Andrew Ng 的 Deep Learning 教程翻译

来源：互联网发布：太平洋寿险软件下载编辑：程序博客网时间：2024/05/22 10:26

Andrew Ng教授写的教程确实比较易懂，深入浅出，有理论有例子，个人感觉会比纯理论的书看上去更舒服。

索性转载来了我正在看的翻译教程，据说是一群中国人50天翻译出来的，而且放在了Stanford Deep Learning网站上，着实厉害，我辈楷模。

UFLDLTutorial

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

01. NeuralNetworks     （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）

    FinalVersion： http://deeplearning.stanford.edu/wiki/index.php/Neural_Networks_CN
    FinalReviewer:
    FinalReviewed Version Submission Date:

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

02. BackpropagationAlgorithm       （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)
    FinalReviewer:
    FinalReviewed Version SubmissionDate:

   Translator： @GuitarFang
    TranslationDraft Download Address: http://vdisk.weibo.com/s/rdwe1/1361387285
    TranslationSubmission Time： 2013/02/21
    First RunReviewer： @大黄蜂的思索
    First RunReviewed Version Download Address： http://vdisk.weibo.com/s/rpKkk/1361533701
    First RunReviewed Version Submission Time： 2013/02/22

03. Gradient checking and advancedoptimization    （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
    Uploadto: http://deeplearning.stanford.edu/wiki/index.php/梯度检验与高级优化  by: @pocketwalker (done)
    FinalReviewer:
    FinalReviewed Version SubmissionDate:

   Translator： @pocketwalker
    TranslationDraft Download Address: http://vdisk.weibo.com/s/rr91K
    TranslationSubmission Time： 2013/02/22
    First RunReviewer： @GuitarFang
    First RunReviewed Version Download Address： http://vdisk.weibo.com/s/rs0Kx/1361555898
    First RunReviewed Version SubmissionTime：   2013/02/23
    Second RunReviewer：   @大黄蜂的思索
    Second RunReviewed Version Download Address： http://vdisk.weibo.com/s/rH0f2/1361768967 http://vdisk.weibo.com/s/rH0f2
    Second RunReviewed Version Submission Time： 2013/02/25

04. Autoencoders andSparsity   （TODO:等待终审）
    Uploadto:   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)
    FinalReviewer:
    FinalReviewed Version SubmissionDate:

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

05. Visualizing a TrainedAutoencoder   （TODO: 等待终审）
    Uploadto:   http://deeplearning.stanford.edu/wiki/index.php/可视化自编码器训练结果  by: @数据鱼 (done)
    FinalReviewer:
    FinalReviewed Version SubmissionDate:

   Translator： @GuitarFang
    TranslationDraft Download Address:  http://vdisk.weibo.com/s/rhHXW/1361439836
    TranslationSubmission Time： 2013/02/21
    First RunReviewer： @AllenV7
    First RunReviewed Version Download Address： http://vdisk.weibo.com/s/rnx--
    First RunReviewed Version SubmissionTime：   2013/02/22
    Second RunReviewer： @数据鱼
    Second RunReviewed Version Download Address： http://vdisk.weibo.com/s/rsP3h
    Second RunReviewed Version Submission Time： 2013/02/23
    Third RunReviewer： @小琳爱肉肉
    Third RunReviewed Version Download Address： http://vdisk.weibo.com/s/ruF0M
    Third RunReviewed Version Submission Time： 2013/02/23

06. Sparse Autoencoder NotationSummary

       （TODO: 等待终审）
    Uploadto:   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)
    FinalReviewer:
    FinalReviewed Version SubmissionDate:

    Translator：@自觉自愿来看老婆微博
    TranslationDraft Download Address:  http://vdisk.weibo.com/s/razx1/1361357492
    TranslationSubmission Time： 2013/02/20
    First RunReviewer：   @JerryLead
    First RunReviewed Version Download Address： http://vdisk.weibo.com/s/rrJuM/1361550710
    First RunReviewed Version Submission Time： 2013/02/21

07.Vectorization           （TODO: 加中英文对照）
    http://deeplearning.stanford.edu/wiki/index.php/矢量化编程
    Uploadto:   http://deeplearning.stanford.edu/wiki/index.php/矢量化编程 by: @caleb07 @咖灰茶（done）
    FinalReviewer:
    FinalReviewed Version SubmissionDate:

