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<div class="deck__sub">Artificial neurons, the perceptron, Adaline and gradient descent</div>
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<div class="deck__links"><span>Open slides →</span></div>
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<footer>
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<span>Built with <a href="https://sli.dev/">Slidev</a> · source on <a href="https://github.com/vlbthambawita/DeepLearning">GitHub</a></span>
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-
<span>Updated 2026-
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</footer>
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</body>
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<div class="deck__sub">Artificial neurons, the perceptron, Adaline and gradient descent</div>
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<div class="deck__links"><span>Open slides →</span></div>
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</a>
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<a class="deck" href="lecture-03/index.html">
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<div class="deck__week">Week 3</div>
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<div class="deck__title">PyTorch for Deep Learning</div>
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<div class="deck__sub">Tensors, autograd, and a fully-connected network on MNIST</div>
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<div class="deck__links"><span>Open slides →</span></div>
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</a>
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<a class="deck" href="lecture-04/index.html">
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<div class="deck__week">Week 4</div>
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<div class="deck__title">Deep Convolutional Neural Networks</div>
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<div class="deck__sub">Locality and weight sharing, the convolution operation, and CNNs in PyTorch</div>
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<div class="deck__links"><span>Open slides →</span></div>
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</a>
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<a class="deck" href="lecture-05/index.html">
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<div class="deck__week">Week 6</div>
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<div class="deck__title">Recurrent Neural Networks</div>
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<div class="deck__sub">Sequence data, the recurrent layer, LSTM and GRU, and an RNN in PyTorch</div>
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<div class="deck__links"><span>Open slides →</span></div>
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</a>
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<a class="deck" href="lecture-06/index.html">
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<div class="deck__week">Week 7</div>
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<div class="deck__title">Transformers</div>
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<div class="deck__sub">Query, key and value; the original architecture, and what modern transformers changed</div>
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<div class="deck__links"><span>Open slides →</span></div>
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</a>
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<a class="deck" href="lecture-07/index.html">
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<div class="deck__week">Week 9</div>
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<div class="deck__title">Generative Models and GANs</div>
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<div class="deck__sub">Autoencoders, VAEs, the adversarial game — and how diffusion took over</div>
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<div class="deck__links"><span>Open slides →</span></div>
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</a>
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</div>
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<div class="tips">
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<footer>
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<span>Built with <a href="https://sli.dev/">Slidev</a> · source on <a href="https://github.com/vlbthambawita/DeepLearning">GitHub</a></span>
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<span>Updated 2026-09-23</span>
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</footer>
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</div>
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</body>
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