387 lines
12 KiB
ReStructuredText
387 lines
12 KiB
ReStructuredText
.. We want the previous/next button to work on the user guide pages and on the
|
|
API. We have to put the doctree so that sphinx populates the
|
|
rellinks. Yet, we don't want it to be displayed on the main page, hence we
|
|
don't display through the css.
|
|
|
|
.. raw:: html
|
|
|
|
<div class="no-display">
|
|
|
|
.. toctree::
|
|
|
|
tutorial/index
|
|
user_guide
|
|
auto_examples/index
|
|
faq
|
|
support
|
|
whats_new
|
|
presentations
|
|
about
|
|
documentation
|
|
datasets/index
|
|
datasets/covtype
|
|
datasets/labeled_faces
|
|
datasets/mldata
|
|
datasets/olivetti_faces
|
|
datasets/twenty_newsgroups
|
|
modules/classes
|
|
testimonials/testimonials
|
|
developers/index
|
|
developers/debugging
|
|
developers/maintainer
|
|
developers/performance
|
|
developers/utilities
|
|
install
|
|
tutorial/basic/tutorial
|
|
tutorial/machine_learning_map/index
|
|
|
|
|
|
|
|
.. raw:: html
|
|
|
|
</div>
|
|
|
|
|
|
.. This is were the real work starts.
|
|
|
|
|
|
.. raw:: html
|
|
|
|
<!-- Block section -->
|
|
<div class="container-index">
|
|
<div class="container index-upper">
|
|
<div class="row-fluid">
|
|
|
|
<!-- Classification -->
|
|
<div class="span4 box">
|
|
<h2 >
|
|
|
|
:ref:`Classification <supervised-learning>`
|
|
|
|
.. raw:: html
|
|
|
|
</h2>
|
|
<blockquote>
|
|
<p>Identifying to which category an object belongs to.</p>
|
|
<div class="box-links">
|
|
<strong>Applications</strong>: Spam detection, Image recognition.</br>
|
|
<strong>Algorithms</strong>:
|
|
|
|
:ref:`SVM<svm>`, :ref:`nearest neighbors<classification>`, :ref:`random forest<forest>`, ...
|
|
|
|
.. raw:: html
|
|
|
|
<small class="float-right box-example-links">
|
|
|
|
:ref:`Examples<general_examples>`
|
|
|
|
.. raw:: html
|
|
|
|
</small>
|
|
</div>
|
|
</blockquote>
|
|
</div>
|
|
|
|
<!-- Regression -->
|
|
<div class="span4 box">
|
|
<h2>
|
|
|
|
:ref:`Regression <supervised-learning>`
|
|
|
|
.. raw:: html
|
|
|
|
</h2>
|
|
<blockquote>
|
|
<p>Predicting a continuous-valued attribute associated with an object.</p>
|
|
<div class="box-links">
|
|
<strong>Applications</strong>: Drug response, Stock prices.</br>
|
|
<strong>Algorithms</strong>:
|
|
|
|
:ref:`SVR<svm>`, :ref:`ridge regression<ridge_regression>`, :ref:`Lasso<lasso>`, ...
|
|
|
|
.. raw:: html
|
|
|
|
<small class="float-right box-example-links">
|
|
|
|
:ref:`Examples<general_examples>`
|
|
|
|
.. raw:: html
|
|
|
|
</small>
|
|
</div>
|
|
</blockquote>
|
|
</div>
|
|
|
|
<!-- Clustering -->
|
|
<div class="span4 box">
|
|
<h2>
|
|
|
|
:ref:`Clustering<clustering>`
|
|
|
|
.. raw:: html
|
|
|
|
</h2>
|
|
<blockquote>
|
|
<p>Automatic grouping of similar objects into sets.</p>
|
|
<div class="box-links">
|
|
<strong>Applications</strong>: Customer segmentation, Grouping experiment outcomes</br>
|
|
<strong>Algorithms</strong>:
|
|
|
|
:ref:`k-Means<k_means>`, :ref:`spectral clustering<spectral_clustering>`, :ref:`mean-shift<mean_shift>`, ...
|
|
|
|
.. raw:: html
|
|
|
|
<small class="float-right example-links">
|
|
|
|
:ref:`Examples<cluster_examples>`
|
|
|
|
.. raw:: html
|
|
|
|
</small>
|
|
</div>
|
|
</blockquote>
|
|
</div>
|
|
|
|
<!-- row -->
|
|
</div>
|
|
<div class="row-fluid">
|
|
|
|
<!-- Dimension reduction -->
|
|
<div class="span4 box">
|
|
<h2>
|
|
|
|
:ref:`Dimensionality reduction<decompositions>`
|
|
|
|
.. raw:: html
|
|
|
|
</h2>
|
|
<blockquote>
|
|
<p>Reducing the number of random variables to consider.</p>
|
|
<div class="box-links">
|
|
<strong>Applications</strong>: Visualization, Increased efficiency</br>
|
|
<strong>Algorithms</strong>:
|
|
|
|
:ref:`PCA<PCA>`, :ref:`feature selection<feature_selection>`, :ref:`non-negative matrix factorization<NMF>`.
