Today on reddit, someone asked about freely available machine learning API's.
Before the list gets buried, I'm duplicating the contents of that thread here for future exploration:
Weka - Java based ML API
http://www.cs.waikato.ac.nz/ml/weka/
Toolkit for Advanced Disrimnative Modeling
http://tadm.sf.net/
Mallet - Java based ML API
http://mallet.cs.umass.edu/
WekaUT - An extension of Weka that adds clustering
http://www.cs.utexas.edu/users/ml/risc/code/
LibSVM - SVM API
http://www.csie.ntu.edu.tw/~cjlin/libsvm/
SVMlight - A C API for svm
http://svmlight.joachims.org/
C++ API for Neural Networks
http://github.com/bayerj/arac
Torch5 - A Matlab-like ML environment
http://torch5.sourceforge.net/
R - Open source statistical package that can be used for ML
http://cran.r-project.org/web/views/MachineLearning.html
pyML - Python API for ML
http://pyml.sourceforge.net/
Rapidminer - Open Source Data Mining Tool
http://rapid-i.com/wiki/index.php?title=Main_Page
Orange - An Open Source Data Mining Tool (Python and GUI based)
http://www.ailab.si/orange/
Glue - Open Source API for reinforcement learning (Can be used with multiple languages simultaneously)
http://glue.rl-community.org/wiki/Main_Page
Vowpal Rabiit - Learning API from Yahoo Research
http://hunch.net/~vw/
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