| FILENAME | SIZE |  | 01 Introduction and Outline/001 Introduction and outline.mp4 | 10.1 MB |
| 01 Introduction and Outline/002 What is Reinforcement Learning.mp4 | 21.9 MB |
| 01 Introduction and Outline/003 Where to get the Code.mp4 | 4.4 MB |
| 01 Introduction and Outline/004 Strategy for Passing the Course.mp4 | 9.5 MB |
| 02 Return of the Multi-Armed Bandit/005 Problem Setup and The Explore-Exploit Dilemma.mp4 | 6.5 MB |
| 02 Return of the Multi-Armed Bandit/006 Epsilon-Greedy.mp4 | 2.8 MB |
| 02 Return of the Multi-Armed Bandit/007 Updating a Sample Mean.mp4 | 2.2 MB |
| 02 Return of the Multi-Armed Bandit/008 Comparing Different Epsilons.mp4 | 8 MB |
| 02 Return of the Multi-Armed Bandit/009 Optimistic Initial Values.mp4 | 5.1 MB |
| 02 Return of the Multi-Armed Bandit/010 UCB1.mp4 | 8.2 MB |
| 02 Return of the Multi-Armed Bandit/011 Bayesian Thompson Sampling.mp4 | 15.2 MB |
| 02 Return of the Multi-Armed Bandit/012 Thompson Sampling vs. Epsilon-Greedy vs. Optimistic Initial Values vs. UCB1.mp4 | 10.6 MB |
| 02 Return of the Multi-Armed Bandit/013 Nonstationary Bandits.mp4 | 7.5 MB |
| 03 Build an Intelligent Tic-Tac-Toe Agent/014 Naive Solution to Tic-Tac-Toe.mp4 | 6.1 MB |
| 03 Build an Intelligent Tic-Tac-Toe Agent/015 Components of a Reinforcement Learning System.mp4 | 12.7 MB |
| 03 Build an Intelligent Tic-Tac-Toe Agent/016 Notes on Assigning Rewards.mp4 | 4.2 MB |
| 03 Build an Intelligent Tic-Tac-Toe Agent/017 The Value Function and Your First Reinforcement Learning Algorithm.mp4 | 26.1 MB |
| 03 Build an Intelligent Tic-Tac-Toe Agent/018 Tic Tac Toe Code Outline.mp4 | 5 MB |
| 03 Build an Intelligent Tic-Tac-Toe Agent/019 Tic Tac Toe Code Representing States.mp4 | 4.4 MB |
| 03 Build an Intelligent Tic-Tac-Toe Agent/020 Tic Tac Toe Code Enumerating States Recursively.mp4 | 9.8 MB |
| 03 Build an Intelligent Tic-Tac-Toe Agent/021 Tic Tac Toe Code The Environment.mp4 | 10 MB |
| 03 Build an Intelligent Tic-Tac-Toe Agent/022 Tic Tac Toe Code The Agent.mp4 | 9 MB |
| 03 Build an Intelligent Tic-Tac-Toe Agent/023 Tic Tac Toe Code Main Loop and Demo.mp4 | 9.4 MB |
| 03 Build an Intelligent Tic-Tac-Toe Agent/024 Tic Tac Toe Summary.mp4 | 8.3 MB |
| 04 Markov Decision Proccesses/025 Gridworld.mp4 | 3.4 MB |
| 04 Markov Decision Proccesses/026 The Markov Property.mp4 | 7.2 MB |
| 04 Markov Decision Proccesses/027 Defining and Formalizing the MDP.mp4 | 6.6 MB |
| 04 Markov Decision Proccesses/028 Future Rewards.mp4 | 5.2 MB |
| 04 Markov Decision Proccesses/029 Value Functions.mp4 | 7.1 MB |
| 04 Markov Decision Proccesses/030 Optimal Policy and Optimal Value Function.mp4 | 6.3 MB |
| 04 Markov Decision Proccesses/031 MDP Summary.mp4 | 2.4 MB |
| 05 Dynamic Programming/032 Intro to Dynamic Programming and Iterative Policy Evaluation.mp4 | 4.8 MB |
| 05 Dynamic Programming/033 Gridworld in Code.mp4 | 11.5 MB |
