* shorten links in doc modules
* fix links
* implement suggested changes
* try to fix links with tilde sign
* change back broken links in computing.rst and try make link in faq.rst work
* implement reviewer's suggested changes
* WIP
* WIP
* Updates to the math section
* so apparently crammer-singer isn't consistent (http://www.cs.columbia.edu/\~rocco/papers/icml13.html)
* reorganized example links and described pictures
* Added references
* more refs
* Added scaler to docstring examples
* doc about dual coefs
* WIP
* note about shrinking and gram matrix
* ellipsis
* ellipsis again
* maybe fixed doc issue
* details for regression
* training error -> margin error
* Apply suggestions from code review
Co-Authored-By: Adrin Jalali <adrin.jalali@gmail.com>
* put back links + addressed rest of comments
* small detail about margin boundaries and SVs
* Addressed comments from Thomas and Adrin
Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>
* unit test for _ovr_decision_function
* sigmoid scale
* error on subset test
* clearer comment on test
* new scaling function forget sigmoid
* remove exception in subset check for SVC decision_function
* add comment and update whats_new
* update comment
* change test for float imprecision
* use 1/3 instead of 1/2
* merge conflict error
* flake8 correction and assert_true replacement
* better comment
* refer to public functions
* remove reference to private function
* rst dots
* change fix comments
* Added Tip for tuning C parameter in LinearSVC/SVR
* Added reference about performance improvement
* Clearer explanation about large C values
* Update svm.rst
* 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
* DOC adding a warning on the relation between C and alpha
* DOC removing extra character
* DOC: changes to the relation described
* DOC fixing typo
* DOC fixing typo
* DOC fixing link to Ridge
* DOC link enhancement
* DOC fixing line length
* docs: fix broken and redirect links
see #7000
* docs: fix links
see #7000
* docs: merge with master
* docs: fix fnrs and tinyclues logo links
* docs: fix link reference in text
* docs: fix typo
* docs: added back in metaoptimize-qa paragraph
* docs: update language for defunct site
* docs: update stackexchange section
* docs: remove defunct site, move quora to top
* docs: remove defunct link and rearrange links
JSchuerz