Deep Learning 教程翻译

た 入场券 2022-08-26 11:28 349阅读 0赞 
  1. 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。
  5. 此次战役的巨大胜利，之所以令人激动，有三方面的原因。
  9. 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。
  13. 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。
  17. 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。
  21. 战果详见 http://deeplearning.stanford.edu/wiki/index.php/UFLDL教程
  25. 请猛戳网页中所有链接。
  29. 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。

Deep <wbr>Learning <wbr>教程翻译

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。

与其重新造轮子，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

  1. 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

  1. 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

  1. 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

  1. 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

  1. 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

  1. 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

  1. 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

  1. 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

  1. 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

  1. 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

  1. 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

  1. 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

  1. 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

  1. 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

  1. 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

  1. 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

  1. 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

  1. 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

  1. 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

  1. 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

  1. 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

  1. 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

  1. 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

  1. 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

  1. 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

  1. 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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