Deep Learning 教程翻译

2022-11-21 18:41:30

非常激动地宣告，Stanford 教授 Andrew Ng 的 Deep Learning 教程，于今日，2013年4月8日，全部翻译成中文。这是中国屌丝军团，从2月20日战役打响之日，经过 50 天的团结奋战，取得的全面彻底的胜利。

此次战役的巨大胜利，之所以令人激动，有三方面的原因。

1. 在 Stanford 网站这个规模不算大，但是行业影响可观的舞台上，彰显了中国屌丝们，旺盛的求战热情，迅猛顽强的战斗作风，训练有素的战术技能。

2. 在 50 天的奋战里，不仅让全球的观众们，见识了中国屌丝的单兵技能，而且更令人印象深刻的是，中国军团的出色的合作精神。他们积极奉献，不争名次高下，相互鼓励，不嫉妒不挖苦，不仅动作迅猛、干净利索地完成自己的任务，而且积极补位，协助团队成员的更快更好地完成任务。

3. 这是国际众包，这种新型项目合作的有益尝试。Andrew Ng 教授在钦佩中国军队的强大的战斗力的同时，正在与我们积极探讨下一步的合作，例如，创办一个 OpenDL 开源项目孵化平台。详情今后陆续爆料。

战果详见 http://deeplearning.stanford.edu/wiki/index.php/UFLDL教程

请猛戳网页中所有链接。

以下是先前写的博客，包括项目的发起，以及状态的跟踪。保留于此，权作纪念。

年前与朋友商议，准备写一系列文章，介绍机器学习的前沿进展。

在网上东翻翻西看看，看到 Stanford 教授 Andrew Ng 的网页，http://deeplearning.stanford.edu/wiki/index.php/UFLDL_Tutorial。

越看越喜欢。Andrew Ng 教授写的教程，深入浅出，要言不烦，不卖关子，不摆噱头，这是真心想让读者看得懂的做法。

与其重新造*，不如锦上添花，敬重、继承、并发扬光大别人的已有成果。干脆不原创了，先把 Andrew Ng 教授的文章，翻译成中文。今后肯定有需要补充的地方，届时再原创也不迟。

晚上 21:00 PM，在新浪微博上发帖，谈翻译 Andrew Ng 教程的事情，很多志愿者非常热情地报名参与。三个小时后，26 篇教程，基本被分配完毕。

志愿者的热情很让人感动，但是翻译质量如何保障，是个难题。而且 Andrew Ng 是 Stanford 教授，也是我的同学。他为人宽厚，但是对工作质量，一点也不通融。

我们中国机器学习界，要走向世界，起步不嫌小，但是步子得扎实。低质量，往往不是工作能力问题，而是工作作风问题。工作作风浮夸，是丢面子的。窝在家里丢丢面子，也就算了，但是无论如何，不能丢到美帝那里去，不能丢到硅谷 Stanford 去。

所以，初稿翻译出来后，要严把质量关，该返工的，该枪毙的，一定不能手软。

下面是一份清单，左栏是 Andrew Ng 的教程，右栏是初译者名单。初译者的名字，都是他们在新浪微博上的浪号。

不仅要有初译者，还得有审稿者。审稿者名单日后公布。

文章翻译好以后，没有工钱，只有感谢。

另外，我们将联系 Andrew Ng，问他是否可以把中译本，也放在 Stanford Deep Learning 的网页上。并且，是否愿意商议版权，让出版社出书。

以下翻译进展，持续更新中。。

UFLDL Tutorial

http://deeplearning.stanford.edu/wiki/index.php/UFLDL_Tutorial

Sparse Autoencoder

01. Neural Networks      （TODO: 编辑译者姓名）
    http://deeplearning.stanford.edu/wiki/index.php/神经网络
    Upload to: http://deeplearning.stanford.edu/wiki/index.php/神经网络  by: @天天吃泡芙成胖子（done）

    Final Version： http://deeplearning.stanford.edu/wiki/index.php/Neural_Networks_CN
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator： @天天吃泡芙成胖子
    Translation Draft Download Address: http://vdisk.weibo.com/s/ry6iV/1361635526
    Translation Submission Time：  2013/02/23
    First Run Reviewer：  @大黄蜂的思索
    First Run Reviewed Version Download Address： http://vdisk.weibo.com/s/rA0am/1361678203
    First Run Reviewed Version Submission Time：   2013/02/24
    Second Run Reviewer：    @我是DarkScope
    Second Run Reviewed Version Download Address：  http://vdisk.weibo.com/s/rJEzP
    Second Run Reviewed Version Submission Time：  2013/02/25

