Global Certificate in Reinforcement Learning: Impactful Insights
-- ViewingNowThe Global Certificate in Reinforcement Learning: Impactful Insights is a comprehensive course that addresses the growing industry demand for expertise in reinforcement learning. This advanced machine learning technique enables systems to learn from experience and make optimal decisions even in complex, uncertain environments.
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⢠Introduction to Reinforcement Learning à la Markov Decision Processes
⢠Q-Learning and State-Action-Reward-Next State (SARNS) Tables
⢠Deep Q-Networks (DQNs) — Bridging Deep Learning and Reinforcement Learning
⢠Policy Gradients & REINFORCE Method
⢠Advantage Actor-Critic (A2C) Algorithms
⢠Proximal Policy Optimization (PPO) — Scalable and Robust RL Method
⢠Deep Deterministic Policy Gradient (DDPG) for Continuous Spaces
⢠Twin Delayed DDPG (TD3) — Improving DDPG with Two Q-functions and Delayed Policy Updates
⢠Software Frameworks for Reinforcement Learning: TensorFlow Agents, OpenAI Gym, RLlib
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