Professional Certificate in Reinforcement Learning Theory: Data-Driven
-- ViewingNowProfessional Certificate in Reinforcement Learning Theory: Data-Driven This certificate course is designed to provide learners with a comprehensive understanding of reinforcement learning (RL) theory, a subfield of artificial intelligence (AI) that focuses on making decisions based on maximizing rewards. The course emphasizes the practical application of RL theory, using data-driven methods to solve complex problems in various industries, including finance, gaming, and robotics.
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โข <strong>Introduction to Reinforcement Learning Theory</strong>
โข Basic Concepts in Reinforcement Learning
โข Markov Decision Processes (MDPs)
โข Temporal Difference (TD) Learning
โข Q-Learning and State-Action Value Functions
โข Policy Gradients and Actor-Critic Methods
โข Deep Reinforcement Learning
โข Exploration vs Exploitation in RL
โข Reinforcement Learning Applications and Case Studies
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