    Translator：@caleb07
    TranslationDraft Download Address:  http://vdisk.weibo.com/s/ryl1i
    TranslationSubmission Time： 2013/02/24
    First RunReviewer： @咖灰茶
    First RunReviewed Version Download Address： http://vdisk.weibo.com/s/rSx6S/1361891594
    First RunReviewed Version SubmissionTime：   2013/02/24

08. Logistic Regression VectorizationExample （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

    Uploadto:   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)
    FinalReviewer:
    FinalReviewed Version SubmissionDate:

    Translator：@大黄蜂的思索
    TranslationDraft Download Address:  http://vdisk.weibo.com/s/rfySQ
    TranslationSubmission Time： 2013/02/20
    First RunReviewer： @谭晓阳_南航
    First RunReviewed Version Download Address： http://vdisk.weibo.com/s/rfy_7
    First RunReviewed Version SubmissionTime：   2013/02/21

09. Neural NetworkVectorization         （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
    Uploadto:   http://deeplearning.stanford.edu/wiki/index.php/神经网络向量化  by: @ztyan (done)
    FinalReviewer:
    FinalReviewed Version SubmissionDate:

    Translator：@ztyan
    TranslationDraft Download Address:  http://vdisk.weibo.com/s/rfkXo/1361419853
    TranslationSubmission Time： 2013/02/20
    First RunReviewer： @谭晓阳_南航
    First RunReviewed Version Download Address： http://vdisk.weibo.com/s/rDyUr
    First RunReviewed Version SubmissionTime：   2013/03/24

10.PCA             （TODO:编辑译者姓名）
    http://deeplearning.stanford.edu/wiki/index.php/主成分分析
    Uploadto:   http://deeplearning.stanford.edu/wiki/index.php/主成分分析  by: @Emma_lzhang (done）
    FinalReviewer:
    FinalReviewed Version Submission Date:

    Translator：@交大基层代表 @Emma_lzhang
    TranslationDraft Download Address:  http://vdisk.weibo.com/s/rmTWK/1361509174
    TranslationSubmission Time： 2013/02/22
    First RunReviewer： @Dr金峰
    First RunReviewed Version Download Address： http://vdisk.weibo.com/s/rETiI
    First RunReviewed Version SubmissionTime：   2013/02/25
    Second RunReviewer： @破破的桥
    Second RunReviewed Version Download Address： http://vdisk.weibo.com/s/rQAPJ/1361875890
    Second RunReviewed 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
    Uploadto:   http://deeplearning.stanford.edu/wiki/index.php/白化  by: @yhchuan （done）
    FinalReviewer:
    FinalReviewed Version Submission Date:

    Translator：@yhchuan
    TranslationDraft Download Address:  http://vdisk.weibo.com/s/raKnh
    TranslationSubmission Time： 2013/02/20
    First RunReviewer： @咖灰茶
    First RunReviewed Version Download Address： http://vdisk.weibo.com/s/rmj7f/1361503040
    First RunReviewed Version SubmissionTime：   2013/02/22

12. ImplementingPCA/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
    Uploadto:   http://deeplearning.stanford.edu/wiki/index.php/实现主成分分析和白化  by: @visualzhou
    FinalReviewer:
    FinalReviewed Version Submission Date:

    Translator：@visualzhou
    TranslationDraft Download Address:  http://vdisk.weibo.com/s/rt8t3
    TranslationSubmission Time： 2013/02/23
    First RunReviewer： @Emma_lzhang
    First RunReviewed Version Download Address： http://vdisk.weibo.com/s/ryRwP
    First RunReviewed Version SubmissionTime：   2013/02/24

Softmax Regression

13. SoftmaxRegression     （TODO: 加中英文对照）
    http://deeplearning.stanford.edu/wiki/index.php/Softmax回归
    Uploadto:   http://deeplearning.stanford.edu/wiki/index.php/Softmax回归  by: @knighterzjy （done）
    FinalReviewer:
    FinalReviewed Version Submission Date:

    Translator：@knighterzjy
    TranslationDraft DownloadAddress:   http://vdisk.weibo.com/s/rBvdX?sudaref=weibo.com
    TranslationSubmission Time： 2013/02/24
    First RunReviewer： @GuitarFang
    First RunReviewed Version Download Address： http://vdisk.weibo.com/s/r_q2_/1361989744
    First RunReviewed Version SubmissionTime：   2013/02/28

