Masterclass Certificate in Reinforcement Learning Principles: Efficiency
-- ViewingNowThe Masterclass Certificate in Reinforcement Learning Principles: Efficiency is a comprehensive course that focuses on the principles and applications of reinforcement learning. This field is rapidly growing, with significant demand in industries such as gaming, robotics, and autonomous vehicles.
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โข Introduction to Reinforcement Learning
โข Markov Decision Processes (MDPs)
โข Q-Learning and Q-Table Algorithms
โข Deep Q Networks (DQNs) and Deep Reinforcement Learning
โข Policy Gradients and REINFORCE Algorithm
โข Actor-Critic Methods
โข Advanced Topics: Monte Carlo Tree Search and AlphaGo
โข Applications of Reinforcement Learning: Recommendation Systems, Robotics, and Control Theory
โข Evaluation Metrics and Hyperparameter Tuning in Reinforcement Learning
โข Real-World Challenges in Reinforcement Learning: Exploration vs. Exploitation, Credit Assignment, and Partial Observability
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