02. Backpropagation Algorithm        （Done）
    http://deeplearning.stanford.edu/wiki/index.php/反向传导算法
    Upload to: http://deeplearning.stanford.edu/wiki/index.php/反向传导算法   by: @GuitarFang (done)
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator： @GuitarFang
    Translation Draft Download Address: http://vdisk.weibo.com/s/rdwe1/1361387285
    Translation Submission Time：  2013/02/21
    First Run Reviewer：  @大黄蜂的思索
    First Run Reviewed Version Download Address：  http://vdisk.weibo.com/s/rpKkk/1361533701
    First Run Reviewed Version Submission Time：  2013/02/22

03. Gradient checking and advanced optimization     （TODO: 编辑译者姓名，加中英文对照）
    http://deeplearning.stanford.edu/wiki/index.php/梯度检验与高级优化
    Upload to:  http://deeplearning.stanford.edu/wiki/index.php/梯度检验与高级优化   by: @pocketwalker (done)
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator： @pocketwalker
    Translation Draft Download Address:  http://vdisk.weibo.com/s/rr91K
    Translation Submission Time：  2013/02/22
    First Run Reviewer：  @GuitarFang
    First Run Reviewed Version Download Address：  http://vdisk.weibo.com/s/rs0Kx/1361555898
    First Run Reviewed Version Submission Time：   2013/02/23
    Second Run Reviewer：   @大黄蜂的思索
    Second Run Reviewed Version Download Address：  http://vdisk.weibo.com/s/rH0f2/1361768967 http://vdisk.weibo.com/s/rH0f2
    Second Run Reviewed Version Submission Time：  2013/02/25

04. Autoencoders and Sparsity   （TODO: 等待终审）
    Upload to:   http://deeplearning.stanford.edu/wiki/index.php/自编码算法与稀疏性   by: @上篮高手要抓紧时间少上微博  (Done)
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator： @上篮高手要抓紧时间少上微博
    Translation Draft Download Address:  http://vdisk.weibo.com/s/rwLOv
    Translation Submission Time：  2013/02/23
    First Run Reviewer：   @达博西
    First Run Reviewed Version Download Address： http://vdisk.weibo.com/s/stoLE/1362390355
    First Run Reviewed Version Submission Time：   2013/03/04
    Second Run Reviewer：  @大黄蜂的思索
    Second Run Reviewed Version Download Address：  http://vdisk.weibo.com/s/spwB6
    Second Run Reviewed Version Submission Time：   2013/03/04

05. Visualizing a Trained Autoencoder    （TODO: 等待终审）
    Upload to:   http://deeplearning.stanford.edu/wiki/index.php/可视化自编码器训练结果   by: @数据鱼 (done)
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator： @GuitarFang
    Translation Draft Download Address:   http://vdisk.weibo.com/s/rhHXW/1361439836
    Translation Submission Time：  2013/02/21
    First Run Reviewer：  @AllenV7
    First Run Reviewed Version Download Address：  http://vdisk.weibo.com/s/rnx--
    First Run Reviewed Version Submission Time：   2013/02/22
    Second Run Reviewer：  @数据鱼
    Second Run Reviewed Version Download Address： http://vdisk.weibo.com/s/rsP3h
    Second Run Reviewed Version Submission Time：  2013/02/23
    Third Run Reviewer：  @小琳爱肉肉
    Third Run Reviewed Version Download Address： http://vdisk.weibo.com/s/ruF0M
    Third Run Reviewed Version Submission Time：  2013/02/23

06. Sparse Autoencoder Notation Summary         （TODO: 等待终审）
    Upload to:   http://deeplearning.stanford.edu/wiki/index.php/稀疏自编码器符号一览表  by: @自觉自愿来看老婆微博  (done)
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator： @自觉自愿来看老婆微博
    Translation Draft Download Address:   http://vdisk.weibo.com/s/razx1/1361357492
    Translation Submission Time：  2013/02/20
    First Run Reviewer：   @JerryLead
    First Run Reviewed Version Download Address：  http://vdisk.weibo.com/s/rrJuM/1361550710
    First Run Reviewed Version Submission Time：  2013/02/21

Vectorized implementation

07. Vectorization            （TODO: 加中英文对照）
    http://deeplearning.stanford.edu/wiki/index.php/矢量化编程
    Upload to:   http://deeplearning.stanford.edu/wiki/index.php/矢量化编程  by: @caleb07 @咖灰茶（done）
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator： @caleb07
    Translation Draft Download Address:   http://vdisk.weibo.com/s/ryl1i
    Translation Submission Time：  2013/02/24
    First Run Reviewer：  @咖灰茶
    First Run Reviewed Version Download Address：  http://vdisk.weibo.com/s/rSx6S/1361891594
    First Run Reviewed Version Submission Time：   2013/02/24

