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Update from Original#1

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nielsenmarkus11 merged 42 commits intonielsenmarkus11:masterfrom
scikit-learn:master
Sep 12, 2016
Merged

Update from Original#1
nielsenmarkus11 merged 42 commits intonielsenmarkus11:masterfrom
scikit-learn:master

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What does this implement/fix? Explain your changes.

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betatim and others added 30 commits August 27, 2016 12:06
Rename scorers like MSE to neg_MSE so that it is less
surprising that they return negative values.
get_scrorer now warns if you use an old name for a scorer
and tests have been updated to use new naming convention.
Maintain old names during the deprecation period and update
tests to use better variables names.
Treat (callable) instances different from functions in
the deprecated decorator
Also update tests for new behaviour and ensure there are warnings for some changed and confusing (pity) behaviours.
Makes the distinction between the metric and the scorer a bit
easier for the reader.
…uldn't touch anything. (#5540)

* BF: issue 5522 (cloning objects with pandas.Dataframe attributes)

* super conservative fix, pending GP and VBGMM fixes.

* TST improved test for df param

* add deprecation warning, add whatsnew entry

* fixed place of deprecation warning, added test for deprecation warning.

* pep8

* fix whitespace error
[MRG + 2] Rename scorers like `mse` to `neg_mse`
[MRG + 1] Complete deprecation of default average in P/R/F metrics
…#7331)

* FIX use high precision cumsum and check it is stable enough
Fix sampling in stratified shuffle split, break tests that test sampling.
@nielsenmarkus11 nielsenmarkus11 merged commit 01299b0 into nielsenmarkus11:master Sep 12, 2016
nielsenmarkus11 pushed a commit that referenced this pull request May 31, 2017
…scikit-learn#7838)

* initial commit for return_std

* initial commit for return_std

* adding tests, examples, ARD predict_std

* adding tests, examples, ARD predict_std

* a smidge more documentation

* a smidge more documentation

* Missed a few PEP8 issues

* Changing predict_std to return_std #1

* Changing predict_std to return_std #2

* Changing predict_std to return_std scikit-learn#3

* Changing predict_std to return_std final

* adding better plots via polynomial regression

* trying to fix flake error

* fix to ARD plotting issue

* fixing some flakes

* Two blank lines part 1

* Two blank lines part 2

* More newlines!

* Even more newlines

* adding info to the doc string for the two plot files

* Rephrasing "polynomial" for Bayesian Ridge Regression

* Updating "polynomia" for ARD

* Adding more formal references

* Another asked-for improvement to doc string.

* Fixing flake8 errors

* Cleaning up the tests a smidge.

* A few more flakes

* requested fixes from Andy

* Mini bug fix

* Final pep8 fix

* pep8 fix round 2

* Fix beta_ to alpha_ in the comments
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