[ DevCourseWeb.com ] Udemy - Advanced Reinforcement Learning in Python - cutting-edge DQNs - TorrentBank

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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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