|
|
|
|
.. raw:: html
|
|
|
|
<small class="float-right example-links">
|
|
|
|
:ref:`Examples<decomposition_examples>`
|
|
|
|
.. raw:: html
|
|
|
|
</small>
|
|
</div>
|
|
</blockquote>
|
|
</div>
|
|
|
|
<!-- Model selection -->
|
|
<div class="span4 box">
|
|
<h2>
|
|
|
|
:ref:`Model selection<model_selection>`
|
|
|
|
.. raw:: html
|
|
|
|
</h2>
|
|
<blockquote>
|
|
<p>Comparing, validating and choosing parameters and models.</p>
|
|
<div class="box-links">
|
|
<strong>Goal</strong>: Improved accuracy via parameter tuning</br>
|
|
<strong>Modules</strong>:
|
|
|
|
:ref:`grid search<grid_search>`, :ref:`cross validation<cross_validation>`, :ref:`metrics<model_evaluation>`.
|
|
|
|
.. raw:: html
|
|
|
|
<small class="float-right example-links">
|
|
|
|
:ref:`Examples<general_examples>`
|
|
|
|
.. raw:: html
|
|
|
|
</small>
|
|
</div>
|
|
</blockquote>
|
|
</div>
|
|
|
|
|
|
<!-- Preprocessing -->
|
|
<div class="span4 box">
|
|
<h2>
|
|
|
|
:ref:`Preprocessing<preprocessing>`
|
|
|
|
.. raw:: html
|
|
|
|
</h2>
|
|
<blockquote>
|
|
<p>Feature extraction and normalization.</p>
|
|
<div class="box-links">
|
|
<strong>Application</strong>: Transforming input data such as text for use with machine learning algorithms.</br>
|
|
<strong>Modules</strong>:
|
|
|
|
:ref:`preprocessing<preprocessing>`, :ref:`feature extraction<feature_extraction>`.
|
|
|
|
.. raw:: html
|
|
|
|
<span class="example-links">
|
|
<small class="float-right example-links">
|
|
|
|
:ref:`Examples<general_examples>`
|
|
|
|
.. raw:: html
|
|
|
|
</small>
|
|
</div>
|
|
</blockquote>
|
|
</div>
|
|
|
|
<!-- row -->
|
|
</div>
|
|
</div> <!-- container -->
|
|
|
|
|
|
<div class="container index-lower">
|
|
<div class="row-fluid">
|
|
<!-- News -->
|
|
<div class="span4">
|
|
<h4>News</h4>
|
|
<ul>
|
|
<li><em>On-going development:</em>
|
|
<a href="whats_new.html"><em>What's new</em> (changelog)</a>
|
|
</li>
|
|
<li><em>July 2014.</em> scikit-learn 0.15.0 is available for download (<a href="whats_new.html">Changelog</a>).
|
|
</li>
|
|
<li><em>July 14-20th, 2014: international sprint.</em>
|
|
During this week-long sprint, we gathered 18 of the core
|
|
contributors in Paris.
|
|
We want to thank our sponsors:
|
|
<a href="http://www.campus-paris-saclay.fr/en/Idex-Paris-Saclay/Les-Lidex/Paris-Saclay-Center-for-Data-Science">
|
|
Paris-Saclay Center for Data Science</a>
|
|
& <a href="https://digicosme.lri.fr">Digicosme</a> and our
|
|
hosts <a href="http://lapaillasse.org">La Paillasse</a>,
|
|
<a href="http://www.criteo.com/">Criteo</a>,
|
|
<a href="http://www.inria.fr/">Inria</a>,
|
|
and <a href="http://www.tinyclues.com/">tinyclues</a>.
|
|
</li>
|
|
<li><em>August 2013.</em> scikit-learn 0.14 is available for download (<a href="whats_new.html">Changelog</a>).
