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