Professional Certificate in Innovative Reinforcement Learning Concepts
-- ViewingNowThe Professional Certificate in Innovative Reinforcement Learning Concepts is a comprehensive course designed to equip learners with essential skills in reinforcement learning, a subfield of artificial intelligence that focuses on training agents to make a series of decisions. This certificate course is crucial for professionals looking to stay updated with cutting-edge AI techniques and applications.
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โข Introduction to Reinforcement Learning Concepts
โข Markov Decision Processes (MDPs) and Bellman Equations
โข Q-Learning and State-Action Reward Tables
โข Deep Q-Networks (DQNs) and Neural Fitted Q-Iteration
โข Policy Gradients and REINFORCE Algorithm
โข Actor-Critic Methods in Reinforcement Learning
โข Deep Deterministic Policy Gradients (DDPG)
โข Proximal Policy Optimization (PPO) and Trust Region Policy Optimization (TRPO)
โข Multi-Agent Reinforcement Learning and Cooperative Learning
โข Advanced Topics in Reinforcement Learning: Transfer Learning, Meta-Learning, and Hierarchical RL
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