机器学习网址链接

机器学习领域重要链接

C/C++ Programming

C++ Tutoral The cplusplus.com Tutorial C++ String Introduction to Object-Oriented Programming Using C++ DJGPP Standard Templale Library Makefile Tutorial

Machine Learning Softwares

SVM Light - Support Vector Machine in C Source Code LIBSVM - A C++ Library for SMO Support Vector Machines (Recommend) CVM Toolbox - A C++ Implementation of Core Vector Machines (Recommend for Massive Data-sets) UniverSVM - Transductive and sparse SVMs in C++ SVM in the Primal - Direct Primal SVM Solver SVM-QP - Active Set QP solver for Large Scale SVM in Fortran 77 Torch3 - Machine Learning Package in C++ LASVM - Online SVM Implementation MATLAB Support Vector Machine Toolbox  SimpleSVM Toolbox - Invariant SVM Implementation Statlearn Toolbox  Weka 3 - Machine Learning Software in Java (Including SVM package) Bow - A Toolkit for Text Retrieval, Classification and Clustering SeDuMi - A MATLAB Package for Semi-Definite Programming  SDPT3 - A MATLAB Package for Semi-Definite-Quadratic-Linear programming Other Geometric Programming Softwares Mosek - An Optimization Software  Statistical Pattern Recognition Toolbox for Matlab Netlab - A Matlab Neural Network Software Decision Tree - C4.5/C5.0 Cover Tree - Fast Nearest Neighbor Search  GSL - GNU Scientific Library  Numerical Recipes in C  Other Software Packages for Kernel Machines

Machine Learning Journals

Journal of Machine Learning Research Machine Learning IEEE Transactions on Neural Networks  Neural Computation Neural Networks Neurocomputing Journal of the American Statistical Association Annals of Statistics  Data Mining and Knowledge Discovery  IEEE Transactions on Knowledge and Data Engineering  IEEE Transactions on Pattern Analysis and Machine Intelligence  Pattern Recognition

Machine Learning Benchmark Datasets

UCI Machine Learning Repository  UCI Knowledge Discovery in Databases Archive Text Datasets Datasets for SMO Datasets for Boosting Reuters-21578  DELVE  Lufs Torgo - Regression Data Sets EachMovie collaborative filtering data set  Resources for Face Database  The USC-SIPI Image Database The NORB Dataset, V1.0

Useful Courses and Links in Machine Learning

Machine Learning Summer School 2005 at ANU  Machinel Learning Theory Forum International Machinel Learning Society Machinel Learning Conference Information Statistical Learning Theory and Applications at MIT Foundations of Machine Learning at Princeton Convex Optimization with Engineering Applications at Stanford Conic and Robust Optimization at Columbia  Templates for the Solution of Algebraic Eigenvalue Problems: a Practical Guide Templates for the Solution of Linear Systems: Building Blocks for Iterative Methods Randomized Algorithms Matrix Reference Manual  Mathematical Programming at Cornell Distribution Theory and Statistical Inference at UNE Virtual Laboratories in Probability and Statistics  Machine Learning, Tom Mitchell, McGraw Hill  Message Board on Kernel Machines  Learning with Kernels Support Vector Machines, Regularization, Optimization and Beyond