Update plot_svm_regression.py

library imports have been moved to top of the file.
Update testimonials.rst
adding lovely logo
PY3: fix map usage in ensemble.partial_dependence
COSMIT six.{map,range} usage in partial_dependence
DOC advertize GenericUnivariateSelect in the narrative documentation and api
Merge pull request #2936 from ugurthemaster/master

Update plot_svm_regression.py
typo
wrap lovely testimonial's paragraph
Merge branch 'pr/3091'
failing test for wrong solver exception
Added raise statement in ridge_regression solver check
FIX raise memory error if constant_feature can't be realloc
Merge pull request #3116 from eickenberg/ridge_wrong_solver_exception

[BUG] Ridge doesn't raise an exception if a non-identified solver is passed
Implemented shrinkage LDA classifier.
sLDA example
lda.score() instead of manual accuracy calculation
Changed class name from LDA to SLDA

The duplicate LDA (lda.LDA and slda.LDA) caused problems with some automated tests.
Replaced lambda with a named function
Added more tests for improved coverage