08. Logistic Regression Vectorization Example （TODO: 编辑译者姓名，加中英文对照）
http://deeplearning.stanford.edu/wiki/index.php/逻辑回归的向量化实现样例

    Upload to:   http://deeplearning.stanford.edu/wiki/index.php/逻辑回归的向量化实现样例  by: @谭晓阳_南航  (done)
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator： @大黄蜂的思索
    Translation Draft Download Address:   http://vdisk.weibo.com/s/rfySQ
    Translation Submission Time：  2013/02/20
    First Run Reviewer：  @谭晓阳_南航
    First Run Reviewed Version Download Address：  http://vdisk.weibo.com/s/rfy_7
    First Run Reviewed Version Submission Time：   2013/02/21

09. Neural Network Vectorization          （TODO: 编辑译者姓名，加中英文对照）
    http://deeplearning.stanford.edu/wiki/index.php/神经网络向量化
    Upload to:   http://deeplearning.stanford.edu/wiki/index.php/神经网络向量化   by: @ztyan (done)
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator： @ztyan
    Translation Draft Download Address:   http://vdisk.weibo.com/s/rfkXo/1361419853
    Translation Submission Time：  2013/02/20
    First Run Reviewer：  @谭晓阳_南航
    First Run Reviewed Version Download Address：  http://vdisk.weibo.com/s/rDyUr
    First Run Reviewed Version Submission Time：   2013/03/24

Preprocessing: PCA and Whitening

10. PCA              （TODO: 编辑译者姓名）
    http://deeplearning.stanford.edu/wiki/index.php/主成分分析
    Upload to:   http://deeplearning.stanford.edu/wiki/index.php/主成分分析   by: @Emma_lzhang (done）
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator： @交大基层代表 @Emma_lzhang
    Translation Draft Download Address:   http://vdisk.weibo.com/s/rmTWK/1361509174
    Translation Submission Time：  2013/02/22
    First Run Reviewer：  @Dr金峰
    First Run Reviewed Version Download Address：  http://vdisk.weibo.com/s/rETiI
    First Run Reviewed Version Submission Time：   2013/02/25
    Second Run Reviewer：  @破破的桥
    Second Run Reviewed Version Download Address： http://vdisk.weibo.com/s/rQAPJ/1361875890
    Second Run Reviewed Version Submission Time： 2013/02/26

11. Whitening         （TODO: 编辑译者姓名，加中英文对照）
    http://deeplearning.stanford.edu/wiki/index.php/白化
    Upload to:   http://deeplearning.stanford.edu/wiki/index.php/白化   by: @yhchuan （done）
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator： @yhchuan
    Translation Draft Download Address:   http://vdisk.weibo.com/s/raKnh
    Translation Submission Time：  2013/02/20
    First Run Reviewer：  @咖灰茶
    First Run Reviewed Version Download Address：  http://vdisk.weibo.com/s/rmj7f/1361503040
    First Run Reviewed Version Submission Time：   2013/02/22

12. Implementing PCA/Whitening      （TODO: 编辑译者姓名，加中英文对照）
    http://deeplearning.stanford.edu/wiki/index.php/实现主成分分析和白化
    Upload to:   http://deeplearning.stanford.edu/wiki/index.php/实现主成分分析和白化   by: @visualzhou
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator： @visualzhou
    Translation Draft Download Address:   http://vdisk.weibo.com/s/rt8t3
    Translation Submission Time：  2013/02/23
    First Run Reviewer：  @Emma_lzhang
    First Run Reviewed Version Download Address：  http://vdisk.weibo.com/s/ryRwP
    First Run Reviewed Version Submission Time：   2013/02/24

Softmax Regression

13. Softmax Regression      （TODO: 加中英文对照）
    http://deeplearning.stanford.edu/wiki/index.php/Softmax回归
    Upload to:   http://deeplearning.stanford.edu/wiki/index.php/Softmax回归   by: @knighterzjy （done）
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator： @knighterzjy
    Translation Draft Download Address:    http://vdisk.weibo.com/s/rBvdX?sudaref=weibo.com
    Translation Submission Time：  2013/02/24
    First Run Reviewer：  @GuitarFang
    First Run Reviewed Version Download Address：  http://vdisk.weibo.com/s/r_q2_/1361989744
    First Run Reviewed Version Submission Time：   2013/02/28

