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Create Time:1970-01-01 08:00:00
File Size:1592.15 MB
File Count:142
File Hash:aeee5efd07e93d9cdfd0364549553eb4ef7059d7
Get Bonus Downloads Here.url | 182 B |
~Get Your Files Here !/1. Introduction/1. Introduction.mp4 | 32.37 MB |
~Get Your Files Here !/1. Introduction/1. Introduction.mp4.jpg | 174.83 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 | 5.77 MB |
~Get Your Files Here !/1. Introduction/3. Google Colab.srt | 1.97 KB |
~Get Your Files Here !/1. Introduction/4. Where to begin.mp4 | 4.61 MB |
~Get Your Files Here !/1. Introduction/4. Where to begin.srt | 2.05 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 | 69.15 MB |
~Get Your Files Here !/10. Prioritized Experience Replay/3. DQN for visual inputs.srt | 15.10 KB |
~Get Your Files Here !/10. Prioritized Experience Replay/4. Prioritized Experience Repay Buffer.mp4 | 63.61 MB |
~Get Your Files Here !/10. Prioritized Experience Replay/4. Prioritized Experience Repay Buffer.srt | 15.00 KB |
~Get Your Files Here !/10. Prioritized Experience Replay/5. Create the environment.mp4 | 62.59 MB |
~Get Your Files Here !/10. Prioritized Experience Replay/5. Create the environment.srt | 13.96 KB |
~Get Your Files Here !/10. Prioritized Experience Replay/6. Implement the Deep Q-Learning algorithm with Prioritized Experience Replay.mp4 | 63.31 MB |
~Get Your Files Here !/10. Prioritized Experience Replay/6. Implement the Deep Q-Learning algorithm with Prioritized Experience Replay.srt | 12.92 KB |
~Get Your Files Here !/10. Prioritized Experience Replay/7. Launch the training process.mp4 | 42.51 MB |
~Get Your Files Here !/10. Prioritized Experience Replay/7. Launch the training process.srt | 5.76 KB |
~Get Your Files Here !/10. Prioritized Experience Replay/8. Check the resulting agent.mp4 | 16.76 MB |
~Get Your Files Here !/10. Prioritized Experience Replay/8. Check the resulting agent.srt | 1.93 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 | 2.61 MB |
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/1. Module overview.srt | 1.13 KB |
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/10. Bellman equations.mp4 | 12.41 MB |
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/10. Bellman equations.srt | 3.37 KB |
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/11. Solving a Markov decision process.mp4 | 14.15 MB |
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/11. Solving a Markov decision process.srt | 3.62 KB |
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/2. Elements common to all control tasks.mp4 | 38.74 MB |
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/2. Elements common to all control tasks.srt | 6.79 KB |
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/3. The Markov decision process (MDP).mp4 | 25.10 MB |
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/3. The Markov decision process (MDP).srt | 6.35 KB |
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/4. Types of Markov decision process.mp4 | 8.68 MB |
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/4. Types of Markov decision process.srt | 2.42 KB |
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/5. Trajectory vs episode.mp4 | 4.95 MB |
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/5. Trajectory vs episode.srt | 1.23 KB |
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/6. Reward vs Return.mp4 | 5.30 MB |
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/6. Reward vs Return.srt | 1.81 KB |
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/7. Discount factor.mp4 | 14.78 MB |
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/7. Discount factor.srt | 4.63 KB |
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/8. Policy.mp4 | 7.41 MB |
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/8. Policy.srt | 2.34 KB |
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/9. State values v(s) and action values q(s,a).mp4 | 4.29 MB |
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/9. State values v(s) and action values q(s,a).srt | 1.30 KB |
~Get Your Files Here !/3. Refresher Q-Learning/1. Module overview.mp4 | 1.49 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 | 12.62 MB |
