Generalized policy iteration - PowerPoint PPT Presentation

Value and Planning in MDPs

Value and Planning in MDPs. Administrivia. Reading 3 assigned today Mahdevan, S., “Representation Policy Iteration”. In Proc. of 21st Conference on Uncertainty in Artificial Intelligence (UAI-2005) . http://www.cs.umass.edu/~mahadeva/papers/uai-final-paper.pdf Due: Apr 20

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539 views • 34 slides

Sutton &amp; Barto , Chapter 4

Sutton &amp; Barto , Chapter 4. Dynamic Programming. Programming Assignments? Course Discussions?. Review: V, V* Q, Q* π, π* Bellman Equation vs. Update. Solutions Given a Model. Finite MDPs Exploration / Exploitation? Where would Dynamic Programming be used?.

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525 views • 25 slides

Sutton &amp; Barto , Chapter 4

Sutton &amp; Barto , Chapter 4. Dynamic Programming. Policy Improvement Theorem. Let π &amp; π ’ be any pair of deterministic policies s.t . for all s in S, Then, π ’ must be as good as, or better than, π :

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336 views • 20 slides

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Generalized policy iteration - PowerPoint PPT Presentation

Value and Planning in MDPs

Sutton &amp;amp; Barto , Chapter 4

Sutton &amp;amp; Barto , Chapter 4

Sutton & Barto , Chapter 4

Sutton & Barto , Chapter 4