Certificate Reinforcement Learning: Foundational Principles
-- ViewingNowThe Certificate Reinforcement Learning: Foundational Principles is a comprehensive course that equips learners with essential skills in reinforcement learning. This field of machine learning focuses on training agents to make decisions and take actions based on reward feedback, with applications ranging from robotics to gaming, navigation, and resource management.
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โข Introduction to Reinforcement Learning
โข Markov Decision Processes (MDPs)
โข Q-Learning and State-Action Value Functions
โข Policy Gradients and Policy-Based Methods
โข Deep Reinforcement Learning: DQNs and DDPG
โข Monte Carlo Tree Search (MCTS)
โข Exploration vs Exploitation Trade-offs
โข Multi-Agent Reinforcement Learning
โข Applications and Case Studies of Reinforcement Learning
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