Self-Taught Learning and Unsupervised FeatureLearning

14. Self-TaughtLearning    （TODO: 加中英文对照）
    http://deeplearning.stanford.edu/wiki/index.php/自我学习
    Uploadto:   http://deeplearning.stanford.edu/wiki/index.php/自我学习  by: @晓风_机器学习（done）
    FinalReviewer:
    FinalReviewed Version Submission Date:

    Translator：@Call_Me_Zero
    TranslationDraft Download Address:  http://vdisk.weibo.com/s/rqdqu
    TranslationSubmission Time： 2013/02/22
    First RunReviewer： @晓风_机器学习
    First RunReviewed Version Download Address： http://vdisk.weibo.com/s/ryzBn
    First RunReviewed Version SubmissionTime：   2013/02/24

Building Deep Networks for Classification

15. From Self-Taught Learning to DeepNetworks    （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
    Uploadto:   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
    FinalReviewer:
    FinalReviewed Version Submission Date:

   Translator： @幸福数据挖掘者
    TranslationDraft Download Address:  http://vdisk.weibo.com/s/rB66-
    TranslationSubmission Time： 2013/02/24
    First RunReviewer： @ztyan
    First RunReviewed Version Download Address： http://vdisk.weibo.com/s/sdzoQ/1362193504
    First RunReviewed Version SubmissionTime：   2013/03/02

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

    Translator：@郑胤THU
    TranslationDraft Download Address:  http://vdisk.weibo.com/s/ru9TD/1361600447
    TranslationSubmission Time： 2013/02/23
    First RunReviewer： @谭晓阳_南航
    First RunReviewed Version Download Address： http://vdisk.weibo.com/s/s7JBE
    First RunReviewed Version SubmissionTime：   2013/03/01

17. StackedAutoencoders            （TODO: 等待终审）
    Uploadto:   http://deeplearning.stanford.edu/wiki/index.php/栈式自编码算法 by: @小猴机器人（done)
    FinalReviewer:
    FinalReviewed Version Submission Date:

    Translator：@小猴机器人
    TranslationDraft Download Address:  http://vdisk.weibo.com/s/rvp1G
    TranslationSubmission Time： 2013/02/23
    First RunReviewer： @邓亚峰-人脸识别
    First RunReviewed Version Download Address： http://vdisk.weibo.com/s/sbKhC
    First RunReviewed Version SubmissionTime：   2013/03/01

18. Fine-tuning StackedAEs           （TODO: 等待终审）
    Uploadto:   http://deeplearning.stanford.edu/wiki/index.php/微调多层自编码算法 by: @太二真人 (done)
    FinalReviewer:
    FinalReviewed Version Submission Date:

    Translator：@太二真人
    TranslationDraft Download Address:  http://vdisk.weibo.com/s/rl1ON/1361474714
    TranslationSubmission Time： 2013/02/22
    First RunReviewer： @余凯_西二旗民工
    First RunReviewed Version Download Address： http://vdisk.weibo.com/s/ruUWM
    First RunReviewed Version SubmissionTime：   2013/02/23

Linear Decoders with Autoencoders

19. LinearDecoders            （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）
    Uploadto:   http://deeplearning.stanford.edu/wiki/index.php/稀疏自编码重述 by: @小狗笑啦 @月蝕-eclipse （done）
    FinalReviewer:
    FinalReviewed Version Submission Date:

    Translator：@月蝕-eclipse
    TranslationDraft Download Address:  http://vdisk.weibo.com/s/rkY-T
    TranslationSubmission Time： 2013/02/22
    First RunReviewer： @小狗笑啦
    First RunReviewed Version Download Address： http://vdisk.weibo.com/s/rnnTq
    First RunReviewed Version Submission Time： 2013/02/22

Working with Large Images

20. Feature extraction usingconvolution   （TODO: 等待终审）
    Uploadto:   http://deeplearning.stanford.edu/wiki/index.php/卷积特征提取 by: @tobluestone (done)
    FinalReviewer:
    FinalReviewed Version Submission Date:

    Translator：@tobluestone
    TranslationDraft Download Address:  http://vdisk.weibo.com/s/rs8DL/1361560681
    TranslationSubmission Time： 2013/02/23
    First RunReviewer：   @交大基层代表
    First RunReviewed Version Download Address： http://vdisk.weibo.com/s/rAw58/1361683615
    First RunReviewed Version Submission Time： 2013/02/24

