FreeCourseWeb com Udemy Advanced Reinforcement Learning policy gradient methods

FreeCourseWeb com Udemy Advanced Reinforcement Learning policy gradient methods

Name	[ FreeCourseWeb.com ] Udemy - Advanced Reinforcement Learning - policy gradient methods	DOWNLOAD Copy Link
Total Size	768.7 MB
Total Files	88
Last Seen	2024-11-19 00:29
Hash	5743EEB7D00724621857FF1C05B45E1C32453D4A

/
Get Bonus Downloads Here.url	0.2 KB
/01 - Introduction/
001 Introduction.html	0.1 KB
002 Reinforcement Learning series.html	0.7 KB
003 Google Colab.mp4	6.1 MB
003 Google Colab_en.vtt	1.8 KB
004 Where to begin.html	0.1 KB
/.../02 - Refresher The Markov Decision Process (MDP)/
001 Elements common to all control tasks.mp4	40.6 MB
001 Elements common to all control tasks_en.vtt	6.1 KB
002 The Markov decision process (MDP).mp4	26.3 MB
002 The Markov decision process (MDP)_en.vtt	5.8 KB
003 Types of Markov decision process.mp4	9.1 MB
003 Types of Markov decision process_en.vtt	2.2 KB
004 Trajectory vs episode.mp4	5.2 MB
004 Trajectory vs episode_en.vtt	1.1 KB
005 Reward vs Return.mp4	5.5 MB
005 Reward vs Return_en.vtt	1.6 KB
006 Discount factor.mp4	15.5 MB
006 Discount factor_en.vtt	4.2 KB
007 Policy.mp4	7.8 MB
007 Policy_en.vtt	2.1 KB
008 State values v(s) and action values q(s,a).mp4	4.5 MB
008 State values v(s) and action values q(s,a)_en.vtt	1.2 KB
009 Bellman equations.mp4	13.0 MB
009 Bellman equations_en.vtt	3.1 KB
010 Solving a Markov decision process.mp4	14.8 MB
010 Solving a Markov decision process_en.vtt	3.3 KB
/.../03 - Refresher Monte Carlo methods/
001 Monte Carlo methods.mp4	14.4 MB
001 Monte Carlo methods_en.vtt	3.4 KB
002 Solving control tasks with Monte Carlo methods.mp4	24.9 MB
002 Solving control tasks with Monte Carlo methods_en.vtt	7.2 KB
003 On-policy Monte Carlo control.mp4	21.4 MB
003 On-policy Monte Carlo control_en.vtt	4.7 KB
/.../04 - Refresher Temporal difference methods/
001 Temporal difference methods.mp4	13.2 MB
001 Temporal difference methods_en.vtt	3.7 KB
002 Solving control tasks with temporal difference methods.mp4	15.2 MB
002 Solving control tasks with temporal difference methods_en.vtt	3.7 KB
003 Monte Carlo vs temporal difference methods.mp4	9.3 MB
003 Monte Carlo vs temporal difference methods_en.vtt	1.6 KB
004 SARSA.mp4	18.6 MB
004 SARSA_en.vtt	4.0 KB
005 Q-Learning.mp4	11.6 MB
005 Q-Learning_en.vtt	2.6 KB
006 Advantages of temporal difference methods.mp4	3.9 MB
006 Advantages of temporal difference methods_en.vtt	1.2 KB
/.../05 - Refresher N-step bootstrapping/
001 N-step temporal difference methods.mp4	13.1 MB
001 N-step temporal difference methods_en.vtt	3.4 KB
002 Where do n-step methods fit.mp4	11.7 MB
002 Where do n-step methods fit_en.vtt	2.7 KB
003 Effect of changing n.mp4	29.4 MB
003 Effect of changing n_en.vtt	4.8 KB
/.../06 - Refresher Brief introduction to Neural Networks/
001 Function approximators.mp4	38.1 MB
001 Function approximators_en.vtt	8.8 KB
002 Artificial Neural Networks.mp4	25.5 MB
002 Artificial Neural Networks_en.vtt	4.0 KB
003 Artificial Neurons.mp4	26.9 MB
003 Artificial Neurons_en.vtt	6.0 KB
004 How to represent a Neural Network.mp4	40.0 MB
004 How to represent a Neural Network_en.vtt	7.4 KB
005 Stochastic Gradient Descent.mp4	52.3 MB
005 Stochastic Gradient Descent_en.vtt	6.6 KB
006 Neural Network optimization.mp4	24.5 MB
006 Neural Network optimization_en.vtt	4.5 KB
/.../07 - Refresher REINFORCE/
001 Policy gradient methods.mp4	22.7 MB
001 Policy gradient methods_en.vtt	4.9 KB
002 Representing policies using neural networks.mp4	29.1 MB
002 Representing policies using neural networks_en.vtt	5.3 KB
003 Policy performance.mp4	8.9 MB
003 Policy performance_en.vtt	2.6 KB
004 The policy gradient theorem.mp4	16.7 MB
004 The policy gradient theorem_en.vtt	3.9 KB
005 REINFORCE.mp4	13.9 MB
005 REINFORCE_en.vtt	4.2 KB
006 Parallel learning.mp4	12.9 MB
006 Parallel learning_en.vtt	3.7 KB
007 Entropy regularization.mp4	24.3 MB
007 Entropy regularization_en.vtt	6.8 KB
008 REINFORCE 2.mp4	11.4 MB
008 REINFORCE 2_en.vtt	2.4 KB
/.../08 - PyTorch Lightning/
001 PyTorch Lightning.mp4	33.6 MB
001 PyTorch Lightning_en.vtt	9.5 KB
002 Link to the code notebook.html	0.1 KB
/.../09 - REINFORCE for continuous control tasks/
001 REINFORCE for continuous action spaces.html	0.1 KB
/.../10 - Advantage Actor Critic (A2C)/
001 A2C.mp4	52.5 MB
001 A2C_en.vtt	10.8 KB
/.../11 - Generalized Advantage Estimation (GAE)/
001 Generalized Advantage Estimation.html	0.1 KB
/.../12 - Proximal Policy Optimization (PPO)/
001 Proximal Policy Optimization.html	0.1 KB
/.../13 - Phasic PPO/
001 Phasic PPO.html	0.1 KB
/~Get Your Files Here !/
Bonus Resources.txt	0.4 KB
Total files 88