Machine Learning

• [ ] Convolutional Neural Network
• [ ] Gradient Descent
• [ ] Activation Functions (sigmoid, tanh, ReLu)
• [ ] Linear regression/ logistics regression
• [ ] Loss function

Reinforcement Learning

• [ ] Markov Decision Process (MDP)
• [ ] Q-learning
• [ ] Deep q-learning
• [ ] Experience replay
• [ ] Exploration/exploitation trade off
• [ ] Rewards
• [ ] Determining the policy
• [ ] Actor critic

Resources

Deep Learning Pytorch on Udacity

https://www.udacity.com/course/deep-learning-pytorch--ud188

Berkely class on AI applied to Pac-Man @Audrey Lee

http://ai.berkeley.edu/project_overview.html