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Overview
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Dive into the world of Reinforcement Learning through this comprehensive 3.5-hour tutorial series. Begin with an introduction to Q Learning and its table-based approach, then progress to understanding the Q Learning algorithm and agent implementation. Analyze the Q-Learning agent's performance before learning how to create a custom Reinforcement Learning (RL) environment. Advance to Deep Q Learning with DQN, and finally, master the techniques for training and testing a Deep reinforcement learning (DQN) agent. Gain practical knowledge and hands-on experience in this cutting-edge field of artificial intelligence.
Syllabus
Q Learning Intro/Table - Reinforcement Learning p.1.
Q Learning Algorithm and Agent - Reinforcement Learning p.2.
Q-Learning Agent Analysis - Reinforcement Learning p.3.
Creating A Reinforcement Learning (RL) Environment - Reinforcement Learning p.4.
Deep Q Learning w/ DQN - Reinforcement Learning p.5.
Training & Testing Deep reinforcement learning (DQN) Agent - Reinforcement Learning p.6.
Taught by
sentdex
Reviews
4.3 rating, based on 3 Class Central reviews
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This YouTube course on Reinforcement Learning is very well explained with clear examples and practical demonstrations. The instructor breaks down complex concepts like Q-learning, policy gradients, and Markov Decision Processes into simple, understandable parts. The visualizations and code walkthroughs make learning easier and engaging. Great resource for beginners and intermediate learners!
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it is a great course. very beginner-friendly. would definitely recommend it to people . there was this fun way of teaching the whole time in the video.
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Good explanation of this reinforcement learning classes and iam very well to understanding this classes