Intro to Deep Reinforcement Learning & Q-Networks ๐ค
A friendly video explaining reinforcement learning, Q-networks, and policy gradients with examples and visuals.

Serrano.Academy
140.2K views โข May 24, 2021

About this video
A video about reinforcement learning, Q-networks, and policy gradients, explained in a friendly tone with examples and figures.
Introduction to neural networks: https://www.youtube.com/watch?v=BR9h47Jtqyw
Introduction: (0:00)
Markov decision processes (MDP): (1:09)
Rewards: (5:39)
Discount factor: (8:51)
Bellman equation: (10:48)
Solving the Bellman equation: (12:43)
Deterministic vs stochastic processes: (16:29)
Neural networks: (19:15)
Value neural networks: (21:44)
Policy neural networks: (25:44)
Training the policy neural network: (30:46)
Conclusion: (34:53)
Announcement: Book by Luis Serrano! Grokking Machine Learning. bit.ly/grokkingML
40% discount code: serranoyt
Introduction to neural networks: https://www.youtube.com/watch?v=BR9h47Jtqyw
Introduction: (0:00)
Markov decision processes (MDP): (1:09)
Rewards: (5:39)
Discount factor: (8:51)
Bellman equation: (10:48)
Solving the Bellman equation: (12:43)
Deterministic vs stochastic processes: (16:29)
Neural networks: (19:15)
Value neural networks: (21:44)
Policy neural networks: (25:44)
Training the policy neural network: (30:46)
Conclusion: (34:53)
Announcement: Book by Luis Serrano! Grokking Machine Learning. bit.ly/grokkingML
40% discount code: serranoyt
Video Information
Views
140.2K
Likes
4.3K
Duration
36:26
Published
May 24, 2021
User Reviews
4.7
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