Self-Taught Learning and Unsupervised Feature Learning

14. Self-Taught Learning     （TODO: 加中英文对照）
    http://deeplearning.stanford.edu/wiki/index.php/自我学习
    Upload to:   http://deeplearning.stanford.edu/wiki/index.php/自我学习   by: @晓风_机器学习（done）
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator： @Call_Me_Zero
    Translation Draft Download Address:   http://vdisk.weibo.com/s/rqdqu
    Translation Submission Time： 2013/02/22
    First Run Reviewer：  @晓风_机器学习
    First Run Reviewed Version Download Address：  http://vdisk.weibo.com/s/ryzBn
    First Run Reviewed Version Submission Time：   2013/02/24

Building Deep Networks for Classification

15. From Self-Taught Learning to Deep Networks     （TODO: 编辑译者姓名，加中英文对照）
    http://deeplearning.stanford.edu/wiki/index.php/从自我学习到深层网络
    Upload to:   http://deeplearning.stanford.edu/wiki/index.php/从自我学习到深层网络  by: @幸福数据挖掘者
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator： @幸福数据挖掘者
    Translation Draft Download Address:   http://vdisk.weibo.com/s/rB66-
    Translation Submission Time：  2013/02/24
    First Run Reviewer： @ztyan
    First Run Reviewed Version Download Address：  http://vdisk.weibo.com/s/sdzoQ/1362193504
    First Run Reviewed Version Submission Time：   2013/03/02

16. Deep Networks: Overview        （TODO: 等待终审）
    Upload to:   http://deeplearning.stanford.edu/wiki/index.php/深度网络概览  by: @郑胤THU  （Done）
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator： @郑胤THU
    Translation Draft Download Address:   http://vdisk.weibo.com/s/ru9TD/1361600447
    Translation Submission Time： 2013/02/23
    First Run Reviewer：  @谭晓阳_南航
    First Run Reviewed Version Download Address：  http://vdisk.weibo.com/s/s7JBE
    First Run Reviewed Version Submission Time：   2013/03/01

17. Stacked Autoencoders             （TODO: 等待终审）
    Upload to:   http://deeplearning.stanford.edu/wiki/index.php/栈式自编码算法  by: @小猴机器人（done)
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator： @小猴机器人
    Translation Draft Download Address:   http://vdisk.weibo.com/s/rvp1G
    Translation Submission Time：  2013/02/23
    First Run Reviewer：  @邓亚峰-人脸识别
    First Run Reviewed Version Download Address：  http://vdisk.weibo.com/s/sbKhC
    First Run Reviewed Version Submission Time：   2013/03/01

18. Fine-tuning Stacked AEs            （TODO: 等待终审）
    Upload to:   http://deeplearning.stanford.edu/wiki/index.php/微调多层自编码算法  by: @太二真人 (done)
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator： @太二真人
    Translation Draft Download Address:   http://vdisk.weibo.com/s/rl1ON/1361474714
    Translation Submission Time： 2013/02/22
    First Run Reviewer：  @余凯_西二旗民工
    First Run Reviewed Version Download Address：  http://vdisk.weibo.com/s/ruUWM
    First Run Reviewed Version Submission Time：   2013/02/23

Linear Decoders with Autoencoders

19. Linear Decoders             （TODO: 加中英文对照）
    http://deeplearning.stanford.edu/wiki/index.php/线性解码器  （更改原标题，启用新wiki页面）
    Upload to:   http://deeplearning.stanford.edu/wiki/index.php/稀疏自编码重述  by: @小狗笑啦  @月蝕-eclipse  （done）
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator： @月蝕-eclipse
    Translation Draft Download Address:   http://vdisk.weibo.com/s/rkY-T
    Translation Submission Time： 2013/02/22
    First Run Reviewer：  @小狗笑啦
    First Run Reviewed Version Download Address： http://vdisk.weibo.com/s/rnnTq
    First Run Reviewed Version Submission Time：  2013/02/22

Working with Large Images

20. Feature extraction using convolution   （TODO: 等待终审）
    Upload to:   http://deeplearning.stanford.edu/wiki/index.php/卷积特征提取  by: @tobluestone (done)
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator： @tobluestone
    Translation Draft Download Address:   http://vdisk.weibo.com/s/rs8DL/1361560681
    Translation Submission Time： 2013/02/23
    First Run Reviewer：   @交大基层代表
    First Run Reviewed Version Download Address： http://vdisk.weibo.com/s/rAw58/1361683615
    First Run Reviewed Version Submission Time：  2013/02/24

