Certificate in Reinforcement Learning Mastery for Smart Systems
-- ViewingNowThe Certificate in Reinforcement Learning Mastery for Smart Systems is a comprehensive course designed to equip learners with essential skills in reinforcement learning, a critical area of artificial intelligence. This certification program focuses on the importance of reinforcement learning in building smart systems that can make decisions and improve their performance based on experience.
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โข Introduction to Reinforcement Learning & Smart Systems
โข Markov Decision Processes (MDPs)
โข Q-Learning & Q-Table Implementation
โข Deep Q Networks (DQNs) & Neural Fitted Q Iteration
โข Policy Gradients & REINFORCE Method
โข Actor-Critic Methods & Advantage Actor-Critic (A2C/A3C)
โข Proximal Policy Optimization (PPO)
โข Deep Deterministic Policy Gradients (DDPG)
โข Twin Delayed DDPG (TD3) & Soft Actor-Critic (SAC)
โข Multi-Agent Reinforcement Learning (MARL) & Applications
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