Modified argmax() method of
    * MultilabelModel
    * HashedMultilabelModel
to give correct value of ret->score
Merge branch 'develop' of https://github.com/shogun-toolbox/shogun into hashed-mutlilabel
* Minor bug fix in MultilabelModel.
* Added multilabel_structured_prediction notebook.
cleared all outputs of the multilabel_structured_prediction notebook
Merge pull request #2358 from abinashpanda/develop

Added multi-label structured prediction notebook
FisherLDA.cpp preprocessor class added
FisherLDA.h preprocessor header added
added cannonical vars
FisherLDA_unittest added
fixed valgrind issues
fixed minor issues.
RF notebook added
Merge pull request #2359 from mazumdarparijat/documentation

Random Forest notebook added
Merge pull request #2339 from kislayabhi/Fisher_lda

CFisherLDA preprocessor class added
Added class CKernelDependenceMaximization for feature selection
Added class CBAHSIC for feature selection
Merge pull request #2363 from lambday/feature/selection

Added CKernelDependenceMaximization and CBAHSIC in feature selection framework
fixed python modular warnings for neuralnets
Merge pull request #2368 from khalednasr/autoencoders

fixed python modular warnings for neuralnets
FisherLDA coverty defects fixed