|
||
</nav></div>
|
||
|
||
</div></div>
|
||
|
||
|
||
</div>
|
||
<footer class="bd-footer-content">
|
||
|
||
<div class="bd-footer-content__inner container">
|
||
|
||
<div class="footer-item">
|
||
|
||
<p class="component-author">
|
||
By Prof. Vijay Janapa Reddi (Harvard University)
|
||
</p>
|
||
|
||
</div>
|
||
|
||
<div class="footer-item">
|
||
|
||
|
||
<p class="copyright">
|
||
|
||
© Copyright 2025.
|
||
<br/>
|
||
|
||
</p>
|
||
|
||
</div>
|
||
|
||
<div class="footer-item">
|
||
|
||
</div>
|
||
|
||
<div class="footer-item">
|
||
|
||
</div>
|
||
|
||
</div>
|
||
</footer>
|
||
|
||
|
||
</main>
|
||
</div>
|
||
</div>
|
||
|
||
<!-- Scripts loaded after <body> so the DOM is not blocked -->
|
||
<script src="_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
|
||
<script src="_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
|
||
|
||
<footer class="bd-footer">
|
||
</footer>
|
||
</body>
|
||
</html> |