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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โข Introduction to Reinforcement Learning – definitions, history, and applications
โข Markov Decision Processes (MDPs) – theory, properties, and examples
โข Q-Learning – algorithm, implementation, and convergence analysis
โข Deep Reinforcement Learning – combining neural networks with RL, DQN
โข Policy Gradients – REINFORCE, actor-critic, and natural gradients
โข Multi-Agent Reinforcement Learning – decentralized and centralized methods
โข Model-Based Reinforcement Learning – planning, simulating, and value estimation
โข Applications of Reinforcement Learning – robotics, gaming, finance, and logistics
โข Ethical Considerations – fairness, transparency, and safety in RL systems
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