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Udemy - Advanced Reinforcement Learning In Python - Cutting-Edge DQNs

Torrent Details

Udemy - Advanced Reinforcement Learning in Python - cutting-edge DQNs

NAME: Udemy - Advanced Reinforcement Learning in Python - cutting-edge DQNs.torrent

CATEGORY: Other

INFOHASH: aeee5efd07e93d9cdfd0364549553eb4ef7059d7

SIZE: 1.6 GB in 98 files

ADDED: Uploaded on 08-04-2022 by our crawler pet called "Spidey".

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Description

Advanced Reinforcement Learning in Python: cutting-edge DQNs

https://DevCourseWeb.com

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English + srt | Duration: 73 lectures (5h 9m) | Size: 1.6 GB

Build Artificial Intelligence (AI) agents using Deep Reinforcement Learning and PyTorch: From basic DQN to Rainbow DQN

What you'll learn
Master some of the most advanced Reinforcement Learning algorithms.
Learn how to create AIs that can act in a complex environment to achieve their goals.
Create from scratch advanced Reinforcement Learning agents using Python's most popular tools (PyTorch Lightning, OpenAI gym, Optuna)
Learn how to perform hyperparameter tuning (Choosing the best experimental conditions for our AI to learn)
Fundamentally understand the learning process for each algorithm.
Debug and extend the algorithms presented.
Understand and implement new algorithms from research papers.

Requirements
Be comfortable programming in Python
Completing our course "Reinforcement Learning beginner to master" or being familiar with the basics of Reinforcement Learning (or watching the leveling sections included in this course).
Know basic statistics (mean, variance, normal distribution)

