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changed some links in readme
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NicolasHug committed Dec 4, 2016
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6 changes: 3 additions & 3 deletions README.md
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[![GitHub version](https://badge.fury.io/gh/nicolashug%2FSurprise.svg)](https://badge.fury.io/gh/nicolashug%2FSurprise)
[![Documentation Status](https://readthedocs.org/projects/surprise/badge/?version=latest)](http://surprise.readthedocs.io/en/latest/?badge=latest)
[![Build Status](https://travis-ci.org/NicolasHug/Surprise.svg?branch=master)](https://travis-ci.org/NicolasHug/Surprise)
[![python versions](https://img.shields.io/badge/python-2.7%2C%203.5-blue.svg)](https://nicolashug.github.io/Surprise/)
[![python versions](https://img.shields.io/badge/python-2.7%2C%203.5-blue.svg)](http://surpriselib.com)
[![license](https://img.shields.io/badge/license-GPLv3-blue.svg)](https://github.com/NicolasHug/Surprise/blob/master/LICENSE.md)


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Overview
--------

[Surprise](https://NicolasHug.github.io/Surprise/) is an easy-to-use open
[Surprise](http://surpriselib.com) is an easy-to-use open
source Python library for recommender systems. Its goal is to make life easier
for reseachers who want to play around with new algorithms ideas, for teachers
who want some teaching materials, and for students.

[Surprise](https://NicolasHug.github.io/Surprise/) **was designed with the
[Surprise](http://surpriselib.com) **was designed with the
following purposes in mind**:

- Give the user perfect control over his experiments. To this end, a strong
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8 changes: 4 additions & 4 deletions doc/source/index.rst
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Welcome to Surprise' documentation!
===================================

`Surprise <https://nicolashug.github.io/Surprise/>`_ is an easy-to-use open
`Surprise <http://surpriselib.com>`_ is an easy-to-use open
source Python library for recommender systems. Its goal is to make life easier
for reseachers who want to play around with new algorithms ideas, for teachers
who want some teaching materials, and for students.

If you're new to `Surprise <https://nicolashug.github.io/Surprise/>`_, we
If you're new to `Surprise <http://surpriselib.com>`_, we
invite you to take a look at the :ref:`getting_started` guide, where you'll
find a series of tutorials illustrating all you can do with `Surprise
<https://nicolashug.github.io/Surprise/>`_. For installation guidelines, please
refer to the `project page <https://nicolashug.github.io/Surprise/>`_.
<http://surpriselib.com>`_. For installation guidelines, please
refer to the `project page <http://surpriselib.com>`_.

Any kind of feedback/criticism would be greatly appreciated (software design,
documentation, improvement ideas, spelling mistakes, etc...). Please feel free
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