Deep Q-Learning/Deep Q-Network (DQN) Explained | Python Pytorch Deep Reinforcement Learning
- Title:
- Deep Q-Learning/Deep Q-Network (DQN) Explained | Python Pytorch Deep Reinforcement Learning
- Description:
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This tutorial contains step by step explanation, code walkthru, and demo of how Deep Q-Learning (DQL) works. We'll use DQL to solve the very simple Gymnasium FrozenLake-v1 Reinforcement Learning environment. We'll cover the differences between Q-Learning vs DQL, the Epsilon-Greedy Policy, the Policy Deep Q-Network (DQN), the Target DQN, and Experience Replay. After this video, you will understand DQL.
Want more videos like this? Support me here: https://www.buymeacoffee.com/johnnycode
GitHub Repo: https://github.com/johnnycode8/gym_solutionsPart 2 - Add Convolution Layers to DQN: https://youtu.be/qKePPepISiA
Reinforcement Learning Playlist: https://www.youtube.com/playlist?list=PL58zEckBH8fCt_lYkmayZoR9XfDCW9hte
Resources mentioned in video:
How to Solve FrozenLake-v1 with Q-Learning: https://youtu.be/ZhoIgo3qqLU
Need help installing the Gymnasium library? https://youtu.be/gMgj4pSHLww
Solve Neural Network in Python and by hand: https://youtu.be/6kOvmZDEMdc00:00 Video Content
01:09 Frozen Lake Environment
02:16 Why Reinforcement Learning?
03:12 Epsilon-Greedy Policy
03:55 Q-Table vs Deep Q-Network
06:51 Training the Q-Table
10:10 Training the Deep Q-Network
14:49 Experience Replay
16:03 Deep Q-Learning Code Walkthru
29:49 Run Training Code & Demo - Video Language:
- English
- Duration:
- 34:05
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OEVIDEOS edited English subtitles for Deep Q-Learning/Deep Q-Network (DQN) Explained | Python Pytorch Deep Reinforcement Learning | Mar 7, 2025, 1:36 AM |
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OEVIDEOS edited English subtitles for Deep Q-Learning/Deep Q-Network (DQN) Explained | Python Pytorch Deep Reinforcement Learning | Mar 6, 2025, 11:45 PM |
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OEVIDEOS edited English subtitles for Deep Q-Learning/Deep Q-Network (DQN) Explained | Python Pytorch Deep Reinforcement Learning | Mar 3, 2025, 11:18 PM |
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OEVIDEOS edited English subtitles for Deep Q-Learning/Deep Q-Network (DQN) Explained | Python Pytorch Deep Reinforcement Learning | Mar 3, 2025, 11:16 PM |
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OEVIDEOS added a video: Deep Q-Learning/Deep Q-Network (DQN) Explained | Python Pytorch Deep Reinforcement Learning | Mar 3, 2025, 11:11 PM |