加载中…

加载中...

正文 字体大小:

Deep Learning 教程翻译

(2013-02-20 01:20:42)
标签:

机器学习

大数据

深度学习

stanford

公开课

分类: 众包项目

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

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   
    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



0

阅读 评论 收藏 转载 喜欢 打印举报
后一篇:解密比特币
  • 评论加载中,请稍候...
发评论

    发评论

    以上网友发言只代表其个人观点,不代表新浪网的观点或立场。

    后一篇 >解密比特币
      

    新浪BLOG意见反馈留言板 不良信息反馈 电话:4006900000 提示音后按1键(按当地市话标准计费) 欢迎批评指正

    新浪简介 | About Sina | 广告服务 | 联系我们 | 招聘信息 | 网站律师 | SINA English | 会员注册 | 产品答疑

    新浪公司 版权所有