Professional Certificate in Reinforcement Model Evaluation
-- ViewingNowThe Professional Certificate in Reinforcement Learning Model Evaluation is a comprehensive course that equips learners with the essential skills needed to excel in the dynamic field of artificial intelligence. This program emphasizes the importance of model evaluation, a critical aspect in the development and deployment of reinforcement learning models.
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• Introduction to Reinforcement Model Evaluation
• Understanding the Reinforcement Learning Framework
• Markov Decision Processes (MDPs) and Dynamic Programming
• Temporal Difference Learning and Q-learning
• Policy Gradients and Actor-Critic Methods
• Deep Reinforcement Learning: DQN, DDPG, TRPO, PPO
• Evaluation Metrics for Reinforcement Learning
• Simulation-Based Evaluation: Monte Carlo and Bootstrapping Methods
• Real-World Evaluation: Offline and Online Experiments
• Best Practices in Reinforcement Model Evaluation
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- ProficiencyEnglish
- ComputerInternetAccess
- BasicComputerSkills
- DedicationCompleteCourse
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- ThreeFourHoursPerWeek
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