Advanced Certificate in Reinforcement Learning: Advanced Techniques
-- ViewingNowThe Advanced Certificate in Reinforcement Learning: Advanced Techniques is a comprehensive course that focuses on teaching state-of-the-art reinforcement learning techniques. This certification is essential for professionals looking to advance their careers in the field of artificial intelligence and machine learning.
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โข Advanced Markov Decision Processes (MDPs) & Partially Observable MDPs (POMDPs)
โข Deep Reinforcement Learning: DQN, DDPG, TRPO, PPO
โข Monte Carlo Tree Search (MCTS) & AlphaGo
โข Reinforcement Learning for Continuous Control: Soft Actor-Critic, Twin Delayed DDPG
โข Multi-Agent Reinforcement Learning: Independent Learning, Centralized Learning, Communication
โข Exploration Strategies in Reinforcement Learning
โข Inverse Reinforcement Learning & Apprenticeship Learning
โข Reinforcement Learning Theory: Convergence, Sample Efficiency
โข Safe Reinforcement Learning & Constraints
โข Deep Reinforcement Learning Applications: Robotics, Recommender Systems, Natural Language Processing
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- BasicUnderstandingSubject
- ProficiencyEnglish
- ComputerInternetAccess
- BasicComputerSkills
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- ThreeFourHoursPerWeek
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