* remove stuff to be removed 0.19
* more changes
* remove classes from 0.19 whatsnew
* remove _LearntSelectorMixin
* remove ProjectedGradientNMF, load_lwf_*
* minor fixes
* remove more copy from logistic regression path
* remove lda, qda from __init__.__all__
* remove pg solver in nmf from tests etc
* remove class_weight="auto" from tests
* doctest change for decision_function_shape="ovr"
* remove transfrom from tree test, minor fixes to tree tests
* some fixes in the tests
* undo changes in functions which still allow 1d input...
* also allow 1d in scale
* more test fixes...
* last test fixes in forest and tree
* svm default value change doctest failures
* pep8
* remove more class_weight="auto" stuff
* minor cosmetics in docstrings deprecated / removed behavior.
* say that store_covariance has been moved to __init__ in discriminant_analysis
* Add test for __dict__ for estimator checks
check that "predict", "transform", "decision_function" or
"predict_proba" methods do not change the state of __dict__ of any
estimator
see #7297
* Add a test to test_check_estimator
that shows that check_estimator fails on an estimator that violates this
* Fixed bug where NMF's n_iter_ attribute was set by calls to transform
* FIX#6793 parameter check in NMF and IsolationForest
* replaced six.integer_types with numbers.Integral
* fix test_nmf
* added an int64 test for non_negative_factorization
* cosmetic change
* dummy commit for triggering tests in github
* added a unit test for iforest
* Update nmf.py for bug during transform
when init='custom' and transform is used, W should not be checked for initialisation.
* added test for nmf custom init
* minor changes for custom init test
ENH NonBLASDotWarning -> EfficiencyWarning; Improve error message
DOC Add exceptions module to modules/classes.rst
MAINT Move ConvergenceWarning, UndefinedMetricWarning et al into exceptions
MAINT Remove ChangedBehaviorWarning from base
DOC/FIX Improve DataConversionWarning's docstring
Docs had claimed that the `init` argument defaulted to "nndsvdar" when `n_components < n_features`, but it actually defaults to "nndsvd".
Resolves issue #4929 .
DOC max_iterations -> max_iter. Make it consistent with kmeans
MAINT Replace the deprecated dx parameter with d in the docstrings
MAINT Deprecation warning for max_iterations parameter.