Filename | Size |
| ~Get Your Files Here !/1. Introduction/1. Introduction.mp4 | 32.4 MB |
| ~Get Your Files Here !/1. Introduction/1. Introduction.mp4.jpg | 174.8 KB |
| ~Get Your Files Here !/1. Introduction/1.1 Advanced Reinforcement Learning in Python from DQN to SAC.html | 147 B |
| ~Get Your Files Here !/1. Introduction/1.2 Reinforcement Learning beginner to master.html | 145 B |
| ~Get Your Files Here !/1. Introduction/2. Reinforcement Learning series.html | 377 B |
| ~Get Your Files Here !/1. Introduction/3. Google Colab.mp4 | 5.8 MB |
| ~Get Your Files Here !/1. Introduction/3. Google Colab.srt | 2 KB |
| ~Get Your Files Here !/1. Introduction/4. Where to begin.mp4 | 4.6 MB |
| ~Get Your Files Here !/1. Introduction/4. Where to begin.srt | 2.1 KB |
| ~Get Your Files Here !/10. Prioritized Experience Replay/1. Prioritized Experience Replay.html | 79 B |
| ~Get Your Files Here !/10. Prioritized Experience Replay/2. Link to the code notebook.html | 79 B |
| ~Get Your Files Here !/10. Prioritized Experience Replay/3. DQN for visual inputs.mp4 | 69.1 MB |
| ~Get Your Files Here !/10. Prioritized Experience Replay/3. DQN for visual inputs.srt | 15.1 KB |
| ~Get Your Files Here !/10. Prioritized Experience Replay/4. Prioritized Experience Repay Buffer.mp4 | 63.6 MB |
| ~Get Your Files Here !/10. Prioritized Experience Replay/4. Prioritized Experience Repay Buffer.srt | 15 KB |
| ~Get Your Files Here !/10. Prioritized Experience Replay/5. Create the environment.mp4 | 62.6 MB |
| ~Get Your Files Here !/10. Prioritized Experience Replay/5. Create the environment.srt | 14 KB |
| ~Get Your Files Here !/10. Prioritized Experience Replay/6. Implement the Deep Q-Learning algorithm with Prioritized Experience Replay.mp4 | 63.3 MB |
| ~Get Your Files Here !/10. Prioritized Experience Replay/6. Implement the Deep Q-Learning algorithm with Prioritized Experience Replay.srt | 12.9 KB |
| ~Get Your Files Here !/10. Prioritized Experience Replay/7. Launch the training process.mp4 | 42.5 MB |
| ~Get Your Files Here !/10. Prioritized Experience Replay/7. Launch the training process.srt | 5.8 KB |
| ~Get Your Files Here !/10. Prioritized Experience Replay/8. Check the resulting agent.mp4 | 16.8 MB |
| ~Get Your Files Here !/10. Prioritized Experience Replay/8. Check the resulting agent.srt | 1.9 KB |
| ~Get Your Files Here !/11. Noisy Deep Q-Networks/1. Noisy Deep Q-Networks.html | 79 B |
| ~Get Your Files Here !/12. N-step Deep Q-Learning/1. N-step Deep Q-Learning.html | 79 B |
| ~Get Your Files Here !/13. Distributional Deep Q-Networks/1. Distributional Deep Q-Networks.html | 79 B |
| ~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/1. Module overview.mp4 | 2.6 MB |
| ~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/1. Module overview.srt | 1.1 KB |
| ~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/10. Bellman equations.mp4 | 12.4 MB |
| ~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/10. Bellman equations.srt | 3.4 KB |
| ~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/11. Solving a Markov decision process.mp4 | 14.2 MB |
| ~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/11. Solving a Markov decision process.srt | 3.6 KB |
| ~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/2. Elements common to all control tasks.mp4 | 38.7 MB |
| ~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/2. Elements common to all control tasks.srt | 6.8 KB |
| ~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/3. The Markov decision process (MDP).mp4 | 25.1 MB |
| ~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/3. The Markov decision process (MDP).srt | 6.4 KB |
| ~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/4. Types of Markov decision process.mp4 | 8.7 MB |
| ~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/4. Types of Markov decision process.srt | 2.4 KB |
| ~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/5. Trajectory vs episode.mp4 | 4.9 MB |
| ~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/5. Trajectory vs episode.srt | 1.2 KB |
| ~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/6. Reward vs Return.mp4 | 5.3 MB |
| ~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/6. Reward vs Return.srt | 1.8 KB |
| ~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/7. Discount factor.mp4 | 14.8 MB |
| ~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/7. Discount factor.srt | 4.6 KB |
| ~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/8. Policy.mp4 | 7.4 MB |
| ~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/8. Policy.srt | 2.3 KB |
| ~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/9. State values v(s) and action values q(s,a).mp4 | 4.3 MB |
| ~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/9. State values v(s) and action values q(s,a).srt | 1.3 KB |
