http://blog.csdn.net/dinosoft/article/details/50103503 推荐一个deep learning绝佳的入门资料 * UFLDL(Unsupervised Feature Learning and Deep Learning)教程 http://deeplearning.stanford.edu/wiki/index.php/UFLDL%E6%95%99%E7%A8%8B 故意把链接地址也写出来,方便看到来源,嘿嘿. 资料写得相当赞,还有中文版.看懂…

中文译文:深度学习.自然语言处理和表征方法 http://blog.jobbole.com/77709/ 英文原文:Deep Learning, NLP, and Representations http://colah.github.io/posts/2014-07-NLP-RNNs-Representations/ 总结: 这篇文章中主要提到了单层神经网络,单词嵌入(word embeddings),表征这几个概念,结合具体的实例,写的是通俗易懂,在引用参考文献的位置都给出了对应的链接,一些…

非DL:要找好的特征 DL:无需找好的特征,但新问题:要设计好的网络架构…

论文: 本文主要贡献: 1.提出了一种新的采样策略,使网络在少数的epoch迭代中,接触百万量级的训练样本: 2.基于局部图像块匹配问题,强调度量描述子的相对距离: 3.在中间特征图上加入额外的监督: 4.描述符的紧实性. 基于CNN的局部图像块匹配方法可以分为两类:一是,作为二分类问题,不存在明确的特征描述子概念,好处是准确率相对第二类高很多,但可移植性能差:二是,CNN输出学习的图像块描述子,没有度量学习层,好处是可以作为以前的很多基于手工描述子方法应用的直接替代. A.网络框架: 左边是输…

读这篇论文“ Multi Column Deep Neural Network for Traffic Sign Classification”是为了更加理解,论文“Multi-column Deep Neural Networks for Image Classification”…

最近在学深度学习相关的东西,在网上搜集到了一些不错的资料,现在汇总一下: Free Online Books  by Yoshua Bengio, Ian Goodfellow and Aaron Courville Neural Networks and Deep Learning42 by Michael Nielsen Deep Learning27 by Microsoft Research Deep Learning Tutorial23 by LISA lab, University…

转自:https://github.com/terryum/awesome-deep-learning-papers Awesome - Most Cited Deep Learning Papers A curated list of the most cited deep learning papers (since 2010) I believe that there exist classic deep learning papers which are worth reading re…

Machine and Deep Learning with Python Education Tutorials and courses Supervised learning superstitions cheat sheet Introduction to Deep Learning with Python How to implement a neural network How to build and run your first deep learning network Neur…

A Full Hardware Guide to Deep Learning Deep Learning is very computationally intensive, so you will need a fast CPU with many cores, right? Or is it maybe wasteful to buy a fast CPU? One of the worst things you can do when building a deep learning sy…

Displaying 1-16 of 86 results for: deep learning Deep Learning By Adam Gibson, Josh Patterson Publisher: O'Reilly Media Release Date: September 2015   Deep Learning By O'Reilly Media, Inc. Publisher: O'Reilly Media Release Date: June 16, 2015   Funda…