- A Statistical View of Deep Learning
- What My Deep Model Doesn't Know...
- Bayesian Methods for Machine Learning
- Deep Learning Summer School 2015
- Bengio's Deep learning course notes
- deeplearning.net tutorial
- UFLDL Tutorial
- Reading lists for new MILA students
- What's the best way to go about transitioning to a ML career? Is it even realistic for someone with my background?
- Model-Based Machine Learning book
- A Statistical Learning/Pattern Recognition Glossary
- Notes on Artificial Intelligence -- very comprehensive
- Demystifying Deep Reinforcement Learning (Part 1)
- Sigopt blog on Gaussian Processes and Parameter Optimization
- How to Code and Understand DeepMind's Neural Stack Machine
- Using Deep Q-Network to Learn How To Play Flappy Bird
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