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Update README.rst #301

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Update CONTRIBUTING.md
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16 changes: 8 additions & 8 deletions CONTRIBUTING.md
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@@ -1,7 +1,7 @@
Contributing code
=================

This guide is adapted from (scikit-learn)[https://github.com/scikit-learn/scikit-learn/blob/master/CONTRIBUTING.md]
This guide is adapted from [scikit-learn](https://github.com/scikit-learn/scikit-learn/blob/master/CONTRIBUTING.md).

How to contribute
-----------------
Expand Down Expand Up @@ -40,7 +40,7 @@ and click 'Pull request' to send your changes to the maintainers for
review. This will send an email to the committers.

(If any of the above seems like magic to you, then look up the
[Git documentation](http://git-scm.com/documentation) on the web.)
[Git documentation](https://git-scm.com/documentation) on the web.)

Contributing Pull Requests
--------------------------
Expand Down Expand Up @@ -125,8 +125,8 @@ It is recommended to check that your issue complies with the
following rules before submitting:

- Verify that your issue is not being currently addressed by other
[issues](https://github.com/scikit-learn-contrib/imbalanced-learn/issues?q=)
or [pull requests](https://github.com/scikit-learn-contrib/imbalanced-learn/pulls?q=).
[issues](https://github.com/scikit-learn-contrib/imbalanced-learn/issues)
or [pull requests](https://github.com/scikit-learn-contrib/imbalanced-learn/pulls).

- Please ensure all code snippets and error messages are formatted in
appropriate code blocks.
Expand All @@ -147,7 +147,7 @@ following rules before submitting:

- Please be specific about what estimators and/or functions are involved
and the shape of the data, as appropriate; please include a
[reproducible](http://stackoverflow.com/help/mcve) code snippet
[reproducible](https://stackoverflow.com/help/mcve) code snippet
or link to a [gist](https://gist.github.com). If an exception is raised,
please provide the traceback.

Expand All @@ -167,9 +167,9 @@ be placed in _build/html/ and are viewable in a web browser. See the
README file in the doc/ directory for more information.

For building the documentation, you will need
[sphinx](http://sphinx.pocoo.org/),
[matplotlib](http://matplotlib.sourceforge.net/), and
[pillow](http://pillow.readthedocs.org/en/latest/).
[sphinx](http://sphinx-doc.org),
[matplotlib](https://matplotlib.org), and
[pillow](https://pillow.readthedocs.io).

When you are writing documentation, it is important to keep a good
compromise between mathematical and algorithmic details, and give
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6 changes: 3 additions & 3 deletions README.rst
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Expand Up @@ -96,7 +96,7 @@ Development
The development of this scikit-learn-contrib is in line with the one
of the scikit-learn community. Therefore, you can refer to their
`Development Guide
<http://scikit-learn.org/stable/developers/index.html>`_.
<http://scikit-learn.org/stable/developers>`_.

About
-----
Expand All @@ -112,7 +112,7 @@ citations to the following paper::
volume = {18},
number = {17},
pages = {1-5},
url = {http://jmlr.org/papers/v18/16-365.html}
url = {http://jmlr.org/papers/v18/16-365}
}

Most classification algorithms will only perform optimally when the number of
Expand Down Expand Up @@ -162,7 +162,7 @@ Below is a list of the methods currently implemented in this module.

The different algorithms are presented in the sphinx-gallery_.

.. _sphinx-gallery: http://contrib.scikit-learn.org/imbalanced-learn/auto_examples/index.html
.. _sphinx-gallery: http://contrib.scikit-learn.org/imbalanced-learn/auto_examples


References:
Expand Down