Deep Learning 教程翻译

た入场券 2022-08-26 11:28 228阅读 0赞

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。

[![Deep <wbr>Learning <wbr>教程翻译][Deep_wbr_Learning_wbr]][Deep_wbr_Learning_wbr_Deep_wbr_Learning_wbr]

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**

01. Neural Networks（TODO: 编辑译者姓名）  
[http://deeplearning.stanford.edu/wiki/index.php/神经网络][http_deeplearning.stanford.edu_wiki_index.php]  
Upload to: [http://deeplearning.stanford.edu/wiki/index.php/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][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][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][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][http_deeplearning.stanford.edu_wiki_index.php 2]  
Upload to: [http://deeplearning.stanford.edu/wiki/index.php/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][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][http_deeplearning.stanford.edu_wiki_index.php 3]  
Upload to: [http://deeplearning.stanford.edu/wiki/index.php/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][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_1361768967] [http://vdisk.weibo.com/s/rH0f2][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/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][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][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/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][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][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][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/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][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][http_deeplearning.stanford.edu_wiki_index.php 4]  
Upload to:[http://deeplearning.stanford.edu/wiki/index.php/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][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][http_deeplearning.stanford.edu_wiki_index.php 5]

Upload to:[http://deeplearning.stanford.edu/wiki/index.php/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][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][http_deeplearning.stanford.edu_wiki_index.php 6]  
Upload to:[http://deeplearning.stanford.edu/wiki/index.php/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][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][http_deeplearning.stanford.edu_wiki_index.php 7]  
Upload to:[http://deeplearning.stanford.edu/wiki/index.php/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][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][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][http_deeplearning.stanford.edu_wiki_index.php 8]  
Upload to:[http://deeplearning.stanford.edu/wiki/index.php/][http_deeplearning.stanford.edu_wiki_index.php 1]白化 by: @yhchuan （done）  
Final Reviewer:  
Final Reviewed Version Submission Date:  
  
Translator： @yhchuan  
Translation Draft Download Address:[http://vdisk.weibo.com/s/raKnh][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][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][http_deeplearning.stanford.edu_wiki_index.php 9]  
Upload to:[http://deeplearning.stanford.edu/wiki/index.php/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][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][http_deeplearning.stanford.edu_wiki_index.php_Softmax]  
Upload to:[http://deeplearning.stanford.edu/wiki/index.php/Softmax][http_deeplearning.stanford.edu_wiki_index.php_Softmax 1]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][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][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][http_deeplearning.stanford.edu_wiki_index.php 10]  
Upload to:[http://deeplearning.stanford.edu/wiki/index.php/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][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][http_deeplearning.stanford.edu_wiki_index.php 11]  
Upload to:[http://deeplearning.stanford.edu/wiki/index.php/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][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/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][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/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][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/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][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][http_deeplearning.stanford.edu_wiki_index.php 12] （更改原标题，启用新wiki页面）  
Upload to:[http://deeplearning.stanford.edu/wiki/index.php/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][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/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][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][http_deeplearning.stanford.edu_wiki_index.php 13]  
Upload to:[http://deeplearning.stanford.edu/wiki/index.php/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][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][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][http_deeplearning.stanford.edu_wiki_index.php 14]  
Upload to:[http://deeplearning.stanford.edu/wiki/index.php/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][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][http_deeplearning.stanford.edu_wiki_index.php 15]  
Upload to:[http://deeplearning.stanford.edu/wiki/index.php/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][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][http_deeplearning.stanford.edu_wiki_index.php 16]  
Upload to:[http://deeplearning.stanford.edu/wiki/index.php/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][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][http_deeplearning.stanford.edu_wiki_index.php 17]  
Upload to:[http://deeplearning.stanford.edu/wiki/index.php/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][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][http_deeplearning.stanford.edu_wiki_index.php 18]  
Upload to:[http://deeplearning.stanford.edu/wiki/index.php/][http_deeplearning.stanford.edu_wiki_index.php 1]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][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][http_vdisk.weibo.com_s_r_lXM_1361987284]  
First Run Reviewed Version Submission Time：  2013/02/28

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[http_vdisk.weibo.com_s_rfySQ]: http://vdisk.weibo.com/s/rfySQ
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[http_vdisk.weibo.com_s_rDyUr]: http://vdisk.weibo.com/s/rDyUr
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[http_vdisk.weibo.com_s_rmTWK_1361509174]: http://vdisk.weibo.com/s/rmTWK/1361509174
[http_vdisk.weibo.com_s_rETiI]: http://vdisk.weibo.com/s/rETiI
[http_vdisk.weibo.com_s_rQAPJ_1361875890]: http://vdisk.weibo.com/s/rQAPJ/1361875890
[http_deeplearning.stanford.edu_wiki_index.php 8]: http://deeplearning.stanford.edu/wiki/index.php/%E7%99%BD%E5%8C%96
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[http_vdisk.weibo.com_s_rmj7f_1361503040]: http://vdisk.weibo.com/s/rmj7f/1361503040
[http_deeplearning.stanford.edu_wiki_index.php 9]: http://deeplearning.stanford.edu/wiki/index.php/%E5%AE%9E%E7%8E%B0%E4%B8%BB%E6%88%90%E5%88%86%E5%88%86%E6%9E%90%E5%92%8C%E7%99%BD%E5%8C%96
[http_vdisk.weibo.com_s_rt8t3]: http://vdisk.weibo.com/s/rt8t3
[http_vdisk.weibo.com_s_ryRwP]: http://vdisk.weibo.com/s/ryRwP
[http_deeplearning.stanford.edu_wiki_index.php_Softmax]: http://deeplearning.stanford.edu/wiki/index.php/Softmax%E5%9B%9E%E5%BD%92
[http_deeplearning.stanford.edu_wiki_index.php_Softmax 1]: http://deeplearning.stanford.edu/wiki/index.php/Softmax
[http_vdisk.weibo.com_s_rBvdX_sudaref_weibo.com]: http://vdisk.weibo.com/s/rBvdX?sudaref=weibo.com
[http_vdisk.weibo.com_s_r_q2_1361989744]: http://vdisk.weibo.com/s/r_q2_/1361989744
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[http_vdisk.weibo.com_s_rqdqu]: http://vdisk.weibo.com/s/rqdqu
[http_vdisk.weibo.com_s_ryzBn]: http://vdisk.weibo.com/s/ryzBn
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[http_vdisk.weibo.com_s_rB66]: http://vdisk.weibo.com/s/rB66
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[http_vdisk.weibo.com_s_s7JBE]: http://vdisk.weibo.com/s/s7JBE
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[http_vdisk.weibo.com_s_ruUWM]: http://vdisk.weibo.com/s/ruUWM
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