High Performance Computing & Distributed Deep Learning
I am currently teaching a high-performance computing, research computing, and parallel machine learning in the MPhil Data Intensive Science Program at the University of Cambridge.
Introduction to Deep Learning
I taught deep learning courses at several Dutch Universities between 2019 and 2022. I am also leading a machine learning course at PRACE. The following slides are somehow out-of-date and are for educational purposes only.
- Basic concepts, fundamental ideas
- Multi-layer perceptron
- Convolutional neural networks
- Recurrent neural networks
- Variatonal autoencoder
- Reinforecement Learning
- Neural networks with physical inductive biases