FILENAME | SIZE |  | 1. Welcome/1. Introduction.mp4 | 34.2 MB |
 | 1. Welcome/1. Introduction.vtt | 3.9 KB |
 | 1. Welcome/2. Where to get the Code.mp4 | 4.5 MB |
 | 1. Welcome/2. Where to get the Code.vtt | 4.9 KB |
 | 1. Welcome/3. Strategy for Passing the Course.mp4 | 9.5 MB |
 | 1. Welcome/3. Strategy for Passing the Course.vtt | 10.7 KB |
 | 10. Appendix/1. What is the Appendix.mp4 | 5.5 MB |
 | 10. Appendix/1. What is the Appendix.vtt | 3.4 KB |
 | 10. Appendix/10. What order should I take your courses in (part 1).mp4 | 29.3 MB |
 | 10. Appendix/10. What order should I take your courses in (part 1).vtt | 15.2 KB |
 | 10. Appendix/11. What order should I take your courses in (part 2).mp4 | 37.6 MB |
 | 10. Appendix/11. What order should I take your courses in (part 2).vtt | 22.3 KB |
 | 10. Appendix/12. Where to get discount coupons and FREE deep learning material.mp4 | 4 MB |
 | 10. Appendix/12. Where to get discount coupons and FREE deep learning material.vtt | 3.3 KB |
 | 10. Appendix/2. Windows-Focused Environment Setup 2018.mp4 | 186.4 MB |
 | 10. Appendix/2. Windows-Focused Environment Setup 2018.vtt | 18.9 KB |
 | 10. Appendix/3. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4 | 43.9 MB |
 | 10. Appendix/3. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.vtt | 16.6 KB |
 | 10. Appendix/4. How to Code by Yourself (part 1).mp4 | 24.5 MB |
 | 10. Appendix/4. How to Code by Yourself (part 1).vtt | 27.3 KB |
 | 10. Appendix/5. How to Code by Yourself (part 2).mp4 | 14.8 MB |
 | 10. Appendix/5. How to Code by Yourself (part 2).vtt | 16.7 KB |
 | 10. Appendix/6. How to Succeed in this Course (Long Version).mp4 | 18.3 MB |
 | 10. Appendix/6. How to Succeed in this Course (Long Version).vtt | 13.7 KB |
 | 10. Appendix/7. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4 | 39 MB |
 | 10. Appendix/7. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.vtt | 29.9 KB |
 | 10. Appendix/8. Proof that using Jupyter Notebook is the same as not using it.mp4 | 78.3 MB |
 | 10. Appendix/8. Proof that using Jupyter Notebook is the same as not using it.vtt | 13.2 KB |
 | 10. Appendix/9. Python 2 vs Python 3.mp4 | 7.8 MB |
 | 10. Appendix/9. Python 2 vs Python 3.vtt | 5.9 KB |
 | 2. High Level Overview of Reinforcement Learning and Course Outline/1. What is Reinforcement Learning.mp4 | 54.6 MB |
 | 2. High Level Overview of Reinforcement Learning and Course Outline/1. What is Reinforcement Learning.vtt | 42.9 MB |
 | 2. High Level Overview of Reinforcement Learning and Course Outline/2. On Unusual or Unexpected Strategies of RL.mp4 | 37.1 MB |
 | 2. High Level Overview of Reinforcement Learning and Course Outline/2. On Unusual or Unexpected Strategies of RL.vtt | 7.5 KB |
 | 2. High Level Overview of Reinforcement Learning and Course Outline/3. Course Outline.mp4 | 31 MB |
 | 2. High Level Overview of Reinforcement Learning and Course Outline/3. Course Outline.vtt | 6.1 KB |
 | 2. High Level Overview of Reinforcement Learning and Course Outline/4. Defining Some Terms.mp4 | 42.3 MB |
 | 2. High Level Overview of Reinforcement Learning and Course Outline/4. Defining Some Terms.vtt | 8.7 KB |
 | 3. Return of the Multi-Armed Bandit/1. Problem Setup and The Explore-Exploit Dilemma.mp4 | 6.5 MB |
 | 3. Return of the Multi-Armed Bandit/1. Problem Setup and The Explore-Exploit Dilemma.vtt | 7.1 KB |
 | 3. Return of the Multi-Armed Bandit/10. Thompson Sampling vs. Epsilon-Greedy vs. Optimistic Initial Values vs. UCB1.mp4 | 10.6 MB |
 | 3. Return of the Multi-Armed Bandit/10. Thompson Sampling vs. Epsilon-Greedy vs. Optimistic Initial Values vs. UCB1.vtt | 5.5 KB |
 | 3. Return of the Multi-Armed Bandit/11. Nonstationary Bandits.mp4 | 7.5 MB |
 | 3. Return of the Multi-Armed Bandit/11. Nonstationary Bandits.vtt | 7.1 KB |
 | 3. Return of the Multi-Armed Bandit/2. Applications of the Explore-Exploit Dilemma.mp4 | 51.2 MB |
 | 3. Return of the Multi-Armed Bandit/2. Applications of the Explore-Exploit Dilemma.vtt | 10.3 KB |
 | 3. Return of the Multi-Armed Bandit/3. Epsilon-Greedy.mp4 | 2.8 MB |
 | 3. Return of the Multi-Armed Bandit/3. Epsilon-Greedy.vtt | 2.9 KB |
 | 3. Return of the Multi-Armed Bandit/4. Updating a Sample Mean.mp4 | 2.2 MB |
 | 3. Return of the Multi-Armed Bandit/4. Updating a Sample Mean.vtt | 2 KB |
