This repository provides interactive Jupyter notebooks designed for the University of Amsterdam MSc AI deep learning course. The tutorials cover topics like optimization techniques, transformers, and graph neural networks, implemented in PyTorch and PyTorch Lightning with translations to JAX and Flax. The notebooks are used in weekly tutorial sessions and are officially integrated into the PyTorch Lightning documentation as official learning resources.