DeepLearning-VT/DeepLearning_2026

1<!doctype html>2<html lang="en">3<head>4<meta charset="utf-8">5<meta name="viewport" content="width=device-width, initial-scale=1">6<title>Deep Learning 2026 — PGR207</title>7<meta name="description" content="Animated, interactive lecture slides for PGR207 Deep Learning 2026.">8<style>9  :root {10    --bg: #ffffff;11    --surface: #f7f9fa;12    --border: #e3e8ea;13    --heading: #111111;14    --body: #595959;15    --muted: #8a8a8a;16    --accent: #0097a7;17    --accent-soft: #e0f4f6;18  }19  @media (prefers-color-scheme: dark) {20    :root {21      --bg: #0d1117;22      --surface: #161b22;23      --border: #2a323d;24      --heading: #f2f5f7;25      --body: #c2cad2;26      --muted: #8b949e;27      --accent: #2ec9d8;28      --accent-soft: #123236;29    }30  }31  * { box-sizing: border-box; }32  body {33    margin: 0;34    background: var(--bg);35    color: var(--body);36    font-family: Inter, -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Helvetica, Arial, sans-serif;37    line-height: 1.55;38    -webkit-font-smoothing: antialiased;39  }40  .wrap { max-width: 62rem; margin: 0 auto; padding: 4rem 1.5rem 5rem; }41  .eyebrow {42    font-size: .78rem; font-weight: 700; letter-spacing: .18em;43    text-transform: uppercase; color: var(--accent);44  }45  h1 { color: var(--heading); font-size: clamp(2.2rem, 6vw, 3.4rem); line-height: 1.05; margin: .6rem 0 .8rem; letter-spacing: -.02em; }46  .lede { font-size: 1.1rem; max-width: 46ch; margin: 0; }47  .rule { width: 4.5rem; height: 3px; background: var(--accent); border-radius: 2px; margin: 1.6rem 0 2.4rem; }48  .meta { font-size: .92rem; color: var(--muted); }49  .meta a { color: var(--accent); text-decoration: none; }50  .meta a:hover { text-decoration: underline; }51 52  h2 { color: var(--heading); font-size: 1.1rem; letter-spacing: .06em; text-transform: uppercase; margin: 3rem 0 1rem; }53 54  .decks { display: grid; gap: 1rem; grid-template-columns: repeat(auto-fill, minmax(20rem, 1fr)); }55  .deck {56    display: block; padding: 1.2rem 1.3rem; border: 1px solid var(--border);57    border-left: 3px solid var(--accent); border-radius: 10px; background: var(--surface);58    text-decoration: none; color: inherit; transition: transform .15s ease, border-color .15s ease;59  }60  .deck:hover { transform: translateY(-3px); border-color: var(--accent); }61  .deck__week { font-size: .72rem; font-weight: 700; letter-spacing: .14em; text-transform: uppercase; color: var(--accent); }62  .deck__title { color: var(--heading); font-size: 1.22rem; font-weight: 600; margin: .3rem 0 .25rem; }63  .deck__sub { font-size: .92rem; color: var(--body); }64  .deck__links { margin-top: .8rem; display: flex; flex-wrap: wrap; gap: .9rem; font-size: .82rem; }65  .deck__links span, .deck__links a { color: var(--accent); text-decoration: none; }66 67  .empty { padding: 2rem; border: 1px dashed var(--border); border-radius: 10px; color: var(--muted); text-align: center; }68 69  footer { margin-top: 4rem; padding-top: 1.5rem; border-top: 1px solid var(--border); font-size: .82rem; color: var(--muted); display: flex; flex-wrap: wrap; gap: 1rem; justify-content: space-between; }70  footer a { color: var(--accent); text-decoration: none; }71 72  .tips { margin-top: 2.5rem; padding: 1rem 1.2rem; background: var(--accent-soft); border-radius: 10px; font-size: .9rem; }73  .tips kbd {74    font-family: ui-monospace, SFMono-Regular, Menlo, monospace; font-size: .8em;75    background: var(--bg); border: 1px solid var(--border); border-bottom-width: 2px;76    border-radius: 4px; padding: .1rem .35rem;77  }78</style>79</head>80<body>81<div class="wrap">82  <div class="eyebrow">PGR207 · 2026</div>83  <h1>Deep Learning</h1>84  <p class="lede">Animated, interactive lecture slides. Everything runs in your browser — no install, no account.</p>85  <div class="rule"></div>86  <p class="meta">Vajira Thambawita (PhD) · <a href="mailto:vajira@simula.no">vajira@simula.no</a></p>87 88  <h2>Lectures</h2>89  <div class="decks">90    <a class="deck" href="lecture-01/index.html">91      <div class="deck__week">Week 1</div>92      <div class="deck__title">Introduction to Deep Learning</div>93      <div class="deck__sub">Course overview, what deep learning is, and where it is used</div>94      <div class="deck__links"><span>Open slides →</span></div>95    </a>96    <a class="deck" href="lecture-02/index.html">97      <div class="deck__week">Week 2</div>98      <div class="deck__title">Basics of Neural Networks</div>99      <div class="deck__sub">Artificial neurons, the perceptron, Adaline and gradient descent</div>100      <div class="deck__links"><span>Open slides →</span></div>101    </a>102    <a class="deck" href="lecture-03/index.html">103      <div class="deck__week">Week 3</div>104      <div class="deck__title">PyTorch for Deep Learning</div>105      <div class="deck__sub">Tensors, autograd, and a fully-connected network on MNIST</div>106      <div class="deck__links"><span>Open slides →</span></div>107    </a>108    <a class="deck" href="lecture-04/index.html">109      <div class="deck__week">Week 4</div>110      <div class="deck__title">Deep Convolutional Neural Networks</div>111      <div class="deck__sub">Locality and weight sharing, the convolution operation, and CNNs in PyTorch</div>112      <div class="deck__links"><span>Open slides →</span></div>113    </a>114    <a class="deck" href="lecture-05/index.html">115      <div class="deck__week">Week 6</div>116      <div class="deck__title">Recurrent Neural Networks</div>117      <div class="deck__sub">Sequence data, the recurrent layer, LSTM and GRU, and an RNN in PyTorch</div>118      <div class="deck__links"><span>Open slides →</span></div>119    </a>120    <a class="deck" href="lecture-06/index.html">121      <div class="deck__week">Week 7</div>122      <div class="deck__title">Transformers</div>123      <div class="deck__sub">Query, key and value; the original architecture, and what modern transformers changed</div>124      <div class="deck__links"><span>Open slides →</span></div>125    </a>126    <a class="deck" href="lecture-07/index.html">127      <div class="deck__week">Week 9</div>128      <div class="deck__title">Generative Models and GANs</div>129      <div class="deck__sub">Autoencoders, VAEs, the adversarial game — and how diffusion took over</div>130      <div class="deck__links"><span>Open slides →</span></div>131    </a>132  </div>133 134  <div class="tips">135    Navigate with <kbd>→</kbd> / <kbd>←</kbd> or <kbd>Space</kbd>. Press <kbd>o</kbd> for the slide overview,136    <kbd>f</kbd> for fullscreen, <kbd>d</kbd> to toggle dark mode.137  </div>138 139  <footer>140    <span>Built with <a href="https://sli.dev/">Slidev</a> · source on <a href="https://github.com/vlbthambawita/DeepLearning">GitHub</a></span>141    <span>Updated 2026-09-23</span>142  </footer>143</div>144</body>145</html>146