machine learning algorithms

[erg]

decision trees - CART 4.5 random forests extremely random trees

kmeans

svm

SGD http://leon.bottou.org/projects/sgd

linear regression logistic regression MARS

feature selection algorithms

http://en.wikipedia.org/wiki/Structured_SVM

http://yz.mit.edu/notes/AI http://deeplearning.stanford.edu/wiki/index.php/UFLDL_Tutorial http://deeplearning.stanford.edu/wiki/index.php/UFLDL_Recommended_Readings

http://dlib.net/ml.html

http://blog.vene.ro/2011/04/15/an-overview-of-dictionary-learning-terminology/

[erg]

http://fsharp.org/machine-learning/

cool f# tutorial

http://www.youtube.com/watch?v=UzxYlbK2c7E 1:02:10

ICA: [W,s,v] = svd((repmat(sum(x.*x,1),size(x,1),1).*x)*x');

more efficient LOESS with kd-trees: http://www.cs.cmu.edu/~awm/animations/kdtree/