Executive Development Programme in Reinforcement Learning Concepts: Smart
-- ViewingNowThe Executive Development Programme in Reinforcement Learning Concepts is a cutting-edge smart certificate course designed to equip learners with essential skills in reinforcement learning. This programme is crucial for professionals seeking to stay ahead in the rapidly evolving field of artificial intelligence.
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Kursdetails
• Introduction to Reinforcement Learning – concepts, history, and applications
• Multi-armed Bandits – algorithms, exploration vs exploitation, upper confidence bound
• Dynamic Programming – value iteration, policy iteration, Bellman equation
• Temporal Difference Learning – SARSA, Q-learning, deep Q-networks
• Model-free vs Model-based RL – advantages, disadvantages, use cases
• Function Approximation – neural networks, deep learning, linear functions
• Policy Gradients – REINFORCE, actor-critic, Proximal Policy Optimization
• Deep Reinforcement Learning – Deep Q-Networks, Dueling DQN, Rainbow
• Applications of RL – robotics, gaming, autonomous systems, recommendation systems
• Ethics in Reinforcement Learning – fairness, transparency, explainability, safety
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