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~Get Your Files Here !/06 - PyTorch Lightning/006 Create the replay buffer_en.vtt
5.62KB
~Get Your Files Here !/06 - PyTorch Lightning/007 Create the environment.mp4
32.22MB
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~Get Your Files Here !/06 - PyTorch Lightning/007 Create the environment_en.vtt
7.49KB
~Get Your Files Here !/06 - PyTorch Lightning/008 Define the class for the Deep Q-Learning algorithm.mp4
54.54MB
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~Get Your Files Here !/06 - PyTorch Lightning/008 Define the class for the Deep Q-Learning algorithm_en.vtt
11.63KB
~Get Your Files Here !/06 - PyTorch Lightning/009 Define the play_episode() function.mp4
29.1MB
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~Get Your Files Here !/06 - PyTorch Lightning/009 Define the play_episode() function_en.vtt
4.86KB
~Get Your Files Here !/06 - PyTorch Lightning/010 Prepare the data loader and the optimizer.mp4
30.43MB
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~Get Your Files Here !/06 - PyTorch Lightning/010 Prepare the data loader and the optimizer_en.vtt
4.21KB
~Get Your Files Here !/06 - PyTorch Lightning/011 Define the train_step() method.mp4
49.77MB
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~Get Your Files Here !/06 - PyTorch Lightning/011 Define the train_step() method_en.vtt
9.28KB
~Get Your Files Here !/06 - PyTorch Lightning/012 Define the train_epoch_end() method.mp4
32.17MB
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~Get Your Files Here !/06 - PyTorch Lightning/012 Define the train_epoch_end() method_en.vtt
3.96KB
~Get Your Files Here !/06 - PyTorch Lightning/013 [Important] Lecture correction.html
613B
~Get Your Files Here !/06 - PyTorch Lightning/014 Train the Deep Q-Learning algorithm.mp4
35.03MB
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~Get Your Files Here !/06 - PyTorch Lightning/014 Train the Deep Q-Learning algorithm_en.vtt
6.49KB
~Get Your Files Here !/06 - PyTorch Lightning/015 Explore the resulting agent.mp4
20.26MB
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~Get Your Files Here !/06 - PyTorch Lightning/015 Explore the resulting agent_en.vtt
2.82KB
~Get Your Files Here !/06 - PyTorch Lightning/external-assets-links.txt
140B
~Get Your Files Here !/07 - Hyperparameter tuning with Optuna/001 Hyperparameter tuning with Optuna.mp4
32.42MB
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~Get Your Files Here !/07 - Hyperparameter tuning with Optuna/001 Hyperparameter tuning with Optuna_en.vtt
9.63KB
~Get Your Files Here !/07 - Hyperparameter tuning with Optuna/002 Link to the code notebook.html
280B
~Get Your Files Here !/07 - Hyperparameter tuning with Optuna/003 Log average return.mp4
33.62MB
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~Get Your Files Here !/07 - Hyperparameter tuning with Optuna/003 Log average return_en.vtt
4.79KB
~Get Your Files Here !/07 - Hyperparameter tuning with Optuna/004 Define the objective function.mp4
29.84MB
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~Get Your Files Here !/07 - Hyperparameter tuning with Optuna/004 Define the objective function_en.vtt
5.28KB
~Get Your Files Here !/07 - Hyperparameter tuning with Optuna/005 Create and launch the hyperparameter tuning job.mp4
18.5MB
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~Get Your Files Here !/07 - Hyperparameter tuning with Optuna/005 Create and launch the hyperparameter tuning job_en.vtt
2.65KB
~Get Your Files Here !/07 - Hyperparameter tuning with Optuna/006 Explore the best trial.mp4
19.15MB
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~Get Your Files Here !/07 - Hyperparameter tuning with Optuna/006 Explore the best trial_en.vtt
2.61KB
~Get Your Files Here !/07 - Hyperparameter tuning with Optuna/external-assets-links.txt
140B
~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/001 Continuous action spaces.mp4
29.64MB
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/001 Continuous action spaces_en.vtt
6.77KB
~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/002 The advantage function.mp4
13.42MB
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/002 The advantage function_en.vtt
4.81KB
~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/003 Normalized Advantage Function (NAF).mp4
10.09MB
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/003 Normalized Advantage Function (NAF)_en.vtt
3.31KB
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/006 Hyperbolic tangent.mp4
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/007 Creating the (NAF) Deep Q-Network 1.mp4
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/007 Creating the (NAF) Deep Q-Network 1_en.vtt
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/008 Creating the (NAF) Deep Q-Network 2.mp4
