科学网[转载]Deep Learning 教程翻译

2014 年 4 月 7 日4420

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://http://www.zjjv.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://http://www.zjjv.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://http://www.zjjv.com///s/rJEzP
Second Run Reviewed Version Submission Time: 2013/02/25

02. Backpropagation Algorithm (Done)
http://http://www.zjjv.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://http://www.zjjv.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://http://www.zjjv.com///s/rr91K
Translation Submission Time: 2013/02/22
First Run Reviewer: @GuitarFang
First Run Reviewed Version Download Address: http://http://www.zjjv.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://http://www.zjjv.com///s/rH0f2/1361768967http://http://www.zjjv.com///s/rH0f2
Second Run Reviewed Version Submission Time: 2013/02/25

04. Autoencoders and Sparsity (TODO: 等待终审)
Upload to: http://http://www.zjjv.com///s/rwLOv
Translation Submission Time: 2013/02/23
First Run Reviewer: @达博西
First Run Reviewed Version Download Address: http://http://www.zjjv.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://http://www.zjjv.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://http://www.zjjv.com///s/rhHXW/1361439836
Translation Submission Time: 2013/02/21
First Run Reviewer: @AllenV7
First Run Reviewed Version Download Address: http://http://www.zjjv.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://http://www.zjjv.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://http://www.zjjv.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://http://www.zjjv.com///s/razx1/1361357492
Translation Submission Time: 2013/02/20
First Run Reviewer: @JerryLead
First Run Reviewed Version Download Address: http://http://www.zjjv.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://http://www.zjjv.com///s/ryl1i
Translation Submission Time: 2013/02/24
First Run Reviewer: @咖灰茶
First Run Reviewed Version Download Address: http://http://www.zjjv.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://http://www.zjjv.com///s/rfySQ
Translation Submission Time: 2013/02/20
First Run Reviewer: @谭晓阳_南航
First Run Reviewed Version Download Address: http://http://www.zjjv.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://http://www.zjjv.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://http://www.zjjv.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://http://www.zjjv.com///s/rmTWK/1361509174
Translation Submission Time: 2013/02/22
First Run Reviewer: @Dr金峰
First Run Reviewed Version Download Address: http://http://www.zjjv.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://http://www.zjjv.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://http://www.zjjv.com///s/raKnh
Translation Submission Time: 2013/02/20
First Run Reviewer: @咖灰茶
First Run Reviewed Version Download Address: http://http://www.zjjv.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://http://www.zjjv.com///s/rt8t3
Translation Submission Time: 2013/02/23
First Run Reviewer: @Emma_lzhang
First Run Reviewed Version Download Address: http://http://www.zjjv.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://http://www.zjjv.com///s/rBvdX?sudaref=weibo.com
Translation Submission Time: 2013/02/24
First Run Reviewer: @GuitarFang
First Run Reviewed Version Download Address: http://http://www.zjjv.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://http://www.zjjv.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://http://www.zjjv.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://http://www.zjjv.com///s/rB66-
Translation Submission Time: 2013/02/24
First Run Reviewer: @ztyan
First Run Reviewed Version Download Address: http://http://www.zjjv.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://http://www.zjjv.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://http://www.zjjv.com///s/s7JBE
First Run Reviewed Version Submission Time: 2013/03/01

17. Stacked Autoencoders (TODO: 等待终审)
Upload to: http://http://www.zjjv.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://http://www.zjjv.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://http://www.zjjv.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://http://www.zjjv.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://http://www.zjjv.com///s/rkY-T
Translation Submission Time: 2013/02/22
First Run Reviewer: @小狗笑啦
First Run Reviewed Version Download Address: http://http://www.zjjv.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://http://www.zjjv.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://http://www.zjjv.com///s/rAw58/1361683615
First Run Reviewed Version Submission Time: 2013/02/24

21. Pooling (TODO: 编辑译者姓名)
http://http://www.zjjv.com///s/ri8-6/1361444371
Translation Submission Time: 2013/02/21
First Run Reviewer: @我是DarkScope
First Run Reviewed Version Download Address: http://http://www.zjjv.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://http://www.zjjv.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://http://www.zjjv.com///s/rjt8c/1361455520
Translation Submission Time: 2013/02/21
First Run Reviewer: @咖灰茶
First Run Reviewed Version Download Address: http://http://www.zjjv.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://http://www.zjjv.com///s/rp72P
Translation Submission Time: 2013/02/22
First Run Reviewer: @Liang-Yue_
First Run Reviewed Version Download Address: http://http://www.zjjv.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://http://www.zjjv.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://http://www.zjjv.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://http://www.zjjv.com///s/ro_dp
Translation Submission Time: 2013/02/22
First Run Reviewer: @Rachel____Zhang
First Run Reviewed Version Download Address: http://http://www.zjjv.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://http://www.zjjv.com///blog-825190-782634.html

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