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[ DevCourseWeb.com ] Udemy - Advanced Reinforcement Learning in Python - cutting-edge DQNs
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2023-12-27 05:15
2024-12-23 00:10
150
1.55 GB
62
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DevCourseWeb
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Udemy
-
Advanced
Reinforcement
Learning
in
Python
-
cutting-edge
DQNs
文件列表
~Get Your Files Here !/1. Introduction/1. Introduction.mp4
32.37MB
~Get Your Files Here !/1. Introduction/3. Google Colab.mp4
5.77MB
~Get Your Files Here !/1. Introduction/4. Where to begin.mp4
4.61MB
~Get Your Files Here !/10. Prioritized Experience Replay/3. DQN for visual inputs.mp4
69.15MB
~Get Your Files Here !/10. Prioritized Experience Replay/4. Prioritized Experience Repay Buffer.mp4
63.61MB
~Get Your Files Here !/10. Prioritized Experience Replay/5. Create the environment.mp4
62.59MB
~Get Your Files Here !/10. Prioritized Experience Replay/6. Implement the Deep Q-Learning algorithm with Prioritized Experience Replay.mp4
63.31MB
~Get Your Files Here !/10. Prioritized Experience Replay/7. Launch the training process.mp4
42.51MB
~Get Your Files Here !/10. Prioritized Experience Replay/8. Check the resulting agent.mp4
16.76MB
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/1. Module overview.mp4
2.61MB
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/10. Bellman equations.mp4
12.41MB
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/11. Solving a Markov decision process.mp4
14.15MB
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/2. Elements common to all control tasks.mp4
38.74MB
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/3. The Markov decision process (MDP).mp4
25.1MB
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/4. Types of Markov decision process.mp4
8.68MB
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/5. Trajectory vs episode.mp4
4.95MB
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/6. Reward vs Return.mp4
5.3MB
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/7. Discount factor.mp4
14.78MB
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/8. Policy.mp4
7.41MB
~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/9. State values v(s) and action values q(s,a).mp4
4.29MB
~Get Your Files Here !/3. Refresher Q-Learning/1. Module overview.mp4
1.49MB
~Get Your Files Here !/3. Refresher Q-Learning/2. Temporal difference methods.mp4
12.62MB
~Get Your Files Here !/3. Refresher Q-Learning/3. Solving control tasks with temporal difference method.mp4
14.52MB
~Get Your Files Here !/3. Refresher Q-Learning/4. Q-Learning.mp4
11.07MB
~Get Your Files Here !/3. Refresher Q-Learning/5. Advantages of temporal difference methods.mp4
3.71MB
~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/1. Module overview.mp4
1.78MB
~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/2. Function approximators.mp4
36.32MB
~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/3. Artificial Neural Networks.mp4
24.35MB
~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/4. Artificial Neurons.mp4
25.64MB
~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/5. How to represent a Neural Network.mp4
38.16MB
~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/6. Stochastic Gradient Descent.mp4
49.87MB
~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/7. Neural Network optimization.mp4
23.4MB
~Get Your Files Here !/5. Refresher Deep Q-Learning/1. Module overview.mp4
1.27MB
~Get Your Files Here !/5. Refresher Deep Q-Learning/2. Deep Q-Learning.mp4
16.17MB
~Get Your Files Here !/5. Refresher Deep Q-Learning/3. Experience replay.mp4
8.99MB
~Get Your Files Here !/5. Refresher Deep Q-Learning/4. Target Network.mp4
16.58MB
~Get Your Files Here !/6. PyTorch Lightning/1. PyTorch Lightning.mp4
32.01MB
~Get Your Files Here !/6. PyTorch Lightning/10. Prepare the data loader and the optimizer.mp4
30.43MB
~Get Your Files Here !/6. PyTorch Lightning/11. Define the train_step() method.mp4
49.77MB
~Get Your Files Here !/6. PyTorch Lightning/12. Define the train_epoch_end() method.mp4
32.17MB
~Get Your Files Here !/6. PyTorch Lightning/13. Train the Deep Q-Learning algorithm.mp4
35.05MB
~Get Your Files Here !/6. PyTorch Lightning/14. Explore the resulting agent.mp4
20.28MB
~Get Your Files Here !/6. PyTorch Lightning/3. Introduction to PyTorch Lightning.mp4
30.94MB
~Get Your Files Here !/6. PyTorch Lightning/4. Create the Deep Q-Network.mp4
22.93MB
~Get Your Files Here !/6. PyTorch Lightning/5. Create the policy.mp4
18.04MB
~Get Your Files Here !/6. PyTorch Lightning/6. Create the replay buffer.mp4
22.98MB
~Get Your Files Here !/6. PyTorch Lightning/7. Create the environment.mp4
32.21MB
~Get Your Files Here !/6. PyTorch Lightning/8. Define the class for the Deep Q-Learning algorithm.mp4
54.53MB
~Get Your Files Here !/6. PyTorch Lightning/9. Define the play_episode() function.mp4
29.11MB
~Get Your Files Here !/7. Hyperparameter tuning with Optuna/1. Hyperparameter tuning with Optuna.mp4
32.42MB
~Get Your Files Here !/7. Hyperparameter tuning with Optuna/3. Log average return.mp4
33.63MB
~Get Your Files Here !/7. Hyperparameter tuning with Optuna/4. Define the objective function.mp4
29.84MB
~Get Your Files Here !/7. Hyperparameter tuning with Optuna/5. Create and launch the hyperparameter tuning job.mp4
18.52MB
~Get Your Files Here !/7. Hyperparameter tuning with Optuna/6. Explore the best trial.mp4
19.19MB
~Get Your Files Here !/8. Double Deep Q-Learning/1. Maximization bias and Double Deep Q-Learning.mp4
13.84MB
~Get Your Files Here !/8. Double Deep Q-Learning/3. Create the Double Deep Q-Learning algorithm.mp4
49.94MB
~Get Your Files Here !/8. Double Deep Q-Learning/4. Check the resulting agent.mp4
9.13MB
~Get Your Files Here !/9. Dueling Deep Q-Networks/3. Create the dueling DQN.mp4
54.38MB
~Get Your Files Here !/9. Dueling Deep Q-Networks/4. Create the environment - Part 1.mp4
41.28MB
~Get Your Files Here !/9. Dueling Deep Q-Networks/5. Create the environment - Part 2.mp4
36.64MB
~Get Your Files Here !/9. Dueling Deep Q-Networks/6. Implement Deep Q-Learning.mp4
36.43MB
~Get Your Files Here !/9. Dueling Deep Q-Networks/7. Check the resulting agent.mp4
20.94MB
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