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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โข Introduction to Reinforcement Learning à la Markov Decision Processes
โข Q-Learning and State-Action-Reward-Next State (SARNS) Tables
โข Deep Q-Networks (DQNs) — Bridging Deep Learning and Reinforcement Learning
โข Policy Gradients & REINFORCE Method
โข Advantage Actor-Critic (A2C) Algorithms
โข Proximal Policy Optimization (PPO) — Scalable and Robust RL Method
โข Deep Deterministic Policy Gradient (DDPG) for Continuous Spaces
โข Twin Delayed DDPG (TD3) — Improving DDPG with Two Q-functions and Delayed Policy Updates
โข Software Frameworks for Reinforcement Learning: TensorFlow Agents, OpenAI Gym, RLlib
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