| ~Get Your Files Here !/3. Refresher Q-Learning/1. Module overview.mp4 | 1.5 MB |
| ~Get Your Files Here !/3. Refresher Q-Learning/1. Module overview.srt | 798 B |
| ~Get Your Files Here !/3. Refresher Q-Learning/2. Temporal difference methods.mp4 | 12.6 MB |
| ~Get Your Files Here !/3. Refresher Q-Learning/2. Temporal difference methods.srt | 4.1 KB |
| ~Get Your Files Here !/3. Refresher Q-Learning/3. Solving control tasks with temporal difference method.mp4 | 14.5 MB |
| ~Get Your Files Here !/3. Refresher Q-Learning/3. Solving control tasks with temporal difference method.srt | 4.1 KB |
| ~Get Your Files Here !/3. Refresher Q-Learning/4. Q-Learning.mp4 | 11.1 MB |
| ~Get Your Files Here !/3. Refresher Q-Learning/4. Q-Learning.srt | 2.9 KB |
| ~Get Your Files Here !/3. Refresher Q-Learning/5. Advantages of temporal difference methods.mp4 | 3.7 MB |
| ~Get Your Files Here !/3. Refresher Q-Learning/5. Advantages of temporal difference methods.srt | 1.3 KB |
| ~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/1. Module overview.mp4 | 1.8 MB |
| ~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/1. Module overview.srt | 850 B |
| ~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/2. Function approximators.mp4 | 36.3 MB |
| ~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/2. Function approximators.srt | 9.8 KB |
| ~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/3. Artificial Neural Networks.mp4 | 24.3 MB |
| ~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/3. Artificial Neural Networks.srt | 4.4 KB |
| ~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/4. Artificial Neurons.mp4 | 25.6 MB |
| ~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/4. Artificial Neurons.srt | 6.6 KB |
| ~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/5. How to represent a Neural Network.mp4 | 38.2 MB |
| ~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/5. How to represent a Neural Network.srt | 8.2 KB |
| ~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/6. Stochastic Gradient Descent.mp4 | 49.9 MB |
| ~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/6. Stochastic Gradient Descent.srt | 7.2 KB |
| ~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/7. Neural Network optimization.mp4 | 23.4 MB |
| ~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/7. Neural Network optimization.srt | 5 KB |
| ~Get Your Files Here !/5. Refresher Deep Q-Learning/1. Module overview.mp4 | 1.3 MB |
| ~Get Your Files Here !/5. Refresher Deep Q-Learning/1. Module overview.srt | 602 B |
| ~Get Your Files Here !/5. Refresher Deep Q-Learning/2. Deep Q-Learning.mp4 | 16.2 MB |
| ~Get Your Files Here !/5. Refresher Deep Q-Learning/2. Deep Q-Learning.srt | 3.4 KB |
| ~Get Your Files Here !/5. Refresher Deep Q-Learning/3. Experience replay.mp4 | 9 MB |
| ~Get Your Files Here !/5. Refresher Deep Q-Learning/3. Experience replay.srt | 2.5 KB |
| ~Get Your Files Here !/5. Refresher Deep Q-Learning/4. Target Network.mp4 | 16.6 MB |
| ~Get Your Files Here !/5. Refresher Deep Q-Learning/4. Target Network.srt | 4.6 KB |
| ~Get Your Files Here !/6. PyTorch Lightning/1. PyTorch Lightning.mp4 | 32 MB |
| ~Get Your Files Here !/6. PyTorch Lightning/1. PyTorch Lightning.srt | 10.5 KB |
| ~Get Your Files Here !/6. PyTorch Lightning/10. Prepare the data loader and the optimizer.mp4 | 30.4 MB |
| ~Get Your Files Here !/6. PyTorch Lightning/10. Prepare the data loader and the optimizer.srt | 4.9 KB |
| ~Get Your Files Here !/6. PyTorch Lightning/11. Define the train_step() method.mp4 | 49.8 MB |
| ~Get Your Files Here !/6. PyTorch Lightning/11. Define the train_step() method.srt | 10.9 KB |
| ~Get Your Files Here !/6. PyTorch Lightning/12. Define the train_epoch_end() method.mp4 | 32.2 MB |
| ~Get Your Files Here !/6. PyTorch Lightning/12. Define the train_epoch_end() method.srt | 4.7 KB |
| ~Get Your Files Here !/6. PyTorch Lightning/13. Train the Deep Q-Learning algorithm.mp4 | 35.1 MB |
| ~Get Your Files Here !/6. PyTorch Lightning/13. Train the Deep Q-Learning algorithm.srt | 7.5 KB |
| ~Get Your Files Here !/6. PyTorch Lightning/14. Explore the resulting agent.mp4 | 20.3 MB |
| ~Get Your Files Here !/6. PyTorch Lightning/14. Explore the resulting agent.srt | 3.6 KB |
| ~Get Your Files Here !/6. PyTorch Lightning/2. Link to the code notebook.html | 169 B |
| ~Get Your Files Here !/6. PyTorch Lightning/2.1 Google colab.html | 176 B |
| ~Get Your Files Here !/6. PyTorch Lightning/3. Introduction to PyTorch Lightning.mp4 | 30.9 MB |
| ~Get Your Files Here !/6. PyTorch Lightning/3. Introduction to PyTorch Lightning.srt | 7 KB |
| ~Get Your Files Here !/6. PyTorch Lightning/4. Create the Deep Q-Network.mp4 | 22.9 MB |
| ~Get Your Files Here !/6. PyTorch Lightning/4. Create the Deep Q-Network.srt | 5.9 KB |