This page contains all public information about the course Deep Learning at the Vrije Universiteit Amsterdam.

If you are a registered student, please refer to the Canvas page instead.

lecturer videos slides
week 1 Introduction Jakub Tomczak A, B, C, D pdf
Backpropagation Peter Bloem A, B, C, D pdf
week 2 Convolutional Neural Networks Michael Cochez A, B, C, D pdf
Tools of the trade Peter Bloem A, B, C, D pdf
week 3 Sequential data Peter Bloem, David Romero A, B, C, D, E* pdf
Latent Variable Models (pPCA and VAE) Jakub Tomczak A, B, C pdf
week 4 GANs Jakub Tomczak A, B pdf
Autoregressive and Flow-based models Jakub Tomczak A, B, C pdf
week 5 Learning with Graphs Michael Cochez playlist pdf
Transformers & self-attention Peter Bloem A, B, C pdf
week 6 Reinforcement learning 1 Emile van Krieken A, B, C pdf
Reinforcement learning 2 Emile van Krieken A, B, C pdf