Masterclass Certificate in Reinforcement Learning Strategies: High-Performance
-- ViewingNowThe Masterclass Certificate in Reinforcement Learning Strategies: High-Performance course is a comprehensive program designed to equip learners with essential skills in reinforcement learning (RL). This course is crucial in today's data-driven world, where businesses strive to make informed decisions using AI and machine learning technologies.
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โข Introduction to Reinforcement Learning Strategies
โข Markov Decision Processes (MDPs) and Dynamic Programming
โข Temporal Difference (TD) Learning and Q-Learning
โข Deep Reinforcement Learning: DQN, DDPG, and TRPO
โข Reinforcement Learning Applications: Gaming, Robotics, and Finance
โข Monte Carlo Tree Search (MCTS) and AlphaGo
โข Multi-Agent Reinforcement Learning (MARL)
โข Exploration vs Exploitation Trade-offs and Upper Confidence Bound (UCB)
โข Reinforcement Learning Theory: Convergence, Sample Complexity, and Regret Bounds
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