 | 3. Return of the Multi-Armed Bandit/5. Designing Your Bandit Program.mp4 | 24.5 MB |
 | 3. Return of the Multi-Armed Bandit/5. Designing Your Bandit Program.vtt | 5.4 KB |
 | 3. Return of the Multi-Armed Bandit/6. Comparing Different Epsilons.mp4 | 8 MB |
 | 3. Return of the Multi-Armed Bandit/6. Comparing Different Epsilons.vtt | 4.9 KB |
 | 3. Return of the Multi-Armed Bandit/7. Optimistic Initial Values.mp4 | 5.1 MB |
 | 3. Return of the Multi-Armed Bandit/7. Optimistic Initial Values.vtt | 3 KB |
 | 3. Return of the Multi-Armed Bandit/8. UCB1.mp4 | 8.2 MB |
 | 3. Return of the Multi-Armed Bandit/8. UCB1.vtt | 7.4 KB |
 | 3. Return of the Multi-Armed Bandit/9. Bayesian Thompson Sampling.mp4 | 51.8 MB |
 | 3. Return of the Multi-Armed Bandit/9. Bayesian Thompson Sampling.vtt | 11 KB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/1. Naive Solution to Tic-Tac-Toe.mp4 | 6.1 MB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/1. Naive Solution to Tic-Tac-Toe.vtt | 6.6 KB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/10. Tic Tac Toe Code Main Loop and Demo.mp4 | 9.4 MB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/10. Tic Tac Toe Code Main Loop and Demo.vtt | 8.4 KB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/11. Tic Tac Toe Summary.mp4 | 8.3 MB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/11. Tic Tac Toe Summary.vtt | 9.3 KB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/12. Tic Tac Toe Exercise.mp4 | 19.8 MB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/12. Tic Tac Toe Exercise.vtt | 4 KB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/2. Components of a Reinforcement Learning System.mp4 | 12.7 MB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/2. Components of a Reinforcement Learning System.vtt | 13.4 KB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/3. Notes on Assigning Rewards.mp4 | 4.2 MB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/3. Notes on Assigning Rewards.vtt | 4.5 KB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/4. The Value Function and Your First Reinforcement Learning Algorithm.mp4 | 103.7 MB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/4. The Value Function and Your First Reinforcement Learning Algorithm.vtt | 21.7 KB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/5. Tic Tac Toe Code Outline.mp4 | 5 MB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/5. Tic Tac Toe Code Outline.vtt | 5.9 KB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/6. Tic Tac Toe Code Representing States.mp4 | 4.4 MB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/6. Tic Tac Toe Code Representing States.vtt | 4.5 KB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/7. Tic Tac Toe Code Enumerating States Recursively.mp4 | 9.8 MB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/7. Tic Tac Toe Code Enumerating States Recursively.vtt | 10.3 KB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/8. Tic Tac Toe Code The Environment.mp4 | 10 MB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/8. Tic Tac Toe Code The Environment.vtt | 10.9 KB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/9. Tic Tac Toe Code The Agent.mp4 | 9 MB |
 | 4. Build an Intelligent Tic-Tac-Toe Agent/9. Tic Tac Toe Code The Agent.vtt | 10 KB |
 | 5. Markov Decision Proccesses/1. Gridworld.mp4 | 3.4 MB |
 | 5. Markov Decision Proccesses/1. Gridworld.vtt | 3.7 KB |
 | 5. Markov Decision Proccesses/2. The Markov Property.mp4 | 7.2 MB |
 | 5. Markov Decision Proccesses/2. The Markov Property.vtt | 7.7 KB |
 | 5. Markov Decision Proccesses/3. Defining and Formalizing the MDP.mp4 | 6.6 MB |
 | 5. Markov Decision Proccesses/3. Defining and Formalizing the MDP.vtt | 7.2 KB |
 | 5. Markov Decision Proccesses/4. Future Rewards.mp4 | 5.2 MB |
 | 5. Markov Decision Proccesses/4. Future Rewards.vtt | 5.5 KB |
 | 5. Markov Decision Proccesses/5. Value Function Introduction.mp4 | 19.7 MB |
 | 5. Markov Decision Proccesses/5. Value Function Introduction.vtt | 14.5 KB |
 | 5. Markov Decision Proccesses/6. Value Functions.mp4 | 8.3 MB |
 | 5. Markov Decision Proccesses/6. Value Functions.vtt | 11 KB |
 | 5. Markov Decision Proccesses/7. Bellman Examples.mp4 | 87.1 MB |
 | 5. Markov Decision Proccesses/7. Bellman Examples.vtt | 25.8 KB |
 | 5. Markov Decision Proccesses/8. Optimal Policy and Optimal Value Function.mp4 | 3.2 MB |