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Files in this torrent

FILENAME		SIZE
	~Get Your Files Here !/1. Introduction/1. Introduction.mp4	32.4 MB
	~Get Your Files Here !/1. Introduction/1. Introduction.mp4.jpg	174.8 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	5.8 MB
	~Get Your Files Here !/1. Introduction/3. Google Colab.srt	2 KB
	~Get Your Files Here !/1. Introduction/4. Where to begin.mp4	4.6 MB
	~Get Your Files Here !/1. Introduction/4. Where to begin.srt	2.1 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	69.1 MB
	~Get Your Files Here !/10. Prioritized Experience Replay/3. DQN for visual inputs.srt	15.1 KB
	~Get Your Files Here !/10. Prioritized Experience Replay/4. Prioritized Experience Repay Buffer.mp4	63.6 MB
	~Get Your Files Here !/10. Prioritized Experience Replay/4. Prioritized Experience Repay Buffer.srt	15 KB
	~Get Your Files Here !/10. Prioritized Experience Replay/5. Create the environment.mp4	62.6 MB
	~Get Your Files Here !/10. Prioritized Experience Replay/5. Create the environment.srt	14 KB
	~Get Your Files Here !/10. Prioritized Experience Replay/6. Implement the Deep Q-Learning algorithm with Prioritized Experience Replay.mp4	63.3 MB
	~Get Your Files Here !/10. Prioritized Experience Replay/6. Implement the Deep Q-Learning algorithm with Prioritized Experience Replay.srt	12.9 KB
	~Get Your Files Here !/10. Prioritized Experience Replay/7. Launch the training process.mp4	42.5 MB
	~Get Your Files Here !/10. Prioritized Experience Replay/7. Launch the training process.srt	5.8 KB
	~Get Your Files Here !/10. Prioritized Experience Replay/8. Check the resulting agent.mp4	16.8 MB
	~Get Your Files Here !/10. Prioritized Experience Replay/8. Check the resulting agent.srt	1.9 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	2.6 MB
	~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/1. Module overview.srt	1.1 KB
	~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/10. Bellman equations.mp4	12.4 MB
	~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/10. Bellman equations.srt	3.4 KB
	~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/11. Solving a Markov decision process.mp4	14.2 MB
	~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/11. Solving a Markov decision process.srt	3.6 KB
	~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/2. Elements common to all control tasks.mp4	38.7 MB
	~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/2. Elements common to all control tasks.srt	6.8 KB
	~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/3. The Markov decision process (MDP).mp4	25.1 MB
	~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/3. The Markov decision process (MDP).srt	6.4 KB
	~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/4. Types of Markov decision process.mp4	8.7 MB
	~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/4. Types of Markov decision process.srt	2.4 KB
	~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/5. Trajectory vs episode.mp4	4.9 MB
	~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/5. Trajectory vs episode.srt	1.2 KB
	~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/6. Reward vs Return.mp4	5.3 MB
	~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/6. Reward vs Return.srt	1.8 KB
	~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/7. Discount factor.mp4	14.8 MB
	~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/7. Discount factor.srt	4.6 KB
	~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/8. Policy.mp4	7.4 MB
	~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/8. Policy.srt	2.3 KB
	~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/9. State values v(s) and action values q(s,a).mp4	4.3 MB
	~Get Your Files Here !/2. Refresher The Markov Decision Process (MDP)/9. State values v(s) and action values q(s,a).srt	1.3 KB
	~Get Your Files Here !/3. Refresher Q-Learning/1. Module overview.mp4	1.5 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	12.6 MB
	~Get Your Files Here !/3. Refresher Q-Learning/2. Temporal difference methods.srt	4.1 KB
	~Get Your Files Here !/3. Refresher Q-Learning/3. Solving control tasks with temporal difference method.mp4	14.5 MB
	~Get Your Files Here !/3. Refresher Q-Learning/3. Solving control tasks with temporal difference method.srt	4.1 KB
	~Get Your Files Here !/3. Refresher Q-Learning/4. Q-Learning.mp4	11.1 MB
	~Get Your Files Here !/3. Refresher Q-Learning/4. Q-Learning.srt	2.9 KB
	~Get Your Files Here !/3. Refresher Q-Learning/5. Advantages of temporal difference methods.mp4	3.7 MB
	~Get Your Files Here !/3. Refresher Q-Learning/5. Advantages of temporal difference methods.srt	1.3 KB
	~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/1. Module overview.mp4	1.8 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	36.3 MB
	~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/2. Function approximators.srt	9.8 KB
	~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/3. Artificial Neural Networks.mp4	24.3 MB
	~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/3. Artificial Neural Networks.srt	4.4 KB
	~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/4. Artificial Neurons.mp4	25.6 MB
	~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/4. Artificial Neurons.srt	6.6 KB
	~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/5. How to represent a Neural Network.mp4	38.2 MB
	~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/5. How to represent a Neural Network.srt	8.2 KB
	~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/6. Stochastic Gradient Descent.mp4	49.9 MB
	~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/6. Stochastic Gradient Descent.srt	7.2 KB
	~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/7. Neural Network optimization.mp4	23.4 MB
	~Get Your Files Here !/4. Refresher Brief introduction to Neural Networks/7. Neural Network optimization.srt	5 KB
	~Get Your Files Here !/5. Refresher Deep Q-Learning/1. Module overview.mp4	1.3 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	16.2 MB
	~Get Your Files Here !/5. Refresher Deep Q-Learning/2. Deep Q-Learning.srt	3.4 KB
	~Get Your Files Here !/5. Refresher Deep Q-Learning/3. Experience replay.mp4	9 MB
	~Get Your Files Here !/5. Refresher Deep Q-Learning/3. Experience replay.srt	2.5 KB
	~Get Your Files Here !/5. Refresher Deep Q-Learning/4. Target Network.mp4	16.6 MB
	~Get Your Files Here !/5. Refresher Deep Q-Learning/4. Target Network.srt	4.6 KB
	~Get Your Files Here !/6. PyTorch Lightning/1. PyTorch Lightning.mp4	32 MB
	~Get Your Files Here !/6. PyTorch Lightning/1. PyTorch Lightning.srt	10.5 KB
	~Get Your Files Here !/6. PyTorch Lightning/10. Prepare the data loader and the optimizer.mp4	30.4 MB
	~Get Your Files Here !/6. PyTorch Lightning/10. Prepare the data loader and the optimizer.srt	4.9 KB
	~Get Your Files Here !/6. PyTorch Lightning/11. Define the train_step() method.mp4	49.8 MB
	~Get Your Files Here !/6. PyTorch Lightning/11. Define the train_step() method.srt	10.9 KB
	~Get Your Files Here !/6. PyTorch Lightning/12. Define the train_epoch_end() method.mp4	32.2 MB
	~Get Your Files Here !/6. PyTorch Lightning/12. Define the train_epoch_end() method.srt	4.7 KB
	~Get Your Files Here !/6. PyTorch Lightning/13. Train the Deep Q-Learning algorithm.mp4	35.1 MB
	~Get Your Files Here !/6. PyTorch Lightning/13. Train the Deep Q-Learning algorithm.srt	7.5 KB
	~Get Your Files Here !/6. PyTorch Lightning/14. Explore the resulting agent.mp4	20.3 MB
	~Get Your Files Here !/6. PyTorch Lightning/14. Explore the resulting agent.srt	3.6 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	30.9 MB
	~Get Your Files Here !/6. PyTorch Lightning/3. Introduction to PyTorch Lightning.srt	7 KB
	~Get Your Files Here !/6. PyTorch Lightning/4. Create the Deep Q-Network.mp4	22.9 MB
	~Get Your Files Here !/6. PyTorch Lightning/4. Create the Deep Q-Network.srt	5.9 KB

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Udemy - Advanced Reinforcement Learning In Python - Cutting-Edge DQNs

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