Tutorials

All tutorial materials will be available on this page.

The tutorial notebooks can be obtained by cloning the course tutorials repo, or viewed in your browser by using nbviewer.

Tutorial 0: Python and PyTorch basics

1 minute read

Environment setup, jupyter, python, tensor basics with PyTorch

1 minute read

Supervised learning framework, binary and multiclass logistic regression, pytorch and autograd basics

1 minute read

Writing the first deep learning model (Multi layer perceptron), non-linearities etc

less than 1 minute read

Convolutional and pooling layers, architectures, spatial classification, residual nets.

less than 1 minute read

Gradient decent variants