Octave [http://www.gnu.org/software/octave/] is a great language for prototyping machine learning algorithms. It is recommended to use Octave to prove out your algorithms and then implementing your machine learning algorithm in C++ or Java. Other common languages for prototyping machine learning algorithms are Matlab, R, Python,