Executive Development Programme in Reinforcement Learning Algorithms and Strategies
-- ViewingNowThe Executive Development Programme in Reinforcement Learning Algorithms and Strategies is a certificate course designed to empower professionals with the essential skills needed to excel in the rapidly evolving field of artificial intelligence. This programme focuses on the advanced concept of reinforcement learning, a powerful technique in AI that enables computers to learn from their interactions with the environment.
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โข Introduction to Reinforcement Learning – definitions, history, and applications
โข Markov Decision Processes – states, actions, rewards, and transitions
โข Q-Learning – algorithm, implementation, and optimization
โข Deep Q Networks (DQN) – combining deep learning and Q-learning
โข Policy Gradients – understanding and implementing policy-based methods
โข Actor-Critic Methods – two-agent approach to reinforcement learning
โข Monte Carlo Tree Search (MCTS) – decision-making in large state spaces
โข Reinforcement Learning Applications – case studies in gaming, robotics, and finance
โข Ethical Considerations – bias, fairness, transparency, and safety in reinforcement learning
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