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 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。
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) Upload to: 神经网络 by: @天天吃泡芙成胖子 (done) Final Version: Final Reviewer: Final Reviewed Version Submission Date:
Translator: @天天吃泡芙成胖子 Translation Draft Download Address: Translation Submission Time: 2013/02/23 First Run Reviewer: @大黄蜂的思索 First Run Reviewed Version Download Address: First Run Reviewed Version Submission Time: 2013/02/24 Second Run Reviewer: @我是DarkScope Second Run Reviewed Version Download Address: Second Run Reviewed Version Submission Time: 2013/02/25
02. Backpropagation Algorithm (Done) Upload to: 反向传导算法 by: @GuitarFang (done) Final Reviewer: Final Reviewed Version Submission Date:
Translator: @GuitarFang Translation Draft Download Address: Translation Submission Time: 2013/02/21 First Run Reviewer: @大黄蜂的思索 First Run Reviewed Version Download Address: 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) Upload to: 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: Translation Submission Time: 2013/02/22 First Run Reviewer: @GuitarFang First Run Reviewed Version Download Address: First Run Reviewed Version Submission Time: 2013/02/23 Second Run Reviewer: @大黄蜂的思索 Second Run Reviewed Version Download Address: Second Run Reviewed Version Submission Time: 2013/02/25
04. Autoencoders and Sparsity (TODO: 等待终审) Upload to: 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: Translation Submission Time: 2013/02/23 First Run Reviewer: @达博西 First Run Reviewed Version Download Address: First Run Reviewed Version Submission Time: 2013/03/04 Second Run Reviewer: @大黄蜂的思索 Second Run Reviewed Version Download Address: Second Run Reviewed Version Submission Time: 2013/03/04
05. Visualizing a Trained Autoencoder (TODO: 等待终审) Upload to: 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: Translation Submission Time: 2013/02/21 First Run Reviewer: @AllenV7 First Run Reviewed Version Download Address: -- First Run Reviewed Version Submission Time: 2013/02/22 Second Run Reviewer: @数据鱼 Second Run Reviewed Version Download Address: Second Run Reviewed Version Submission Time: 2013/02/23 Third Run Reviewer: @小琳爱肉肉 Third Run Reviewed Version Download Address: Third Run Reviewed Version Submission Time: 2013/02/23
06. Sparse Autoencoder Notation Summary (TODO: 等待终审) Upload to: 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: Translation Submission Time: 2013/02/20 First Run Reviewer: @JerryLead First Run Reviewed Version Download Address: First Run Reviewed Version Submission Time: 2013/02/21
Vectorized implementation
07. Vectorization (TODO: 加中英文对照) Upload to: 矢量化编程 by: @caleb07 @咖灰茶 (done) Final Reviewer: Final Reviewed Version Submission Date: Translator: @caleb07 Translation Draft Download Address: Translation Submission Time: 2013/02/24 First Run Reviewer: @咖灰茶 First Run Reviewed Version Download Address: 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)
Upload to: 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: Translation Submission Time: 2013/02/20 First Run Reviewer: @谭晓阳_南航 First Run Reviewed Version Download Address: 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) Upload to: 神经网络向量化 by: @ztyan (done) Final Reviewer: Final Reviewed Version Submission Date: Translator: @ztyan Translation Draft Download Address: Translation Submission Time: 2013/02/20 First Run Reviewer: @谭晓阳_南航 First Run Reviewed Version Download Address: First Run Reviewed Version Submission Time: 2013/03/24
Preprocessing: PCA and Whitening
10. PCA (TODO: 编辑译者姓名) Upload to: 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: Translation Submission Time: 2013/02/22 First Run Reviewer: @Dr金峰 First Run Reviewed Version Download Address: First Run Reviewed Version Submission Time: 2013/02/25 Second Run Reviewer: @破破的桥 Second Run Reviewed Version Download Address: Second Run Reviewed Version Submission Time: 2013/02/26
11. Whitening (TODO: 编辑译者姓名,加中英文对照) Upload to: 白化 by: @yhchuan (done) Final Reviewer: Final Reviewed Version Submission Date: Translator: @yhchuan Translation Draft Download Address: Translation Submission Time: 2013/02/20 First Run Reviewer: @咖灰茶 First Run Reviewed Version Download Address: 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) Upload to: 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: Translation Submission Time: 2013/02/23 First Run Reviewer: @Emma_lzhang First Run Reviewed Version Download Address: First Run Reviewed Version Submission Time: 2013/02/24