|
|
</li>
|
|
</ul>
|
|
</div>
|
|
|
|
<!-- Community -->
|
|
<div class="span4">
|
|
<h4>Community</h4>
|
|
<ul>
|
|
<li><em>About us</em> See <a href="about.html">authors</a> # scikit-learn</li>
|
|
<li><em>More Machine Learning</em> Find <a href="related_projects.html">related projects</a></li>
|
|
<li><em>Questions?</em> See <a href="http://stackoverflow.com/questions/tagged/scikit-learn">stackoverflow</a> # scikit-learn</li>
|
|
<li><em>Mailing list:</em> <a href="https://lists.sourceforge.net/lists/listinfo/scikit-learn-general">scikit-learn-general@lists.sourceforge.net</a></li>
|
|
<li><em>IRC:</em> #scikit-learn @ <a href="http://webchat.freenode.net/">freenode</a></li>
|
|
</ul>
|
|
|
|
<form target="_top" id="paypal-form" method="post" action="https://www.paypal.com/cgi-bin/webscr">
|
|
<input type="hidden" value="_s-xclick" name="cmd">
|
|
<input type="hidden" value="74EYUMF3FTSW8" name="hosted_button_id">
|
|
</form>
|
|
|
|
<a class="btn btn-warning btn-big" onclick="document.getElementById('paypal-form').submit(); return false;">Help us, <strong>donate!</strong></a>
|
|
<a class="btn btn-warning btn-big cite-us" href="./about.html#citing-scikit-learn"><strong>Cite us!</strong></a>
|
|
|
|
<small style="display: block; margin-top: 10px"><a href="about.html#funding">Read more about donations</a></small>
|
|
</div>
|
|
|
|
<!-- who using -->
|
|
<div class="span4">
|
|
<h4>Who uses scikit-learn?</h4>
|
|
|
|
<div id="testimonials_carousel" class="carousel slide">
|
|
<div class="carousel-inner">
|
|
<div class="active item">
|
|
<img src="_images/inria.png" class="thumbnail" />
|
|
<p>
|
|
<em>"We use scikit-learn to support leading-edge basic research [...]"</em>
|
|
</p>
|
|
</div>
|
|
<div class="item">
|
|
<img src="_images/spotify.png" class="thumbnail" />
|
|
<p>
|
|
<em>"I think it's the most well-designed ML package I've seen so far."</em>
|
|
</p>
|
|
</div>
|
|
<div class="item">
|
|
<img src="_images/change-logo.png" class="thumbnail" />
|
|
<p>
|
|
<em>"scikit-learn's ease-of-use, performance and overall variety of algorithms implemented has proved invaluable [...]."</em>
|
|
</p>
|
|
</div>
|
|
<div class="item">
|
|
<img src="_images/evernote.png" class="thumbnail" />
|
|
<p>
|
|
<em>"For these tasks, we relied on the excellent scikit-learn package for Python."</em>
|
|
</p>
|
|
</div>
|
|
<div class="item">
|
|
<img src="_images/telecomparistech.jpg"
|
|
class="thumbnail" />
|
|
<p>
|
|
<em>"The great benefit of scikit-learn is its fast learning curve [...]"</em>
|
|
</p>
|
|
</div>
|
|
<div class="item">
|
|
<img src="_images/aweber.png" class="thumbnail" />
|
|
<p>
|
|
<em>"It allows us to do AWesome stuff we would not otherwise accomplish"</em>
|
|
</p>
|
|
</div>
|
|
<div class="item">
|
|
<img src="_images/yhat.png" class="thumbnail" />
|
|
<p>
|
|
<em>"scikit-learn makes doing advanced analysis in Python accessible to anyone."</em>
|
|
</p>
|
|
</div>
|
|
</div>
|
|
</div>
|
|
<p align="right">
|
|
<small class="example-link">
|
|
<a href="testimonials/testimonials.html">More testimonials</a>
|
|
</small>
|
|
</p>
|
|
</div>
|
|
|
|
</div>
|
|
</div>
|
|
|
|
<!--Bottom of index page contributions logos-->
|
|
<div class="container index-upper" >
|
|
<div class="row-fluid">
|
|
<div class="footer">
|
|
<div class="span4">
|
|
Generous funding provided by INRIA, Google and others.
|
|
</div>
|
|
<div class="span4">
|
|
<a class="reference internal" href="about.html#funding" style="text-decoration: none" >
|
|
<img id="index-funding-logo-big" src="_static/img/inria-small.png" title="INRIA">
|
|
<img id="index-funding-logo-small" src="_static/img/google.png" title="Google">
|
|
<!--Due to Télécom ParisTech's logo text being smaller, a style has been added to improve readability-->
|
|
<img id="index-funding-logo-small" src="_static/img/telecom.png" title="Télécom ParisTech" style="max-height: 36px">
|
|
<img id="index-funding-logo-small" src="_static/img/FNRS-logo.png" title="FNRS">
|
|
</a>
|
|
</div>
|
|
<div class="span4">
|
|
<a class="reference internal" href="about.html#funding">
|
|
More information on our contributors
|
|
</a>
|
|
</div>
|
|
</div>
|
|
</div>
|
|
</div>
|
|
</div>
|
|
|
|
|
|
<script>
|
|
$('#testimonials_carousel').carousel()
|
|
</script>
|