Merge pull request #1638 from iglesias/fix/hmsvm_mosek_example

Rename and update to new API HM-SVM Mosek libshogun example
Add LMNN transform illustration to ipython notebook.
Add LMNN ape gut data experiment to the notebook
Update LMNN notebook using cross-validation