Global Certificate in Reinforcement Learning Insights: Frontiers
-- ViewingNowThe Global Certificate in Reinforcement Learning Insights: Frontiers is a comprehensive course that provides learners with essential skills in reinforcement learning (RL), a critical area of artificial intelligence. This course covers advanced topics, including deep RL, multi-agent RL, and practical applications.
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Kursdetails
• Introduction to Reinforcement Learning à la Frontiers
• Markov Decision Processes & Reinforcement Learning Basics
• Temporal Difference Learning & Q-Learning
• Deep Reinforcement Learning: From DQN to DDPG
• Policy Gradients & Actor-Critic Methods
• Exploration vs Exploitation Trade-offs & Upper Confidence Bounds
• Monte Carlo Tree Search & AlphaGo's Triumph
• Multi-Agent Reinforcement Learning & Swarm Intelligence
• Reinforcement Learning Applications: From Robotics to AlphaStar
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