Advanced Certificate in Reinforcement Learning Applications: Actionable
-- ViewingNowThe Advanced Certificate in Reinforcement Learning Applications is a crucial course for professionals seeking to enhance their expertise in artificial intelligence. Reinforcement Learning (RL) is a significant subset of AI, with rising industry demand for experts who can apply RL algorithms to solve complex problems.
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โข Advanced Markov Decision Processes (MDPs) & their Applications
โข Deep Reinforcement Learning Algorithms: DQN, DDPG, TRPO, PPO
โข Reinforcement Learning in Continuous Spaces: SAC, Twin Delayed DDPG
โข Multi-Agent Reinforcement Learning: Independent Learning, Cooperation & Competition
โข Exploration & Exploitation Strategies in RL: Upper Confidence Bound, Thompson Sampling
โข Model-Based Reinforcement Learning: Dynamic Programming, Monte Carlo Tree Search
โข Deep Reinforcement Learning Frameworks: Tensorforce, Keras-RL, RLlib
โข Reinforcement Learning Applications: Robotics, NLP, Recommender Systems, Finance
โข Evaluation & Interpretation of Reinforcement Learning Results: Statistical Significance, Visualization Techniques
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