Certificate in Reinforcement Learning Algorithms: High-Performance
-- ViewingNowThe Certificate in Reinforcement Learning Algorithms: High-Performance course is a comprehensive program designed to equip learners with essential skills in reinforcement learning. This course focuses on high-performance reinforcement learning algorithms, which are critical for developing intelligent systems that can learn and adapt to new situations.
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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)
โข Policy Gradients and REINFORCE
โข Actor-Critic Methods
โข Deep Deterministic Policy Gradients (DDPG)
โข Proximal Policy Optimization (PPO)
โข Twin Delayed DDPG (TD3)
โข Software Engineering Best Practices for RL Algorithms
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