Tool Links
Tensor & Matrix Factorization
Tensor Decompositions organized by American Institute of Mathematics (AIM)
Description: This website includes some important papers related to Tensor SVD.
The link: http://www.aimath.org/pastworkshops/tensordecomp.html
Conditional Random Fields
Reading List: Materials on Conditional Random Fields (CRF)
Description: This page contains material on, or relating to, conditional random fields.
The link: http://www.inference.phy.cam.ac.uk/hmw26/crf/
Source Code on CRF: Flexible Conditional Random Fileds
Description: This page is about a software called FlexCRFs, which is a conditional random
field toolkit for segmenting and labeling sequence data written in C/C++ using STL library.
The link: http://flexcrfs.sourceforge.net/
Approximate Bayesian Inference
A family of algorithms for approximate Bayesian inference
Description: This page provides a roadmap to EP
The link: http://research.microsoft.com/en-us/um/people/minka/papers/ep/
Infer.NET
Infer.NET is a framework for running Bayesian inference in graphical models.
The link: http://research.microsoft.com/en-us/um/cambridge/projects/infernet/
Hierarchical Bayes Compiler
Description: HBC is a toolkit for implementing hierarchical Bayesian models. HBC was
created because I felt like I spend too much time writing boilerplate code for
inference problems in Bayesian models.
The link: http://www.cs.utah.edu/~hal/HBC/
Generative Probabilistic Models
Parallel C++ Implementation of Latent Dirichlet Allocation
Description: This page provides a parallel implementation of Latent Dirichlet Allocation
The link: http://code.google.com/p/plda/
Infinite Hidden Markov Model
Description: A Matlab program which implements the beam sampler for an infinite hidden
Markov model with multinomial output. Easy to extend to other output distributions.
Also included is a collapsed Gibbs sampler for comparison.
The link: http://mloss.org/software/view/205/
Feature Detector & Descriptor
VLFeat: Source Code
Description: The VLFeat open source library implements popular computer vision
algorithms including SIFT, etc.
The link: http://www.vlfeat.org/index.html
Demo Software: SIFT Keypoint Detector
Description: This page provides access to a demo version of David Lowe's SIFT keypoint
detector in the form of compiled binaries
The link: http://www.cs.ubc.ca/~lowe/keypoints
Optimization Methods
Stochastic Gradient Descent
Description: Leon's website contains a lot of usefule materials on SGD and implementations.
The link: http://leon.bottou.org/research/stochastic
Kernel Methods
LIBSVM & BSVM
Description: I do not need to say more about this toolbox
The link: http://www.csie.ntu.edu.tw/~cjlin/libsvmtools/
GPU LIBSVM
Description: GPU-accelerated LIBSVM is a modification of the original LIBSVM that exploits
the CUDA framework to significantly reduce processing time while producing identical results.
The link: http://mklab.iti.gr/project/GPU-LIBSVM
SVMlight
Description: SVMlight is an implementation of Support Vector Machines (SVMs) in C
The link: http://svmlight.joachims.org/
Visulization
Gnuplot
Description: It was originally created to allow scientists and students to visualize mathematical functions
and data interactively
The link: http://www.gnuplot.info/
Gaussian Processes
The Gaussian Process Website
Description: This web site aims to provide an overview of resources concerned with probabilistic modeling,
inference and learning based on Gaussian processes.
The link: http://www.gaussianprocess.org/
GPstuff-Gaussian process models for Bayesian analysis
Description: Robust Gaussian Process Regression with a student-t likelihood.
The link: http://www.lce.hut.fi/research/mm/gpstuff/
Finding Postdocs
Imageworld
http://lists.diku.dk/pipermail/imageworld/2011-December/subject.html
A*star
http://sg.dimension.jobsdb.com/career/default.asp?AC=ASTAR&EC=001&GC=G1&68524533510208
Nicta
Classical Interview Questions
Microsoft 180 questions
http://blog.csdn.net/v_JULY_v/article/details/6015165
I has 1337 code
Courses
Machine Learning
Computer Vision