What Are Post-Decision States and What Do They Want From Us?

Elucidating transition functions and state-action pairs in Reinforcement Learning

Wouter van Heeswijk, PhD
Towards Data Science
7 min readMay 31, 2021

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A game of Tic-Tac-Toe perfectly demonstrates the concept of post-decision states [own work by author]

To start with an anti-climax for the seasoned Reinforcement Learning veteran; post-decision states are hardly novel or earth-shattering. Didn’t click away yet? Good, because there is actually some content coming up. In this…

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Assistant professor in Financial Engineering and Operations Research. Writing about reinforcement learning, optimization problems, and data science.