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Bilkent University

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Undergraduate and Graduate Programs 2023-2024


IE 456 Reinforcement Learning and Dynamic Programming

Markov chains. Markov decision processes. Dynamic programming: policy iteration, value iteration. Model-free reinforcement learning: Monte Carlo, Temporal Difference, Q- learning. Policy gradient methods. Model-based reinforcement learning: classical multi- armed bandits, stochastic multi-armed bandits, adversarial multi-armed bandits. Credit units: 3 ECTS Credit units: 5, Prerequisite: (MATH 255 or MATH 230 or MATH 250) and (MATH 241 or MATH 225 or MATH 220 or MATH 224).

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