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/009 Creating the (NAF) Deep Q-Network 3.mp4
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/010 Creating the (NAF) Deep Q-Network 4.mp4
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/010 Creating the (NAF) Deep Q-Network 4_en.vtt
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/011 Creating the policy.mp4
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/011 Creating the policy_en.vtt
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/012 Create the environment.mp4
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/012 Create the environment_en.vtt
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/013 Polyak averaging.mp4
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/013 Polyak averaging_en.vtt
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/014 Implementing Polyak averaging.mp4
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/014 Implementing Polyak averaging_en.vtt
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/015 Create the (NAF) Deep Q-Learning algorithm.mp4
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/015 Create the (NAF) Deep Q-Learning algorithm_en.vtt
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/016 Implement the training step.mp4
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/016 Implement the training step_en.vtt
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/017 Implement the end-of-epoch logic.mp4
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/017 Implement the end-of-epoch logic_en.vtt
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/018 Debugging and launching the algorithm.mp4
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/018 Debugging and launching the algorithm_en.vtt
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/019 Checking the resulting agent.mp4
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/019 Checking the resulting agent_en.vtt
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~Get Your Files Here !/08 - Deep Q-Learning for continuous action spaces (Normalized Advantage Function)/external-assets-links.txt
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~Get Your Files Here !/09 - Refresher Policy gradient methods/001 Policy gradient methods.mp4
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~Get Your Files Here !/09 - Refresher Policy gradient methods/001 Policy gradient methods_en.vtt
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~Get Your Files Here !/09 - Refresher Policy gradient methods/002 Policy performance.mp4
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~Get Your Files Here !/09 - Refresher Policy gradient methods/002 Policy performance_en.vtt
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~Get Your Files Here !/09 - Refresher Policy gradient methods/003 Representing policies using neural networks.mp4
27.76MB
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~Get Your Files Here !/09 - Refresher Policy gradient methods/003 Representing policies using neural networks_en.vtt
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~Get Your Files Here !/09 - Refresher Policy gradient methods/004 The policy gradient theorem.mp4
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~Get Your Files Here !/09 - Refresher Policy gradient methods/004 The policy gradient theorem_en.vtt
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~Get Your Files Here !/09 - Refresher Policy gradient methods/005 Entropy Regularization.mp4
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~Get Your Files Here !/09 - Refresher Policy gradient methods/005 Entropy Regularization_en.vtt
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/001 The Brax Physics engine.mp4
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/001 The Brax Physics engine_en.vtt
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/002 Deep Deterministic Policy Gradient (DDPG).mp4
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/002 Deep Deterministic Policy Gradient (DDPG)_en.vtt
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/003 DDPG pseudocode.mp4
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/003 DDPG pseudocode_en.vtt
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/004 Link to the code notebook.html
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/005 Deep Deterministic Policy Gradient (DDPG).mp4
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/005 Deep Deterministic Policy Gradient (DDPG)_en.vtt
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/006 Create the gradient policy.mp4
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/006 Create the gradient policy_en.vtt
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/007 Create the Deep Q-Network.mp4
