Advanced Certificate in Reinforcement Learning: Decision-Making Algorithms
-- ViewingNowThe Advanced Certificate in Reinforcement Learning: Decision-Making Algorithms course is a comprehensive program designed to equip learners with the essential skills needed to excel in the field of reinforcement learning. This course focuses on teaching decision-making algorithms that enable machines to learn from experience and make informed decisions based on that knowledge.
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โข Advanced Markov Decision Processes
โข Temporal Difference Learning Algorithms
โข Q-Learning and Deep Q-Networks (DQN)
โข Policy Gradients and Actor-Critic Methods
โข Monte Carlo Tree Search (MCTS)
โข Reinforcement Learning in Partially Observable Markov Decision Processes (POMDPs)
โข Multi-Agent Reinforcement Learning
โข Deep Reinforcement Learning: From DQN to Policy Gradients
โข Case Studies in Reinforcement Learning Applications
โข Future Perspectives and Challenges in Reinforcement Learning Research
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