AI Algorithm Path
AI Algorithm Path
May 19, 2025 · Artificial Intelligence

Understanding Policy Evaluation and Improvement in Reinforcement Learning

This article explains how to solve Bellman equations, use iterative policy‑evaluation methods, apply the policy‑improvement theorem, and combine both steps in policy iteration, value iteration, and asynchronous variants, illustrated with a 5‑state example and a 4×4 gridworld.

Bellman Equationgeneralized policy iterationgridworld
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Understanding Policy Evaluation and Improvement in Reinforcement Learning