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/007 Create the Deep Q-Network_en.vtt
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/008 Create the DDPG class.mp4
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/008 Create the DDPG class_en.vtt
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/009 Define the play method.mp4
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/009 Define the play method_en.vtt
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/010 Setup the optimizers and dataloader.mp4
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/010 Setup the optimizers and dataloader_en.vtt
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/011 Define the training step.mp4
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/011 Define the training step_en.vtt
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/012 Launch the training process.mp4
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/012 Launch the training process_en.vtt
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/013 Check the resulting agent.mp4
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/013 Check the resulting agent_en.vtt
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~Get Your Files Here !/10 - Deep Deterministic Policy Gradient (DDPG)/external-assets-links.txt
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~Get Your Files Here !/11 - Twin Delayed DDPG (TD3)/001 Twin Delayed DDPG (TD3).mp4
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~Get Your Files Here !/11 - Twin Delayed DDPG (TD3)/001 Twin Delayed DDPG (TD3)_en.vtt
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20.01MB
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~Get Your Files Here !/12 - Soft Actor-Critic (SAC)/001 Soft Actor-Critic (SAC).mp4
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~Get Your Files Here !/12 - Soft Actor-Critic (SAC)/004 Create the Deep Q-Network_en.vtt
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~Get Your Files Here !/12 - Soft Actor-Critic (SAC)/005 Create the gradient policy_en.vtt
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~Get Your Files Here !/12 - Soft Actor-Critic (SAC)/006 Implement the Soft Actor-Critic algorithm - Part 1.mp4
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~Get Your Files Here !/12 - Soft Actor-Critic (SAC)/006 Implement the Soft Actor-Critic algorithm - Part 1_en.vtt
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~Get Your Files Here !/12 - Soft Actor-Critic (SAC)/007 Implement the Soft Actor-Critic algorithm - Part 2.mp4
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~Get Your Files Here !/12 - Soft Actor-Critic (SAC)/007 Implement the Soft Actor-Critic algorithm - Part 2_en.vtt
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~Get Your Files Here !/12 - Soft Actor-Critic (SAC)/008 Check the results.mp4
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~Get Your Files Here !/12 - Soft Actor-Critic (SAC)/008 Check the results_en.vtt
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~Get Your Files Here !/13 - Hindsight Experience Replay/001 Hindsight Experience Replay (HER).mp4
17.07MB
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~Get Your Files Here !/13 - Hindsight Experience Replay/001 Hindsight Experience Replay (HER)_en.vtt
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~Get Your Files Here !/13 - Hindsight Experience Replay/002 Implement Hindsight Experience Replay (HER) - Part 1.mp4
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~Get Your Files Here !/13 - Hindsight Experience Replay/002 Implement Hindsight Experience Replay (HER) - Part 1_en.vtt
5.17KB
~Get Your Files Here !/13 - Hindsight Experience Replay/003 Implement Hindsight Experience Replay (HER) - Part 2.mp4
21.66MB
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~Get Your Files Here !/13 - Hindsight Experience Replay/003 Implement Hindsight Experience Replay (HER) - Part 2_en.vtt
2.92KB
~Get Your Files Here !/13 - Hindsight Experience Replay/004 Implement Hindsight Experience Replay (HER) - Part 3.mp4
73.74MB
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~Get Your Files Here !/13 - Hindsight Experience Replay/004 Implement Hindsight Experience Replay (HER) - Part 3_en.vtt
9.88KB
~Get Your Files Here !/13 - Hindsight Experience Replay/005 Check the results.mp4
7.4MB
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~Get Your Files Here !/13 - Hindsight Experience Replay/005 Check the results_en.vtt
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~Get Your Files Here !/14 - Final steps/001 Next steps.mp4
17.27MB
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~Get Your Files Here !/14 - Final steps/001 Next steps_en.vtt
2.15KB
~Get Your Files Here !/14 - Final steps/002 Next steps.html
480B
~Get Your Files Here !/Bonus Resources.txt
386B