Professional Certificate in Reinforcement Learning with AI Algorithms
-- ViewingNowThe Professional Certificate in Reinforcement Learning with AI Algorithms is a crucial course for those interested in mastering advanced AI techniques. This program covers essential concepts and algorithms, including Deep Q Network, Policy Gradients, and Actor-Critic methods, enabling learners to build intelligent systems that make decisions based on rewards and penalties.
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โข Introduction to Reinforcement Learning & AI Algorithms
โข Understanding Markov Decision Processes (MDPs)
โข Q-Learning and State-Action-Reward-State-Action (SARSA) Methods
โข Deep Reinforcement Learning: DQN, DDPG, TRPO & PPO
โข Reinforcement Learning Applications in Gaming & Robotics
โข Monte Carlo Tree Search & AlphaGo
โข Multi-Agent Reinforcement Learning & Cooperation
โข Exploration vs Exploitation Trade-offs in RL
โข Reinforcement Learning Evaluation Metrics & Best Practices
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