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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โข Introduction to Reinforcement Model Evaluation
โข Understanding the Reinforcement Learning Framework
โข Markov Decision Processes (MDPs) and Dynamic Programming
โข Temporal Difference Learning and Q-learning
โข Policy Gradients and Actor-Critic Methods
โข Deep Reinforcement Learning: DQN, DDPG, TRPO, PPO
โข Evaluation Metrics for Reinforcement Learning
โข Simulation-Based Evaluation: Monte Carlo and Bootstrapping Methods
โข Real-World Evaluation: Offline and Online Experiments
โข Best Practices in Reinforcement Model Evaluation
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