Advanced Certificate in Reinforcement Learning Theory: Data-Driven
-- ViewingNowThe Advanced Certificate in Reinforcement Learning Theory: Data-Driven course is a comprehensive program designed to equip learners with essential skills in reinforcement learning (RL), a specialized machine learning technique that enables AI agents to take optimal actions in complex, uncertain environments. This course is crucial in today's data-driven world, where RL is gaining traction in various industries such as gaming, robotics, finance, and healthcare.
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โข Advanced Reinforcement Learning Algorithms
โข Markov Decision Processes (MDPs) in Reinforcement Learning
โข Temporal Difference (TD) Learning and Q-Learning
โข Deep Reinforcement Learning: DQN, DDPG, TRPO, and PPO
โข Monte Carlo Tree Search (MCTS) and AlphaGo
โข Reinforcement Learning for Continuous Spaces
โข Multi-Agent Reinforcement Learning
โข Exploration vs Exploitation Trade-offs in Reinforcement Learning
โข Deep Reinforcement Learning Applications: Robotics, NLP, and Games
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