FILENAME | SIZE |  | 1. Introduction and Logistics/1. Introduction and Outline.mp4 | 15.8 MB |
 | 1. Introduction and Logistics/1. Introduction and Outline.srt | 14.5 KB |
 | 1. Introduction and Logistics/2. Where to get the Code.mp4 | 5.2 MB |
 | 1. Introduction and Logistics/2. Where to get the Code.srt | 4.6 KB |
 | 1. Introduction and Logistics/3. How to Succeed in this Course.mp4 | 3.3 MB |
 | 1. Introduction and Logistics/3. How to Succeed in this Course.srt | 4 KB |
 | 1. Introduction and Logistics/4. Tensorflow or Theano - Your Choice!.mp4 | 18.9 MB |
 | 1. Introduction and Logistics/4. Tensorflow or Theano - Your Choice!.srt | 5.4 KB |
 | 2. Background Review/1. Review Intro.mp4 | 4.2 MB |
 | 2. Background Review/1. Review Intro.srt | 3.5 KB |
 | 2. Background Review/2. Review of Markov Decision Processes.mp4 | 12.3 MB |
 | 2. Background Review/2. Review of Markov Decision Processes.srt | 10.1 KB |
 | 2. Background Review/3. Review of Dynamic Programming.mp4 | 6.5 MB |
 | 2. Background Review/3. Review of Dynamic Programming.srt | 5.3 KB |
 | 2. Background Review/4. Review of Monte Carlo Methods.mp4 | 6.2 MB |
 | 2. Background Review/4. Review of Monte Carlo Methods.srt | 5 KB |
 | 2. Background Review/5. Review of Temporal Difference Learning.mp4 | 18.5 MB |
 | 2. Background Review/5. Review of Temporal Difference Learning.srt | 5.9 KB |
 | 2. Background Review/6. Review of Approximation Methods for Reinforcement Learning.mp4 | 3.7 MB |
 | 2. Background Review/6. Review of Approximation Methods for Reinforcement Learning.srt | 2.8 KB |
 | 2. Background Review/7. Review of Deep Learning.mp4 | 11 MB |
 | 2. Background Review/7. Review of Deep Learning.srt | 9.2 KB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/1. OpenAI Gym Tutorial.mp4 | 8.7 MB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/1. OpenAI Gym Tutorial.srt | 7.7 KB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/10. Theano Warmup.mp4 | 5.8 MB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/10. Theano Warmup.srt | 3.5 KB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/11. Tensorflow Warmup.mp4 | 5.1 MB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/11. Tensorflow Warmup.srt | 2.5 KB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/12. Plugging in a Neural Network.mp4 | 5.9 MB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/12. Plugging in a Neural Network.srt | 4.8 KB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/13. OpenAI Gym Section Summary.mp4 | 5.3 MB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/13. OpenAI Gym Section Summary.srt | 4.2 KB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/2. Random Search.mp4 | 10.3 MB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/2. Random Search.srt | 6.9 KB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/3. Saving a Video.mp4 | 4.5 MB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/3. Saving a Video.srt | 2.4 KB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/4. CartPole with Bins (Theory).mp4 | 6 MB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/4. CartPole with Bins (Theory).srt | 5.2 KB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/5. CartPole with Bins (Code).mp4 | 14.7 MB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/5. CartPole with Bins (Code).srt | 8 KB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/6. RBF Neural Networks.mp4 | 16.5 MB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/6. RBF Neural Networks.srt | 14.6 KB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/7. RBF Networks with Mountain Car (Code).mp4 | 13.8 MB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/7. RBF Networks with Mountain Car (Code).srt | 6.4 KB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/8. RBF Networks with CartPole (Theory).mp4 | 3.1 MB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/8. RBF Networks with CartPole (Theory).srt | 2.4 KB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/9. RBF Networks with CartPole (Code).mp4 | 8.9 MB |