~Get Your Files Here !/3. Refresher Q-Learning/2. Temporal difference methods.srt | 4.08 KB |
~Get Your Files Here !/3. Refresher Q-Learning/3. Solving control tasks with temporal difference method.mp4 | 14.52 MB |
~Get Your Files Here !/3. Refresher Q-Learning/3. Solving control tasks with temporal difference method.srt | 4.07 KB |
~Get Your Files Here !/3. Refresher Q-Learning/4. Q-Learning.mp4 | 11.07 MB |
~Get Your Files Here !/3. Refresher Q-Learning/4. Q-Learning.srt | 2.87 KB |
~Get Your Files Here !/3. Refresher Q-Learning/5. Advantages of temporal difference methods.mp4 | 3.71 MB |
~Get Your Files Here !/3. Refresher Q-Learning/5. Advantages of temporal difference methods.srt | 1.29 KB |
~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/1. Module overview.mp4 | 1.78 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 | 36.32 MB |
~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/2. Function approximators.srt | 9.77 KB |
~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/3. Artificial Neural Networks.mp4 | 24.35 MB |
~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/3. Artificial Neural Networks.srt | 4.43 KB |
~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/4. Artificial Neurons.mp4 | 25.64 MB |
~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/4. Artificial Neurons.srt | 6.56 KB |
~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/5. How to represent a Neural Network.mp4 | 38.16 MB |
~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/5. How to represent a Neural Network.srt | 8.25 KB |
~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/6. Stochastic Gradient Descent.mp4 | 49.87 MB |
~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/6. Stochastic Gradient Descent.srt | 7.21 KB |
~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/7. Neural Network optimization.mp4 | 23.40 MB |
~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/7. Neural Network optimization.srt | 5.00 KB |
~Get Your Files Here !/5. Refresher Deep Q-Learning/1. Module overview.mp4 | 1.27 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 | 16.17 MB |
~Get Your Files Here !/5. Refresher Deep Q-Learning/2. Deep Q-Learning.srt | 3.37 KB |
~Get Your Files Here !/5. Refresher Deep Q-Learning/3. Experience replay.mp4 | 8.99 MB |
~Get Your Files Here !/5. Refresher Deep Q-Learning/3. Experience replay.srt | 2.51 KB |
~Get Your Files Here !/5. Refresher Deep Q-Learning/4. Target Network.mp4 | 16.58 MB |
~Get Your Files Here !/5. Refresher Deep Q-Learning/4. Target Network.srt | 4.56 KB |
~Get Your Files Here !/6. PyTorch Lightning/1. PyTorch Lightning.mp4 | 32.01 MB |
~Get Your Files Here !/6. PyTorch Lightning/1. PyTorch Lightning.srt | 10.47 KB |
~Get Your Files Here !/6. PyTorch Lightning/10. Prepare the data loader and the optimizer.mp4 | 30.43 MB |
~Get Your Files Here !/6. PyTorch Lightning/10. Prepare the data loader and the optimizer.srt | 4.89 KB |
~Get Your Files Here !/6. PyTorch Lightning/11. Define the train_step() method.mp4 | 49.77 MB |
~Get Your Files Here !/6. PyTorch Lightning/11. Define the train_step() method.srt | 10.87 KB |
~Get Your Files Here !/6. PyTorch Lightning/12. Define the train_epoch_end() method.mp4 | 32.17 MB |
~Get Your Files Here !/6. PyTorch Lightning/12. Define the train_epoch_end() method.srt | 4.69 KB |
~Get Your Files Here !/6. PyTorch Lightning/13. Train the Deep Q-Learning algorithm.mp4 | 35.05 MB |
~Get Your Files Here !/6. PyTorch Lightning/13. Train the Deep Q-Learning algorithm.srt | 7.52 KB |
~Get Your Files Here !/6. PyTorch Lightning/14. Explore the resulting agent.mp4 | 20.28 MB |
~Get Your Files Here !/6. PyTorch Lightning/14. Explore the resulting agent.srt | 3.57 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 | 30.94 MB |
~Get Your Files Here !/6. PyTorch Lightning/3. Introduction to PyTorch Lightning.srt | 6.96 KB |
~Get Your Files Here !/6. PyTorch Lightning/4. Create the Deep Q-Network.mp4 | 22.93 MB |
~Get Your Files Here !/6. PyTorch Lightning/4. Create the Deep Q-Network.srt | 5.92 KB |
~Get Your Files Here !/6. PyTorch Lightning/5. Create the policy.mp4 | 18.04 MB |
