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Hands-On Modern RL Open Textbook v0.2.1

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@github-actions github-actions released this 18 Jun 16:31
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v0.2.1
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Hands-On Modern RL: Open Textbook Release v0.2.1

This release publishes the book-form edition of Hands-On Modern RL in both PDF and EPUB formats, in both Chinese and English. The books are generated from the open course repository and typeset as a textbook edition for offline reading, classroom use, and citation-friendly distribution.

本版本发布《Hands-On Modern RL：现代强化学习实战》的开放教材，同时提供 PDF 与 EPUB 两种格式，以及中文与英文两个版本。教材由开源课程仓库构建生成，采用书籍版排版，面向离线阅读、课堂教学与可引用分发。

PDF Downloads / PDF 下载

  • Chinese edition / 中文版 PDF
  • English edition / 英文版 PDF

EPUB Downloads / EPUB 下载

  • Chinese edition / 中文版 EPUB
  • English edition / 英文版 EPUB

About This Edition / 版本说明

English. This edition covers a practice-first path through modern reinforcement learning: classic control, value and policy methods, deep RL, preference alignment, RLHF-style post-training, DPO, GRPO, RLVR, agentic RL, and multimodal reinforcement learning topics. The release also introduces a complete English edition built from docs/en, aligned with the Chinese course structure.

中文。 本版本围绕”从实践进入原理”的学习路线展开：从经典控制、价值方法与策略方法，到深度强化学习、偏好对齐、RLHF 式后训练、DPO、GRPO、RLVR、Agentic RL 与多模态强化学习等主题。本次发布同时提供基于 docs/en 构建的完整英文版，并与中文课程结构保持对应。

Textbook Features / 教材特性

  • Book-style LaTeX typesetting, not a browser print export.
  • Dedicated front matter, chapter openings, page headers, footers, and page numbers.
  • Clickable table of contents and PDF bookmarks/outlines.
  • EPUB format optimized for e-readers and mobile devices.
  • Rendered mathematical notation, diagrams, Mermaid figures, SVG assets, and selected animated assets converted for static reading.
  • Optimized structure and embedded fonts for release download, archiving, and offline study.
  • 中英文目录、章节编号与页面结构对齐，便于课堂引用和双语对照阅读。
  • 局部参考文献、脚注、代码块与常见 Markdown 结构经过面向电子书的整理。

Citation / 引用

If you use this textbook in teaching, reading groups, course notes, or derivative materials, please cite the repository and release version:

如果你在课程教学、读书会、讲义或二次材料中使用本教材，请注明仓库与发布版本：

Hands-On Modern RL: Open Textbook, v0.2.1.
WalkingLabs; Sanbu.
https://github.com/walkinglabs/hands-on-modern-rl

Release Assets / 资源说明

GitHub automatically adds Source code (zip) and Source code (tar.gz) to every release. Those files are source archives, not the textbook. For reading, download:

GitHub 会在每个 Release 中自动显示 Source code (zip) 和 Source code (tar.gz)。这两个文件是源码包，不是教材。阅读请下载：

  • hands-on-modern-rl-open-textbook-v0.2.1.pdf - Chinese PDF / 中文版 PDF
  • hands-on-modern-rl-open-textbook-en-v0.2.1.pdf - English PDF / 英文版 PDF
  • hands-on-modern-rl-open-textbook-v0.2.1.epub - Chinese EPUB / 中文版 EPUB
  • hands-on-modern-rl-open-textbook-en-v0.2.1.epub - English EPUB / 英文版 EPUB

Repository / 仓库: https://github.com/walkinglabs/hands-on-modern-rl

Full Changelog / 完整变更记录: https://github.com/walkinglabs/hands-on-modern-rl/commits/v0.2.1

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