AINS6003 — Deep Learning & Neural Networks

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Module slide decks

Each link opens a Jupyter Book slide page built from the module slides.ipynb (horizontal sections; use RISE in JupyterLab for presenter mode).

• Module 1 From neurons to multilayer networks
• Module 2 Backpropagation and automatic differentiation
• Module 3 Optimization, loss, and regularization
• Module 4 Convolutional neural networks for vision
• Module 5 Sequence models: RNNs and LSTMs
• Module 6 Attention and transformers
• Module 7 Generative models and applications
• Module 8 GPU workflows, scale, and deployment

View the dedicated slides index page for the same links with module overviews.