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Model-based RL

Model-based RL

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1. Overview o Types of Machine Learning o Markov Decision Processe so Reinforcement Learning o Applications 2. Review of MDP Algorithms o The Bellman equations o Expectimax (finite horizon) o Value Iteration (finite horizon) o Value Iteration (infinite horizon) o Policy Iteration(infinite horizon) 3. Reinforcement Learningo The basic idea o Model-Based RL o Learning the reward and transition probabilities o Credit assignment o Exploration vs. exploitation 4. Next Time o Q-learni
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