Global Certificate in Reinforcement Learning for Industry Leaders
-- ViewingNowThe Global Certificate in Reinforcement Learning for Industry Leaders is a comprehensive course designed to empower professionals with the essential skills needed to drive innovation in artificial intelligence (AI). With the rapid growth of AI technologies, there's an increasing demand for leaders who understand reinforcement learning (RL) and its applications in various industries.
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⢠Introduction to Reinforcement Learning – definitions, history, and applications
⢠Markov Decision Processes (MDPs) – theory, properties, and examples
⢠Q-Learning – algorithm, implementation, and convergence analysis
⢠Deep Reinforcement Learning – combining neural networks with RL, DQN
⢠Policy Gradients – REINFORCE, actor-critic, and natural gradients
⢠Multi-Agent Reinforcement Learning – decentralized and centralized methods
⢠Model-Based Reinforcement Learning – planning, simulating, and value estimation
⢠Applications of Reinforcement Learning – robotics, gaming, finance, and logistics
⢠Ethical Considerations – fairness, transparency, and safety in RL systems
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