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Beihang University

强化学习-策略优化算法概述

Beihang University via XuetangX

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本课程面向具备机器学习基础的学生，系统讲授从经典策略梯度到大语言模型后训练的策略优化方法。学生将理解优势估计、近端更新和组相对学习信号的核心思想，能够比较REINFORCE、TRPO、PPO、DPO、GRPO及其改进方法，识别训练稳定性问题，并建立阅读前沿论文和分析实际训练流程的能力

Syllabus

  • 第一章 REINFORCE与Actor-Critic
    • 第二章 TRPO、PPO与DPO
      • 第三章 GRPO与DAPO
        • 第四章 HA-DW与OPD

          Taught by

          byk and wrj

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