Professional Certificate in Reinforcement Learning Algorithms Artificial Intelligence
-- ViewingNowThe Professional Certificate in Reinforcement Learning Algorithms Artificial Intelligence course is a comprehensive program that equips learners with essential skills in reinforcement learning algorithms, a crucial area of artificial intelligence. This course is vital in today's data-driven world, where businesses increasingly rely on AI to make informed decisions and automate processes.
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โข Introduction to Reinforcement Learning
โข Markov Decision Processes (MDPs)
โข Q-Learning and State-Action Reward Tables
โข Deep Q Networks (DQNs) and Neural Fitted Q
โข Policy Gradients and REINFORCE Algorithm
โข Actor-Critic Methods and Advantage Actor-Critic (A2C/A3C)
โข Monte Carlo Tree Search (MCTS) and AlphaGo
โข Proximal Policy Optimization (PPO) and Trust Region Policy Optimization (TRPO)
โข Deep Deterministic Policy Gradient (DDPG) and Soft Actor-Critic (SAC)
โข Multi-Agent Reinforcement Learning and Applications
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