 | 3. OpenAI Gym and Basic Reinforcement Learning Techniques/9. RBF Networks with CartPole (Code).srt | 3.6 KB |
 | 4. TD Lambda/1. N-Step Methods.mp4 | 5 MB |
 | 4. TD Lambda/1. N-Step Methods.srt | 3.8 KB |
 | 4. TD Lambda/2. N-Step in Code.mp4 | 9.5 MB |
 | 4. TD Lambda/2. N-Step in Code.srt | 4.2 KB |
 | 4. TD Lambda/3. TD Lambda.mp4 | 11.8 MB |
 | 4. TD Lambda/3. TD Lambda.srt | 9.3 KB |
 | 4. TD Lambda/4. TD Lambda in Code.mp4 | 7.6 MB |
 | 4. TD Lambda/4. TD Lambda in Code.srt | 3.3 KB |
 | 4. TD Lambda/5. TD Lambda Summary.mp4 | 3.6 MB |
 | 4. TD Lambda/5. TD Lambda Summary.srt | 3 KB |
 | 5. Policy Gradients/1. Policy Gradient Methods.mp4 | 17.9 MB |
 | 5. Policy Gradients/1. Policy Gradient Methods.srt | 14.8 KB |
 | 5. Policy Gradients/10. Policy Gradient Section Summary.mp4 | 3.3 MB |
 | 5. Policy Gradients/10. Policy Gradient Section Summary.srt | 1.9 KB |
 | 5. Policy Gradients/2. Policy Gradient in TensorFlow for CartPole.mp4 | 18 MB |
 | 5. Policy Gradients/2. Policy Gradient in TensorFlow for CartPole.srt | 8.7 KB |
 | 5. Policy Gradients/3. Policy Gradient in Theano for CartPole.mp4 | 13.4 MB |
 | 5. Policy Gradients/3. Policy Gradient in Theano for CartPole.srt | 4.5 KB |
 | 5. Policy Gradients/4. Continuous Action Spaces.mp4 | 6.6 MB |
 | 5. Policy Gradients/4. Continuous Action Spaces.srt | 5.3 KB |
 | 5. Policy Gradients/5. Mountain Car Continuous Specifics.mp4 | 6.5 MB |
 | 5. Policy Gradients/5. Mountain Car Continuous Specifics.srt | 5 KB |
 | 5. Policy Gradients/6. Mountain Car Continuous Theano.mp4 | 19.1 MB |
 | 5. Policy Gradients/6. Mountain Car Continuous Theano.srt | 9.9 KB |
 | 5. Policy Gradients/7. Mountain Car Continuous Tensorflow.mp4 | 20.1 MB |
 | 5. Policy Gradients/7. Mountain Car Continuous Tensorflow.srt | 10.3 KB |
 | 5. Policy Gradients/8. Mountain Car Continuous Tensorflow (v2).mp4 | 18.8 MB |
 | 5. Policy Gradients/8. Mountain Car Continuous Tensorflow (v2).srt | 7.1 KB |
 | 5. Policy Gradients/9. Mountain Car Continuous Theano (v2).mp4 | 22.2 MB |
 | 5. Policy Gradients/9. Mountain Car Continuous Theano (v2).srt | 8.3 KB |
 | 6. Deep Q-Learning/1. Deep Q-Learning Intro.mp4 | 5.9 MB |
 | 6. Deep Q-Learning/1. Deep Q-Learning Intro.srt | 4.8 KB |
 | 6. Deep Q-Learning/10. Deep Q-Learning Section Summary.mp4 | 10.4 MB |
 | 6. Deep Q-Learning/10. Deep Q-Learning Section Summary.srt | 6 KB |
 | 6. Deep Q-Learning/2. Deep Q-Learning Techniques.mp4 | 14.4 MB |
 | 6. Deep Q-Learning/2. Deep Q-Learning Techniques.srt | 12.3 KB |
 | 6. Deep Q-Learning/3. Deep Q-Learning in Tensorflow for CartPole.mp4 | 15 MB |
 | 6. Deep Q-Learning/3. Deep Q-Learning in Tensorflow for CartPole.srt | 5.8 KB |
 | 6. Deep Q-Learning/4. Deep Q-Learning in Theano for CartPole.mp4 | 13.8 MB |
 | 6. Deep Q-Learning/4. Deep Q-Learning in Theano for CartPole.srt | 5.4 KB |
 | 6. Deep Q-Learning/5. Additional Implementation Details for Atari.mp4 | 8.5 MB |
 | 6. Deep Q-Learning/5. Additional Implementation Details for Atari.srt | 7 KB |
 | 6. Deep Q-Learning/6. Pseudocode and Replay Memory.mp4 | 27.8 MB |
 | 6. Deep Q-Learning/6. Pseudocode and Replay Memory.srt | 7.8 KB |
 | 6. Deep Q-Learning/7. Deep Q-Learning in Tensorflow for Breakout.mp4 | 234.6 MB |
 | 6. Deep Q-Learning/7. Deep Q-Learning in Tensorflow for Breakout.srt | 28.2 KB |
 | 6. Deep Q-Learning/8. Deep Q-Learning in Theano for Breakout.mp4 | 233.7 MB |
 | 6. Deep Q-Learning/8. Deep Q-Learning in Theano for Breakout.srt | 28.1 KB |
 | 6. Deep Q-Learning/9. Partially Observable MDPs.mp4 | 7.6 MB |
 | 6. Deep Q-Learning/9. Partially Observable MDPs.srt | 5.8 KB |
 | 7. A3C/1. A3C - Theory and Outline.mp4 | 71.8 MB |