Certificate in Reinforcement Learning Theory: Data-Driven
-- ViewingNowThe Certificate in Reinforcement Learning Theory: Data-Driven course is a comprehensive program designed to equip learners with essential skills in reinforcement learning (RL), a branch of artificial intelligence (AI) that deals with agents making decisions and taking actions based on reward feedback. This course is increasingly important as RL is being widely adopted in various industries such as gaming, finance, robotics, and healthcare.
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โข Introduction to Reinforcement Learning
โข Markov Decision Processes (MDPs)
โข Q-Learning and Q-Value Iteration
โข Policy Gradients and Actor-Critic Methods
โข Deep Reinforcement Learning: DQN and DDPG
โข Exploration vs Exploitation Strategies
โข Multi-Agent Reinforcement Learning
โข Reinforcement Learning Applications and Case Studies
โข Evaluation Metrics and Statistical Analysis in Reinforcement Learning
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