Programming Part

Textbooks

Courses slides

Example papers

Example code

Recitation

Single algorithms, LDA, SVM, KNN, and their variations etc.

Ensemble methods, Random Forest, Boosting, Voting, and their variations etc.

Deep learning, CNN, RNN, Transformer, and their variations etc.

Python

Numpy

PyTorch

Google Colab

ML host, Cloud options

More on EdSTEM

Convolutional Neural Network (RNN)

Recurrent Neural Network (RNN)

Textbooks

Courses slides

Example papers

Example code

Attention is all you need, that paper

Textbooks

Courses slides

Example Paper

Example Code

Attention? Attention Blog by Lilian Weng

The Illustrated Transformer Blog by Jay Alammar

ViT: Transformers for Image Recognition Paper Blog Video

ViT on EEG data paper code