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Metric learning algorithms in Python

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Right now, many of the unit tests are just checking that the code doesn't entirely fail when run with the Iris dataset. This results in a slow test suite that...

Replicate the experiment on the synthetically created "Twin Peaks" dataset in this [paper](http://www.cs.cornell.edu/~kilian/papers/weinberger07a.pdf) using MLKR algorithm. #28 can be used for reference. @perimosocordiae I've raised this just to keep better...

Before the actual optimization process, it is checked whether the parameters are valid. In the lines 175 - 177 it is checked if the chosen k is valid in the...