Where to Learn Deep Learning – Courses, Tutorials, Software 學習列表
中文小專題及實驗 http://www.cnblogs.com/tornadomeet/tag/Deep%20Learning/
Ng 英文及中文 http://deeplearning.stanford.edu/wiki/index.php/UFLDL%E6%95%99%E7%A8%8B
http://blog.csdn.net/abcjennifer/article/details/7826917 深度學習中文指導
英文原版在這裏: http://www.iro.umontreal.ca/~pift6266/H10/notes/deepintro.html
http://ufldl.stanford.edu/wiki/index.php/UFLDL_Tutorial
http://blog.csdn.net/abcjennifer/article/details/7804962 中文圖文並茂的筆記
有些大牛視頻:http://videolectures.net/jul09_hinton_deeplearn/ hintoBengio http://videolectures.net/icml09_bengio_lecun_tldar/
機器學習中使用的神經網絡教學視頻 Hiton
Bengio 的 用python寫的教程
Survey Papers on Deep Learning 已經打印了這兩篇
Yoshua Bengio, Learning Deep Architectures for AI, Foundations and Trends in Machine Learning, 2(1), pp.1-127, 2009.
Yoshua Bengio, Aaron Courville, Pascal Vincent, Representation Learning: A Review and New Perspectives, Arxiv, 2012.
Deep Learning Code Tutorials Python代碼示例
The Deep Learning Tutorials are a walk-through with code for several important Deep Architectures (in progress; teaching material for Yoshua Bengio’s IFT6266 course).
網址:http://deeplearning.net/tutorial/contents.html 重點學習 已經打印了 深度學習教程的翻譯
源代碼在這裏。
http://deeplearning.net/software/theano/index.html
Ng的用Matlab寫的教程
Unsupervised Feature and Deep Learning Matlab示例
Stanford’s Unsupervised Feature and Deep Learning tutorials has wiki pages and matlab code examples for several basic concepts and algorithms used for unsupervised feature learning and deep learning.
使用toolbox的中文Matlab實驗
純Matlab代碼的中文實驗 對應的英文教程 機器學習中文翻譯教程
standfor Ng 機器學習筆記 http://blog.csdn.net/abcjennifer/article/category/1173803/3
Ng 視頻 https://class.coursera.org/ml-005/lecture/preview
下載工具包後,解壓到一個目錄,在MATLAB 2014a中添加路徑時,選擇與子目錄一起添加。包中測試程序在“tests”目錄下。運行測試程序時,可能會出現“ out of memory"錯誤,可參考 http://www.ilovematlab.cn/thread-19609-1-1.html 。