21. Pooling                        （TODO: 编辑译者姓名）
    http://deeplearning.stanford.edu/wiki/index.php/池化
    Upload to:   http://deeplearning.stanford.edu/wiki/index.php/池化   by: @ChenCYS (done)
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator： @ChenCYS
    Translation Draft Download Address:   http://vdisk.weibo.com/s/ri8-6/1361444371
    Translation Submission Time： 2013/02/21
    First Run Reviewer：   @我是DarkScope
    First Run Reviewed Version Download Address： http://vdisk.weibo.com/s/rnnHY/1361512733
    First Run Reviewed Version Submission Time：  2013/02/22
    Second Run Reviewer：  @邓亚峰-人脸识别
    Second Run Reviewed Version Download Address： http://vdisk.weibo.com/s/rrEMQ
    Second Run Reviewed Version Submission Time： 2013/02/22

Miscellaneous Topics

22. Data Preprocessing              （TODO: 加中英文对照）
    http://deeplearning.stanford.edu/wiki/index.php/数据预处理
    Upload to:   http://deeplearning.stanford.edu/wiki/index.php/数据预处理   by: @gausschen （done）
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator： @gausschen
    Translation Draft Download Address:   http://vdisk.weibo.com/s/rjt8c/1361455520
    Translation Submission Time： 2013/02/21
    First Run Reviewer：   @咖灰茶
    First Run Reviewed Version Download Address： http://vdisk.weibo.com/s/ruUEd/1361608060
    First Run Reviewed Version Submission Time：  2013/02/23

23. Deriving gradients using the backpropagation idea    （TODO: 编辑译者姓名，加中英文对照）
    http://deeplearning.stanford.edu/wiki/index.php/用反向传导思想求导
    Upload to:   http://deeplearning.stanford.edu/wiki/index.php/用反向传导思想求导   by: @达博西 (done)
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator： @一碗热翔喜当爹
    Translation Draft Download Address:   http://vdisk.weibo.com/s/rp72P
    Translation Submission Time： 2013/02/22
    First Run Reviewer：   @Liang-Yue_
    First Run Reviewed Version Download Address： http://vdisk.weibo.com/s/rsbDE/1361564160
    First Run Reviewed Version Submission Time：  2013/02/23

Advanced Topics

24. Sparse Coding       （TODO: 加中英文对照）
    http://deeplearning.stanford.edu/wiki/index.php/稀疏编码
    Upload to:   http://deeplearning.stanford.edu/wiki/index.php/稀疏编码   by: @大黄蜂的思索 (done)
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator：  @寅莹
    Translation Draft Download Address:   http://vdisk.weibo.com/s/rMZ-_/1361843783
    Translation Submission Time： 2013/02/26
    First Run Reviewer：   @大黄蜂的思索
    First Run Reviewed Version Download Address： http://vdisk.weibo.com/s/rZJDT/1361978568
    First Run Reviewed Version Submission Time：  2013/02/27

25. Sparse Coding: Autoencoder Interpretation       （TODO: 加中英文对照）
    http://deeplearning.stanford.edu/wiki/index.php/稀疏编码自编码表达
    Upload to:   http://deeplearning.stanford.edu/wiki/index.php/稀疏编码自编码表达   by: @齐子儿C @Rachel____Zhang  (done)
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator：  @齐子儿C
    Translation Draft Download Address:  http://vdisk.weibo.com/s/ro_dp
    Translation Submission Time： 2013/02/22
    First Run Reviewer：   @Rachel____Zhang
    First Run Reviewed Version Download Address： http://vdisk.weibo.com/s/rAWFS/1361688855
    First Run Reviewed Version Submission Time：  2013/02/24

26. Independent Component Analysis      （TODO: 编辑译者姓名，加中英文对照）
    http://deeplearning.stanford.edu/wiki/index.php/独立成分分析
    Upload to:   http://deeplearning.stanford.edu/wiki/index.php/独立成分分析   by: @袁贞明
    Final Reviewer:
    Final Reviewed Version Submission Date:

    Translator：  @袁贞明
    Translation Draft Download Address:  http://vdisk.weibo.com/s/ruc3_/1361600900
    Translation Submission Time： 2013/02/22
    First Run Reviewer： @晓风_机器学习
    First Run Reviewed Version Download Address： http://vdisk.weibo.com/s/r_lXM/1361987284
    First Run Reviewed Version Submission Time：  2013/02/28

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