Machine Learning
From MIPAL
- Course for Machine Learning by Carl Edward Rasmussen and Zoubin Ghahramani
- Course for Machine Learning by David Sontag
- Course for Machine Learning by Milos Hauskrecht
- Advanced topics in Machine Learning by Milos Hauskrecht
- Course for Markov Random Fields by Kyomin Jung
- Tutorial on particle filtering and smoothing
- Sequential Monte Carlo Methods & Particle Filters Resources
- Deep learning tutorial page
- Video lecture on Graphical Models by Eric Xing@CMU
- Excellent Blog on NLP (Transformers and BERT)
- Graph Neural Networks WWW-18 Tutorial
- Introduction to Neural Computation
- Nvidia deep learning course (free with exercise)
- Deep learning tutorial
- Hugo Larochelle's Neural Networks course (excellent videos)
- Stanford CNN course (Spring 2015)
- Excellent blog on LSTM
- Introduction to Reinforcement Learning (Sutton & Barto Book)
- Excellent blog post on Policy Gradient Algorithms (Lilian Weng)
- Stanford Course on Deep Generative Models (Fall 2018-2019)
