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535515 Spring 2023 - Reinforcement Learning (強化學習原理)
Instructor: Ping-Chun Hsieh
Email: pinghsieh [AT] nycu [DOT] edu [DOT] tw
Lectures:
Tuesdays 3:30pm-4:20pm @ EC115
Fridays 10:10am-12:00noon @ EC115
Note: The first lecture on 2/14 (Tue.) will be delivered via Webex: Webex Link
Office Hours: 4:30pm-5pm on Tuesdays or by appointment
References:
[SB] Richard Sutton and Andrew Barto, Reinforcement Learning: An Introduction, 2nd edition, 2019
[AJK] Alekh Agarwal, Nan Jiang Sham M. Kakade, Reinforcement Learning: Theory and Algorithms, 2020 (https://rltheorybook.github.io/rlmonographAJK.pdf)
[BCN] Léon Bottou, Frank E. Curtis, and Jorge Nocedal, Optimization Methods for Large-Scale Machine Learning (https://arxiv.org/abs/1606.04838)
[NW] Jorge Nocedal and Stephen Wright, Numerical optimization, 2006
[LS] Tor Lattimore and Csaba Szepesvari, Bandit Algorithms, 2019 (https://tor-lattimore.com/downloads/book/book.pdf)
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