TTIC 31230: Fundamentals of Deep Learning, Winter 2020

Back-Propagation, Frameworks, and EDF (a 150 line Python/Numpy Deep Learning Framework)

Lecture Slides

Problems

Additional Material:

PyTorch tutorial

The educational framework (EDF) Python source code (150 lines of code)

MNIST in EDF problem set (from 2018 class)

Tensor Comprehensions, an Einstein notation framework.