Advanced Certificate in Reinforcement Learning: Decision Optimization
-- ViewingNowThe Advanced Certificate in Reinforcement Learning: Decision Optimization is a comprehensive course that focuses on the principles and applications of reinforcement learning. This advanced certification equips learners with essential skills to develop and optimize decision-making models using cutting-edge AI techniques.
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โข Advanced Markov Decision Processes (MDPs) & their applications
โข Temporal Difference (TD) Learning & Q-Learning algorithms
โข Deep Reinforcement Learning: DQN, Double DQN, DDPG
โข Policy Gradients, Actor-Critic methods, & Proximal Policy Optimization (PPO)
โข Monte Carlo Tree Search (MCTS) & its applications in decision making
โข Multi-Agent Reinforcement Learning (MARL): Cooperation & Competition
โข Deep Deterministic Policy Gradients (DDPG) & Continuous Control
โข Reinforcement Learning for Robotics: Motion Planning & Control
โข Safe & Explainable Reinforcement Learning: Methods & Challenges
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