21.Pooling                       （TODO: 编辑译者姓名）
    http://deeplearning.stanford.edu/wiki/index.php/池化
    Uploadto:   http://deeplearning.stanford.edu/wiki/index.php/池化  by: @ChenCYS (done)
    FinalReviewer:
    FinalReviewed Version Submission Date:

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

Miscellaneous Topics

22. DataPreprocessing             （TODO: 加中英文对照）
    http://deeplearning.stanford.edu/wiki/index.php/数据预处理
    Uploadto:   http://deeplearning.stanford.edu/wiki/index.php/数据预处理  by: @gausschen （done）
    FinalReviewer:
    FinalReviewed Version Submission Date:

    Translator：@gausschen
    TranslationDraft Download Address:  http://vdisk.weibo.com/s/rjt8c/1361455520
    TranslationSubmission Time： 2013/02/21
    First RunReviewer：   @咖灰茶
    First RunReviewed Version Download Address： http://vdisk.weibo.com/s/ruUEd/1361608060
    First RunReviewed Version Submission Time： 2013/02/23

23. Deriving gradients using the backpropagationidea    （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
    Uploadto:   http://deeplearning.stanford.edu/wiki/index.php/用反向传导思想求导  by: @达博西 (done)
    FinalReviewer:
    FinalReviewed Version Submission Date:

   Translator： @一碗热翔喜当爹
    TranslationDraft Download Address:  http://vdisk.weibo.com/s/rp72P
    TranslationSubmission Time： 2013/02/22
    First RunReviewer：   @Liang-Yue_
    First RunReviewed Version Download Address： http://vdisk.weibo.com/s/rsbDE/1361564160
    First RunReviewed Version Submission Time： 2013/02/23

Advanced Topics

24. SparseCoding      （TODO: 加中英文对照）
    http://deeplearning.stanford.edu/wiki/index.php/稀疏编码
    Uploadto:   http://deeplearning.stanford.edu/wiki/index.php/稀疏编码  by: @大黄蜂的思索 (done)
    FinalReviewer:
    FinalReviewed Version Submission Date:

   Translator： @寅莹
    TranslationDraft Download Address:  http://vdisk.weibo.com/s/rMZ-_/1361843783
    TranslationSubmission Time： 2013/02/26
    First RunReviewer：   @大黄蜂的思索
    First RunReviewed Version Download Address： http://vdisk.weibo.com/s/rZJDT/1361978568
    First RunReviewed Version Submission Time： 2013/02/27

25. Sparse Coding: AutoencoderInterpretation      （TODO: 加中英文对照）
    http://deeplearning.stanford.edu/wiki/index.php/稀疏编码自编码表达
    Uploadto:   http://deeplearning.stanford.edu/wiki/index.php/稀疏编码自编码表达  by: @齐子儿C @Rachel____Zhang (done)
    FinalReviewer:
    FinalReviewed Version Submission Date:

   Translator： @齐子儿C
    TranslationDraft Download Address: http://vdisk.weibo.com/s/ro_dp
    TranslationSubmission Time： 2013/02/22
    First RunReviewer：  @Rachel____Zhang
    First RunReviewed Version Download Address： http://vdisk.weibo.com/s/rAWFS/1361688855
    First RunReviewed Version Submission Time： 2013/02/24

26. Independent ComponentAnalysis     （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
    Uploadto:   http://deeplearning.stanford.edu/wiki/index.php/独立成分分析  by: @袁贞明
    FinalReviewer:
    FinalReviewed Version Submission Date:

   Translator： @袁贞明
    TranslationDraft Download Address: http://vdisk.weibo.com/s/ruc3_/1361600900
    TranslationSubmission Time： 2013/02/22
    First RunReviewer： @晓风_机器学习
    First RunReviewed Version Download Address： http://vdisk.weibo.com/s/r_lXM/1361987284
    First RunReviewed Version Submission Time： 2013/02/28

转载自：http://blog.sina.com.cn/s/blog_46d0a3930101h6nf.html

这些内容其实从时间戳上能看到，是13年的了，比较早。
内容可能不适用于最新的研究，但是打基础完全没问题的，力荐！！！

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