《动手学深度学习》

《动手学深度学习》

第二版

跳转第一版

面向中文读者的能运行、可讨论的深度学习教科书

含 PyTorch、NumPy/MXNet、TensorFlow 和 PaddlePaddle 实现

被全球 70 多个国家 500 多所大学用于教学

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  • 【重磅升级,新书榜第一 第二版纸质书——《动手学深度学习(PyTorch版)》(黑白平装版) 已在 京东当当 上架。 纸质书在内容上与在线版大致相同,但力求在样式、术语标注、语言表述、用词规范、标点以及图、表、章节的索引上符合出版标准和学术规范。 第二版在线内容新增PaddlePaddle实现。 关注本书的中文开源项目英文开源项目以及时获取最新信息。
  • 【第一版纸质书】 可在 京东当当天猫 购买全彩精装版; 或者在 京东当当天猫 购买黑白平装版。 [新书榜] [关于样书]
  • 【免费资源】 课件、作业、教学视频等资源可参考伯克利“深度学习导论” 课程大纲 中的链接(中文版课件)。 基于本书PyTorch版的教学视频在: B站; 基于本书较早草稿内容的教学视频在: B站Youtube

作者

阿斯顿·张

亚马逊

扎卡里 C. 立顿

美国卡内基梅隆大学、亚马逊

李沐

亚马逊

第二卷章节作者

张帅

亚马逊
推荐系统

框架改编者

阿尼如 达格

亚马逊
PyTorch改编

唐源

Akuity
TensorFlow改编

吴高升

百度
飞桨改编

胡刘俊

百度
飞桨改编

张戈

百度
飞桨改编

谢杰航

百度
飞桨改编

中文版译者

何孝霆

亚马逊

瑞潮儿·胡

亚马逊

感谢来自社区的 200 多位贡献者

为本书贡献

每一小节都是可以运行的 Jupyter 记事本

你可以自由修改代码和超参数来获取及时反馈,从而积累深度学习的实战经验。

公式 + 图示 + 代码

我们不仅结合文字、公式和图示来阐明深度学习里常用的模型和算法,还提供代码来演示如何从零开始实现它们,并使用真实数据来提供一个交互式的学习体验。

活跃社区支持

你可以通过每个章节最后的链接来同社区的数千名小伙伴一起讨论学习。

本书(中英文版)被用作教材或参考书

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英文版引用


@book{zhang2023dive,
    title={Dive into Deep Learning},
    author={Zhang, Aston and Lipton, Zachary C. and Li, Mu and Smola, Alexander J.},
    publisher={Cambridge University Press},
    note={\url{https://D2L.ai}},
    year={2023}
}

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