| 05 Dynamic Programming/034 Iterative Policy Evaluation in Code.mp4 | 12.1 MB |
| 05 Dynamic Programming/035 Policy Improvement.mp4 | 4.5 MB |
| 05 Dynamic Programming/036 Policy Iteration.mp4 | 3.1 MB |
| 05 Dynamic Programming/037 Policy Iteration in Code.mp4 | 7.6 MB |
| 05 Dynamic Programming/038 Policy Iteration in Windy Gridworld.mp4 | 9.1 MB |
| 05 Dynamic Programming/039 Value Iteration.mp4 | 6.2 MB |
| 05 Dynamic Programming/040 Value Iteration in Code.mp4 | 4.9 MB |
| 05 Dynamic Programming/041 Dynamic Programming Summary.mp4 | 8.3 MB |
| 06 Monte Carlo/042 Monte Carlo Intro.mp4 | 5 MB |
| 06 Monte Carlo/043 Monte Carlo Policy Evaluation.mp4 | 8.8 MB |
| 06 Monte Carlo/044 Monte Carlo Policy Evaluation in Code.mp4 | 7.9 MB |
| 06 Monte Carlo/045 Policy Evaluation in Windy Gridworld.mp4 | 7.8 MB |
| 06 Monte Carlo/046 Monte Carlo Control.mp4 | 9.3 MB |
| 06 Monte Carlo/047 Monte Carlo Control in Code.mp4 | 10.2 MB |
| 06 Monte Carlo/048 Monte Carlo Control without Exploring Starts.mp4 | 4.6 MB |
| 06 Monte Carlo/049 Monte Carlo Control without Exploring Starts in Code.mp4 | 8 MB |
| 06 Monte Carlo/050 Monte Carlo Summary.mp4 | 5.7 MB |
| 07 Temporal Difference Learning/051 Temporal Difference Intro.mp4 | 2.7 MB |
| 07 Temporal Difference Learning/052 TD0 Prediction.mp4 | 5.8 MB |
| 07 Temporal Difference Learning/053 TD0 Prediction in Code.mp4 | 5.3 MB |
| 07 Temporal Difference Learning/054 SARSA.mp4 | 8.2 MB |
| 07 Temporal Difference Learning/055 SARSA in Code.mp4 | 8.8 MB |
| 07 Temporal Difference Learning/056 Q Learning.mp4 | 4.8 MB |
| 07 Temporal Difference Learning/057 Q Learning in Code.mp4 | 5.4 MB |
| 07 Temporal Difference Learning/058 TD Summary.mp4 | 3.9 MB |
| 08 Approximation Methods/059 Approximation Intro.mp4 | 6.5 MB |
| 08 Approximation Methods/060 Linear Models for Reinforcement Learning.mp4 | 6.5 MB |
| 08 Approximation Methods/061 Features.mp4 | 6.2 MB |
| 08 Approximation Methods/062 Monte Carlo Prediction with Approximation.mp4 | 2.8 MB |
| 08 Approximation Methods/063 Monte Carlo Prediction with Approximation in Code.mp4 | 6.6 MB |
| 08 Approximation Methods/064 TD0 Semi-Gradient Prediction.mp4 | 8.3 MB |
| 08 Approximation Methods/065 Semi-Gradient SARSA.mp4 | 4.7 MB |
| 08 Approximation Methods/066 Semi-Gradient SARSA in Code.mp4 | 10.6 MB |
| 08 Approximation Methods/067 Course Summary and Next Steps.mp4 | 13.2 MB |
| 09 Appendix/068 How to install Numpy Scipy Matplotlib Pandas IPython Theano and TensorFlow.mp4 | 43.9 MB |
| 09 Appendix/069 How to Code by Yourself part 1.mp4 | 24.5 MB |
| 09 Appendix/070 How to Code by Yourself part 2.mp4 | 14.8 MB |
| 09 Appendix/071 Where to get discount coupons and FREE deep learning material.mp4 | 4 MB |
 | [FreeCourseSite.com].txt | 1.1 KB |
| [HaxTech.me].txt | 1.1 KB |
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