• Stars
    star
    56,091
  • Rank 173 (Top 0.01 %)
  • Language
    Python
  • License
    Apache License 2.0
  • Created over 6 years ago
  • Updated about 1 month ago

Reviews

There are no reviews yet. Be the first to send feedback to the community and the maintainers!

Repository Details

《动手学深度学习》:面向中文读者、能运行、可讨论。中英文版被70多个国家的500多所大学用于教学。

动手学深度学习(Dive into Deep Learning,D2L.ai)

第二版:zh.D2L.ai | 第一版:zh-v1.D2L.ai | 安装和使用书中源代码: 第二版 第一版

理解深度学习的最佳方法是学以致用。

本开源项目代表了我们的一种尝试:我们将教给读者概念、背景知识和代码;我们将在同一个地方阐述剖析问题所需的批判性思维、解决问题所需的数学知识,以及实现解决方案所需的工程技能。

我们的目标是创建一个为实现以下目标的统一资源:

  1. 所有人均可在网上免费获取;
  2. 提供足够的技术深度,从而帮助读者实际成为深度学习应用科学家:既理解数学原理,又能够实现并不断改进方法;
  3. 包含可运行的代码,为读者展示如何在实际中解决问题。这样不仅直接将数学公式对应成实际代码,而且可以修改代码、观察结果并及时获取经验;
  4. 允许我们和整个社区不断快速迭代内容,从而紧跟仍在高速发展的深度学习领域;
  5. 由包含有关技术细节问答的论坛作为补充,使大家可以相互答疑并交换经验。
将本书(中英文版)用作教材或参考书的大学

如果本书对你有帮助,请Star (★) 本仓库或引用本书的英文版:

@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}
}

本书的英文版

虽然纸质书已出版,但深度学习领域依然在迅速发展。为了得到来自更广泛的英文开源社区的帮助,从而提升本书质量,本书的新版将继续用英文编写,并搬回中文版。

欢迎关注本书的英文开源项目

中英文教学资源

加州大学伯克利分校 2019 年春学期 Introduction to Deep Learning 课程教材(同时提供含教学视频地址的中文版课件)。

学术界推荐

"Dive into this book if you want to dive into deep learning!"

— 韩家炜,ACM 院士、IEEE 院士,美国伊利诺伊大学香槟分校计算机系 Michael Aiken Chair 教授

"This is a highly welcome addition to the machine learning literature."

— Bernhard Schölkopf,ACM 院士、德国国家科学院院士,德国马克斯•普朗克研究所智能系统院院长

"书中代码可谓‘所学即所用’。"

— 周志华,ACM 院士、IEEE 院士、AAAS 院士,南京大学计算机科学与技术系主任

"这本书可以帮助深度学习实践者快速提升自己的能力。"

— 张潼,ASA 院士、IMS 院士,香港科技大学计算机系和数学系教授

工业界推荐

"一本优秀的深度学习教材,值得任何想了解深度学习何以引爆人工智能革命的人关注。"

— 黄仁勋,NVIDIA创始人 & CEO

"《动手学深度学习》是最适合工业界研发工程师学习的。我毫无保留地向广大的读者们强烈推荐。"

— 余凯,地平线公司创始人 & CEO

"强烈推荐这本书!我特别赞赏这种手脑一体的学习方式。"

— 漆远,复旦大学“浩清”教授、人工智能创新与产业研究院院长

"《动手学深度学习》是一本很容易让学习者上瘾的书。"

— 沈强,将门创投创始合伙人

贡献

感谢社区贡献者们为每一位读者改进这本开源书。

如何贡献 | 致谢 | 讨论或报告问题 | 其他

More Repositories

1

d2l-en

Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.
Python
21,473
star
2

berkeley-stat-157

Homepage for STAT 157 at UC Berkeley
Jupyter Notebook
3,504
star
3

d2l-tvm

Dive into Deep Learning Compiler
Python
620
star
4

d2l-vi

Một cuốn sách về Học Sâu đề cập đến nhiều framework phổ biến, được sử dụng trên 300 trường Đại học từ 55 đất nước bao gồm MIT, Stanford, Harvard, và Cambridge.
Python
591
star
5

courses-zh-v2

中文版 v2 课程
Jupyter Notebook
555
star
6

d2l-zh-pytorch-slides

Pytorch版代码幻灯片
Jupyter Notebook
526
star
7

d2l-book

Books with Jupyter notebooks
Python
205
star
8

d2l-pytorch-slides

Automatically Generated Notebook Slides
Jupyter Notebook
158
star
9

d2l-ko

한글 번역이 진행 중 입니다 | Dive into Deep Learning. With code, math, and discussions.
Python
135
star
10