~Get Your Files Here !/6. PyTorch Lightning/5. Create the policy.srt | 5.72 KB |
~Get Your Files Here !/6. PyTorch Lightning/6. Create the replay buffer.mp4 | 22.98 MB |
~Get Your Files Here !/6. PyTorch Lightning/6. Create the replay buffer.srt | 6.59 KB |
~Get Your Files Here !/6. PyTorch Lightning/7. Create the environment.mp4 | 32.21 MB |
~Get Your Files Here !/6. PyTorch Lightning/7. Create the environment.srt | 8.91 KB |
~Get Your Files Here !/6. PyTorch Lightning/8. Define the class for the Deep Q-Learning algorithm.mp4 | 54.53 MB |
~Get Your Files Here !/6. PyTorch Lightning/8. Define the class for the Deep Q-Learning algorithm.srt | 13.62 KB |
~Get Your Files Here !/6. PyTorch Lightning/9. Define the play_episode() function.mp4 | 29.11 MB |
~Get Your Files Here !/6. PyTorch Lightning/9. Define the play_episode() function.srt | 5.47 KB |
~Get Your Files Here !/7. Hyperparameter tuning with Optuna/1. Hyperparameter tuning with Optuna.mp4 | 32.42 MB |
~Get Your Files Here !/7. Hyperparameter tuning with Optuna/1. Hyperparameter tuning with Optuna.srt | 10.97 KB |
~Get Your Files Here !/7. Hyperparameter tuning with Optuna/2. Link to the code notebook.html | 169 B |
~Get Your Files Here !/7. Hyperparameter tuning with Optuna/2.1 Google colab.html | 176 B |
~Get Your Files Here !/7. Hyperparameter tuning with Optuna/3. Log average return.mp4 | 33.63 MB |
~Get Your Files Here !/7. Hyperparameter tuning with Optuna/3. Log average return.srt | 5.56 KB |
~Get Your Files Here !/7. Hyperparameter tuning with Optuna/4. Define the objective function.mp4 | 29.84 MB |
~Get Your Files Here !/7. Hyperparameter tuning with Optuna/4. Define the objective function.srt | 6.15 KB |
~Get Your Files Here !/7. Hyperparameter tuning with Optuna/5. Create and launch the hyperparameter tuning job.mp4 | 18.52 MB |
~Get Your Files Here !/7. Hyperparameter tuning with Optuna/5. Create and launch the hyperparameter tuning job.srt | 3.18 KB |
~Get Your Files Here !/7. Hyperparameter tuning with Optuna/6. Explore the best trial.mp4 | 19.19 MB |
~Get Your Files Here !/7. Hyperparameter tuning with Optuna/6. Explore the best trial.srt | 3.06 KB |
~Get Your Files Here !/8. Double Deep Q-Learning/1. Maximization bias and Double Deep Q-Learning.mp4 | 13.84 MB |
~Get Your Files Here !/8. Double Deep Q-Learning/2. Link to the code notebook.html | 169 B |
~Get Your Files Here !/8. Double Deep Q-Learning/2.1 Google colab.html | 165 B |
~Get Your Files Here !/8. Double Deep Q-Learning/3. Create the Double Deep Q-Learning algorithm.mp4 | 49.94 MB |
~Get Your Files Here !/8. Double Deep Q-Learning/3. Create the Double Deep Q-Learning algorithm.srt | 8.47 KB |
~Get Your Files Here !/8. Double Deep Q-Learning/4. Check the resulting agent.mp4 | 9.13 MB |
~Get Your Files Here !/8. Double Deep Q-Learning/4. Check the resulting agent.srt | 1.72 KB |
~Get Your Files Here !/9. Dueling Deep Q-Networks/1. Dueling Deep Q-Networks.html | 79 B |
~Get Your Files Here !/9. Dueling Deep Q-Networks/2. Link to the code notebook.html | 159 B |
~Get Your Files Here !/9. Dueling Deep Q-Networks/2.1 Google colab.html | 166 B |
~Get Your Files Here !/9. Dueling Deep Q-Networks/3. Create the dueling DQN.mp4 | 54.38 MB |
~Get Your Files Here !/9. Dueling Deep Q-Networks/3. Create the dueling DQN.srt | 11.66 KB |
~Get Your Files Here !/9. Dueling Deep Q-Networks/4. Create the environment - Part 1.mp4 | 41.28 MB |
~Get Your Files Here !/9. Dueling Deep Q-Networks/4. Create the environment - Part 1.srt | 9.02 KB |
~Get Your Files Here !/9. Dueling Deep Q-Networks/5. Create the environment - Part 2.mp4 | 36.64 MB |
~Get Your Files Here !/9. Dueling Deep Q-Networks/5. Create the environment - Part 2.srt | 6.65 KB |
~Get Your Files Here !/9. Dueling Deep Q-Networks/6. Implement Deep Q-Learning.mp4 | 36.43 MB |
~Get Your Files Here !/9. Dueling Deep Q-Networks/6. Implement Deep Q-Learning.srt | 6.66 KB |
~Get Your Files Here !/9. Dueling Deep Q-Networks/7. Check the resulting agent.mp4 | 20.94 MB |
~Get Your Files Here !/9. Dueling Deep Q-Networks/7. Check the resulting agent.srt | 2.72 KB |
~Get Your Files Here !/Bonus Resources.txt | 386 B |
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