In the following please find some short tutorials on Deep Learning, Gaussian Processes and Backpropagation.

Deep Learning Tutorial

This is a short tutorial on the following topics in Deep Learning. Neural Networks, Recurrent Neural Networks, Long Short Term Memory Networks, Variational Auto-encoders, and Conditional Variational Auto-encoders.

Gaussian Processes Tutorial

This is a short tutorial on the following topics using Gaussian Processes. Gaussian Processes, Multi-fidelity Modeling, and Gaussian Processes for Differential Equations.

Backpropagation in Python, C++, and Cuda

This is a short tutorial on backpropagation and its implementation in Python, C++, and Cuda.