Global Certificate in RL for Data Analysis
-- ViewingNowThe Global Certificate in RL for Data Analysis is a comprehensive course designed to equip learners with essential skills in Reinforcement Learning (RL), a powerful technique in data analysis. This certification emphasizes the importance of RL in solving complex decision-making problems, making it highly relevant in today's data-driven industries.
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โข Unit 1: Introduction to Reinforcement Learning (RL) for Data Analysis
โข Unit 2: Markov Decision Processes (MDPs) and Bellman Equations
โข Unit 3: Dynamic Programming (DP) and Value Iteration
โข Unit 4: Policy Gradients and REINFORCE Method
โข Unit 5: Deep Reinforcement Learning (DRL) and Deep Q-Networks (DQNs)
โข Unit 6: Proximal Policy Optimization (PPO) and Advantage Actor-Critic (A2C)
โข Unit 7: Exploration vs Exploitation Strategies in RL
โข Unit 8: Multi-Agent Reinforcement Learning (MARL)
โข Unit 9: Applications of RL in Data Analysis
โข Unit 10: Ethical Considerations in RL for Data Analysis
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