Dear Professor:           I am a university student in China and study on MLN recently;                     I have a question as follow:           The joint distribution represented by a Markov network is given by $$P(X=x) = \frac{1}{Z} \prod_k \phi_…

昨天总结了深度学习的资料,今天把机器学习的资料也总结一下(友情提示:有些网站需要"科学上网"^_^) 推荐几本好书: 1.Pattern Recognition and Machine Learning (by Hastie, Tibshirani, and Friedman's ) 2.Elements of Statistical Learning(by Bishop's) 这两本是英文的,但是非常全,第一本需要有一定的数学基础,第可以先看第二本.如果看英文觉得吃力,推荐看一下下面…

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…

牛人主页(主页有很多论文代码) Serge Belongie at UC San Diego Antonio Torralba at MIT Alexei Ffros at CMU Ce Liu at Microsoft Research New England Vittorio Ferrari at Univ.of Edinburgh Kristen Grauman at UT Austin Devi Parikh at  TTI-Chicago (Marr Prize at ICCV2011…

作者:我爱机器学习原文链接:SIGKDD历年Best Papers SIGKDD(Data Mining)(1997-2016) 年份 标题 一作 一作单位 2016 FRAUDAR: Bounding Graph Fraud in the Face of Camouflage Bryan Hooi Carnegie Mellon University 2015 Efficient Algorithms for Public-Private Social Networks Flavio Chie…

Awesome Deep Learning  Table of Contents Free Online Books Courses Videos and Lectures Papers Tutorials Researchers WebSites Datasets Frameworks Miscellaneous Contributing Free Online Books Deep Learning by Yoshua Bengio, Ian Goodfellow and Aaron Cou…

上周三收到Coursera平台的群发邮件,大意是Coursera将在6月30号彻底关闭旧的课程平台,全面升级到新的课程平台上,一些旧的课程资源(课程视频.课程资料)将不再保存,如果你之前学习过相关的课程,或者有心仪的课程,Coursera建议你将这些课程资源下载下来备份. 说实话,自从Coursera这一两年逐渐进行“商业升级”以后,我已经很少在这个平台上学习公开课了,反而是edX的一些课程更吸引我,特别是课程质量,后者显得更用心很多.不过作为最早的MOOC平台Coursera,曾经诞生了很多经…

转自:机器学习(Machine Learning)&深度学习(Deep Learning)资料 <Brief History of Machine Learning> 介绍:这是一篇介绍机器学习历史的文章,介绍很全面,从感知机.神经网络.决策树.SVM.Adaboost到随机森林.Deep Learning. <Deep Learning in Neural Networks: An Overview> 介绍:这是瑞士人工智能实验室Jurgen Schmidhuber写的最…

List Of All Machine Learning Sorted By Citation With > 300 citations 2013-10-10 See Citation Analysis Machine Learning And NLP for more analysis   robert tibshirani 142843 vapnik 120532 Anil K. Jain 99935 Trevor Hastie 83029 Geoffrey Hinton 70420 Jit…

数据挖掘方面重要会议的最佳paper集合,兴许将陆续分析一下内容: 主要有KDD.SIGMOD.VLDB.ICML.SIGIR KDD (Data Mining) 2013 Simple and Deterministic Matrix Sketching Edo Liberty, Yahoo! Research 2012 Searching and Mining Trillions of Time Series Subsequences under Dynamic Time Warping T…