Global Certificate in Reinforcement Learning Impactful Insights
-- ViewingNowThe Global Certificate in Reinforcement Learning Impactful Insights course is a comprehensive program that equips learners with essential skills in reinforcement learning (RL). This advanced machine learning technique enables agents to learn how to make decisions by taking actions in an environment to achieve specific goals.
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โข Introduction to Reinforcement Learning – definitions, history, and applications
โข Markov Decision Processes (MDPs) – theory, properties, and examples
โข Reinforcement Learning Algorithms – Q-Learning, SARSA, and Deep Q-Networks (DQN)
โข Policy Gradients – REINFORCE, Actor-Critic, and Proximal Policy Optimization (PPO)
โข Exploration vs Exploitation – balancing strategies and techniques
โข Function Approximation – neural networks, linear models, and generalized approaches
โข Deep Reinforcement Learning – combining deep learning with RL
โข Evaluation Metrics – return, convergence, and statistical significance
โข Real-World Applications – robotics, gaming, finance, and more
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