1day-notebooks

Jupyter Notebook
73
star
11

notebooks

Jupyter Notebook
68
star
12

d2l-tr

Kod, matematik, çoklu-çerçeveler ve tartışmalar içeren etkileşimli derin öğrenme kitabı. 55 ülkede Stanford, MIT, Harvard, and Cambridge dahil 300 üniversitede kullanılmaktadır.
Python
62
star
13

d2l-zh-pytorch-colab

Automatically Generated d2l-zh PyTorch Notebooks for Colab
Jupyter Notebook
52
star
14

d2l-pytorch-colab

Automatically Generated Notebooks for Colab
Jupyter Notebook
52
star
15

d2l-en-colab

Automatically Generated Notebooks for Colab
Jupyter Notebook
48
star
16

d2l-tensorflow-colab

Automatically Generated Notebooks for Colab
Jupyter Notebook
40
star
17

d2l-pt

Livro Interativo de Deep Learning com Multiplos Frameworks, Conceitos Matemáticos e Discussões
Python
34
star
18

courses

Courses that use D2L books
HTML
33
star
19

d2l-ja

Japanese translation of Dive into Deep Learning
Python
29
star
20

d2l-pytorch-sagemaker

Automatically Generated Notebook for Sagemaker
Jupyter Notebook
29
star
21

d2l-pytorch-sagemaker-studio-lab

Jupyter Notebook
19
star
22

d2l-en-sagemaker

Automatically Generated Notebooks for Sagemaker
Jupyter Notebook
16
star
23

d2l-zh-colab

Automatically Generated d2l-zh Notebooks for Colab
Jupyter Notebook
16
star
24

d2l-zh-tensorflow-colab

Automatically Generated d2l-zh TensorFlow Notebooks for Colab
Jupyter Notebook
12
star
25

d2l-book-colab

Colab notebooks for d2l-book
Jupyter Notebook
11
star
26

d2l-zh-pytorch-sagemaker

Automatically Generated d2l-zh PyTorch Notebooks for SageMaker
Jupyter Notebook
9
star
27

d2l-tvm-colab

Colab notebooks for d2l-tvm
Jupyter Notebook
9
star
28

d2l-tensorflow-sagemaker

Jupyter Notebook
6
star
29

d2l-book-deploy-demo

CSS
5
star
30

utils

Utility scripts
Python
4
star
31

d8

Python
4
star
32

d2l-de

German version of d2l-en
Python
3
star
33

d2l-pytorch-slides-classic

Automatically Generated Notebook Slides for https://classic.d2l.ai/
Jupyter Notebook
2
star
34

d2l-zh-tensorflow-sagemaker

Automatically Generated d2l-zh TensorFlow Notebooks for SageMaker
Jupyter Notebook
2
star
35

d2l-jax-colab

Jupyter Notebook
1
star
36

d2l-tensorflow-colab-classic

Automatically Generated Colab Notebooks for https://classic.d2l.ai/
Jupyter Notebook
1
star
37

d2l-zh-sagemaker

Automatically Generated d2l-zh Notebooks for SageMaker
Jupyter Notebook
1
star
38

d2l-pytorch-colab-classic

Automatically Generated Colab Notebooks for https://classic.d2l.ai/
Jupyter Notebook
1
star
39

d2l-zh-paddle-sagemaker

Automatically Generated d2l-zh TensorFlow Notebooks for SageMaker
Jupyter Notebook
1
star
40

d2l-zh-paddle-colab

Automatically Generated d2l-zh PyTorch Notebooks for Colab
Jupyter Notebook
1
star