AINS6003 Jupyter Slides

Module decks (8)

• 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

Full course navigation (prose, assignments, labs, narration): Jupyter Book.

How these slides are built

Slide notebooks use slideshow cell metadata (slide_type: slide). CI runs jupyter-book build and deploys HTML under /book/modules/module-N/slides.html on this site.