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/ Mastering Reinforcement Learning: From Fundamentals to Advanced Algorithms
Mastering Reinforcement Learning: From Fundamentals to Advanced Algorithms
Description
Course Curriculum
Module: 1 — Introduction to Reinforcement Learning
Introduction to Reinforcement Learning
00:00
Module: 2 — Markov Decision Processes (MDPs) in Sequential Decision Making
Markov Decision Processes (MDPs) in Sequential Decision Making
00:00
Module: 3 — Dynamic Programming for Planning in RL
Dynamic Programming for Planning in RL
00:00
Module: 4 — Model-Free Prediction Methods
Model-Free Prediction Methods
00:00
Module: 5 — Model-Free Control Techniques
Model-Free Control Techniques
00:00
Module: 6 — Value Function Approximation Methods
Value Function Approximation Methods
00:00
Module: 7 — Policy Gradient Algorithms
Policy Gradient Algorithms
00:00
Module: 8 — Integrating Planning with Learning Systems
Integrating Planning with Learning Systems
00:00
Module: 9 — Exploration vs Exploitation Strategies
Exploration vs Exploitation Strategies
00:00
Module: 10 — Reinforcement Learning in Classic Games
Reinforcement Learning in Classic Games
00:00
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