Certificate in Reinforcement Learning Concepts: Data-Driven
-- ViewingNowThe Certificate in Reinforcement Learning Concepts: Data-Driven course is a comprehensive program designed to equip learners with essential skills in reinforcement learning (RL). RL is a cutting-edge machine learning technique that enables computers to learn from experience and make informed decisions, driving significant demand in various industries.
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โข Introduction to Reinforcement Learning Concepts
โข Data Preprocessing for Reinforcement Learning
โข Markov Decision Processes (MDPs)
โข Q-Learning and State-Action Reward Q-table
โข Deep Q Networks (DQNs)
โข Policy Gradients and REINFORCE Algorithm
โข Actor-Critic Methods in Reinforcement Learning
โข Deep Deterministic Policy Gradient (DDPG)
โข Proximal Policy Optimization (PPO)
โข Applications and Case Studies of Reinforcement Learning
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