Soumith Chintala Facebook AI Research In this talk, we shall cover three main topics: - the concept of automatic differentiation and it’s types of implementation o the tools that implement automatic differentiation of various forms - PyTorch as one such tool, including it’s coverage of gradient-based learning methods and neural networks - Graph Neural Networks and their recent coverage o Implementing Graph Neural Networks in PyTorch