Softmax Regression
13. Softmax Regression (TODO: 加中英文对照) Upload to: 回归 by: @knighterzjy (done) Final Reviewer: Final Reviewed Version Submission Date: Translator: @knighterzjy Translation Draft Download Address: Translation Submission Time: 2013/02/24 First Run Reviewer: @GuitarFang First Run Reviewed Version Download Address: 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) Upload to: 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: Translation Submission Time: 2013/02/22 First Run Reviewer: @晓风_机器学习 First Run Reviewed Version Download Address: 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) Upload to: 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: - Translation Submission Time: 2013/02/24 First Run Reviewer: @ztyan First Run Reviewed Version Download Address: First Run Reviewed Version Submission Time: 2013/03/02
16. Deep Networks: Overview (TODO: 等待终审) Upload to: 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: Translation Submission Time: 2013/02/23 First Run Reviewer: @谭晓阳_南航 First Run Reviewed Version Download Address: First Run Reviewed Version Submission Time: 2013/03/01
17. Stacked Autoencoders (TODO: 等待终审) Upload to: 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: Translation Submission Time: 2013/02/23 First Run Reviewer: @邓亚峰-人脸识别 First Run Reviewed Version Download Address: First Run Reviewed Version Submission Time: 2013/03/01
18. Fine-tuning Stacked AEs (TODO: 等待终审) Upload to: 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: Translation Submission Time: 2013/02/22 First Run Reviewer: @余凯_西二旗民工 First Run Reviewed Version Download Address: First Run Reviewed Version Submission Time: 2013/02/23
Linear Decoders with Autoencoders
19. Linear Decoders (TODO: 加中英文对照) (更改原标题,启用新wiki页面) Upload to: 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: Translation Submission Time: 2013/02/22 First Run Reviewer: @小狗笑啦 First Run Reviewed Version Download Address: 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: 卷积特征提取 by: @tobluestone (done) Final Reviewer: Final Reviewed Version Submission Date: Translator: @tobluestone Translation Draft Download Address: Translation Submission Time: 2013/02/23 First Run Reviewer: @交大基层代表 First Run Reviewed Version Download Address: First Run Reviewed Version Submission Time: 2013/02/24
21. Pooling (TODO: 编辑译者姓名) Upload to: 池化 by: @ChenCYS (done) Final Reviewer: Final Reviewed Version Submission Date: Translator: @ChenCYS Translation Draft Download Address: Translation Submission Time: 2013/02/21 First Run Reviewer: @我是DarkScope First Run Reviewed Version Download Address: 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: Second Run Reviewed Version Submission Time: 2013/02/22
Miscellaneous Topics
22. Data Preprocessing (TODO: 加中英文对照) Upload to: 数据预处理 by: @gausschen (done) Final Reviewer: Final Reviewed Version Submission Date: Translator: @gausschen Translation Draft Download Address: Translation Submission Time: 2013/02/21 First Run Reviewer: @咖灰茶 First Run Reviewed Version Download Address: 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) Upload to: 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: Translation Submission Time: 2013/02/22 First Run Reviewer: @Liang-Yue_ First Run Reviewed Version Download Address: First Run Reviewed Version Submission Time: 2013/02/23
Advanced Topics
24. Sparse Coding (TODO: 加中英文对照) Upload to: 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: Translation Submission Time: 2013/02/26 First Run Reviewer: @大黄蜂的思索 First Run Reviewed Version Download Address: First Run Reviewed Version Submission Time: 2013/02/27
25. Sparse Coding: Autoencoder Interpretation (TODO: 加中英文对照) Upload to: 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: Translation Submission Time: 2013/02/22 First Run Reviewer: @Rachel____Zhang First Run Reviewed Version Download Address: 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) Upload to: 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: Translation Submission Time: 2013/02/22 First Run Reviewer: @晓风_机器学习 First Run Reviewed Version Download Address: First Run Reviewed Version Submission Time: 2013/02/28