Certificate in Reinforcement Learning for Advanced Professionals
-- ViewingNowThe Certificate in Reinforcement Learning for Advanced Professionals is a comprehensive course designed for professionals seeking to enhance their expertise in artificial intelligence. This certification focuses on the importance of reinforcement learning, a critical area in machine learning, where an agent learns to make decisions by taking actions based on reward feedback.
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โข Introduction to Reinforcement Learning
โข Markov Decision Processes (MDPs)
โข Q-Learning and State-Action Reward Q-tables
โข Deep Q Networks (DQNs) and Neural Fitted Q
โข Policy Gradients and REINFORCE
โข Actor-Critic Methods: Proximal Policy Optimization (PPO)
โข Deep Deterministic Policy Gradients (DDPG)
โข Twin Delayed DDPG (TD3) and Soft Actor-Critic (SAC)
โข Reinforcement Learning Applications and Case Studies
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