Reinforcement Learning 1. What is Deep Reinforcement Learning? 2. Q-Learning 3. Deep Q-Learning 4. Improvements in Deep Q-Learning 5. Policy Gradients 6. Advantage Actor Critic (A2C) and Asynchronous Advantage Actor Critic (A3C) 7. Proximal Policy Gradients in A2C style