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<!DOCTYPE html>
<html>
<head>
<title>RAMP: collaborative data science challenges</title>
<meta name="description"
content="Collaborative crowdsourcing data challenge site for building and optimizing data science workflows for scientific and business applications.">
<meta name="keyword"
content="data science, data challenge, crowdsourcing, open innovation, Paris-Saclay, Center for Data Science, teaching data science, deep learning, time series, missing data, feature extraction, hyperopt, AutoML">
<meta name="viewport" content="width=device-width, initial-scale=1">
<!-- Fonts -->
<link href='https://fonts.googleapis.com/css?family=Roboto+Condensed:300,400' rel='stylesheet' type='text/css'>
<link href='https://fonts.googleapis.com/css?family=Lato:300,400,700,900' rel='stylesheet' type='text/css'>
<!-- CSS Libs -->
<link rel="stylesheet" type="text/css" href="static/lib/css/bootstrap.min.css">
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<!-- CSS App -->
<link rel="stylesheet" type="text/css" href="static/css/style.css">
<link rel="stylesheet" type="text/css" href="static/css/themes/flat-blue.css">
</head>
<body class="flat-blue landing-page">
<div class="container">
<nav class="navbar navbar-inverse navbar-fixed-top navbar-affix" data-spy="affix" data-offset-top="60">
<div class="container">
<div class="navbar-header">
<button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#navbar"
aria-expanded="false" aria-controls="navbar">
<span class="sr-only">Toggle navigation</span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
</button>
<a class="navbar-brand" href="#packages"><img src="static/img/logo_CDS.svg" height="26px"></a>
</div>
<div id="navbar" class="navbar-collapse collapse">
<ul class="nav navbar-nav navbar-font-index">
<li><a href="ramp-workflow/index.html">RAMP workflow</a></li>
<li><a href="ramp-board/index.html">RAMP board</a></li>
</ul>
</div>
</div>
</nav>
</div>
<div class="jumbotron app-header" id='titleback'>
<div class="container header-title">
<h2 class="text-center">
<br>
<div class="color-white"><span><img src="static/img/logo_CDS.svg" alt="CDS logo"
class="app-logo color-white" height="96px" style="max-width: 12%"> RAMP</span></div>
</h2>
<p class="text-center color-white app-description">Rapid Analytics & Model Prototyping</p>
<p class="text-center color-white app-description">The developer documentation</p>
<div class="header-button">
<a class="btn btn-primary btn-lg app-btn" href="#packages" role="button">Learn More »</a>
</div>
</div>
</div>
</div>
<div class="container-fluid app-content-a" id="packages">
<div class="container">
<div class="row">
<div class="col-md-12">
<h2 class="text-center app-content-header">RAMP packages</h2>
<p class="text-center app-content-description">
RAMP packages offer versatile tools to define, build and optimize machine learning workflows via
data challenges, great for prototyping models in your data science team.
</p>
</div>
</div>
<div class="row text-center">
<div class="col-md-6 col-sm-6">
<a href="ramp-workflow/index.html">
<span class="fa-stack fa-lg fa-5x">
<i class="fa fa-circle-thin fa-stack-2x"></i>
<i class="fa fa-gears fa-stack-1x"></i>
</span>
<h2>RAMP workflow</h2>
</a>
<p class="index-body"><a href="https://github.com/paris-saclay-cds/ramp-workflow">RAMP workflow</a>
allows you to formalise a machine learning workflow by defining score types (metrics), workflow
elements and prediction types.</p>
</div>
<div class="col-md-6 col-sm-6">
<a href="ramp-board/index.html">
<span class="fa-stack fa-lg fa-5x">
<i class="fa fa-circle-thin fa-stack-2x"></i>
<i class="fa fa-server fa-stack-1x"></i>
</span>
<h2>RAMP board</h2>
</a>
<p class="index-body"><a href="https://github.com/paris-saclay-cds/ramp-board">RAMP board</a>
consists of a bundle of modules that allow you to easily setup your own RAMP server and deploy
new data challenges.</p>
</div>
</div>
</div>
</div>
<hr align="center" width="50%">
<div class="container-fluid app-content-a" id="dev">
<div class="container">
<div class="row">
<div class="col-md-12">
<h2 class="text-center app-content-header">Install RAMP bundle</h2>
<p class="text-center app-content-description">
All RAMP packages are available on PyPI and can be easily installed using <code>pip</code>
<br />
<br />
<code>$ pip install ramp-workflow ramp-frontend ramp-database ramp-engine ramp-utils</code>
</p>
<br />
<p class="index-body">
The RAMP ecosystem contains two organizations and two
libraries. The purpose of the bundle is to define, build,
manage, and optimize data analytics workflows, typically on
the top of open source machine learning libraries like
pandas, scikit-learn, and keras. The bundle consists of
</p>
<table class="table">
<thead class="thead-light">
<tr>
<th scope="col">Library/Organisation</th>
<th scope="col">Purpose</th>
<th scope="col">Publicly available</th>
</tr>
</thead>
<tbody>
<tr>
<th scope="row"><a
href="https://github.com/paris-saclay-cds/ramp-workflow">ramp-workflow</a></th>
<td>A set of reusable tools and scripts to define score
types (metrics), workflow elements, prediction types
and data connectors.</td>
<td><span class="glyphicon glyphicon-ok-circle" aria-hidden="true"></span></td>
</tr>
<tr>
<th scope="row"><a href="https://github.com/paris-saclay-cds/ramp-board">ramp-board</a>
</th>
<td>A library managing the frontend and the database of
the RAMP platform.</td>
<td><span class="glyphicon glyphicon-ok-circle" aria-hidden="true"></span></td>
</tr>
<tr>
<th scope="row"><a href="https://github.com/ramp-data">ramp-data</a></th>
<td>An organization containing data sets on which
workflows are trained and evaluated.</td>
<td><span class="glyphicon glyphicon-remove-circle" aria-hidden="true"></span></td>
</tr>
<th scope="row"><a href="https://github.com/ramp-kits">ramp-kits</a></th>
<td>An organization containing starting kits that use
tools from ramp-workflow to implement a first valid
(tested) workflow.</td>
<td><span class="glyphicon glyphicon-ok-circle" aria-hidden="true"></span></td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
</div>
<hr align="center" width="50%">
<div class="container-fluid app-content-a" id="dev">
<div class="container">
<div class="row">
<h2 class="text-center app-content-header">Developed by:</h2>
<br>
<div class="col-md-12">
<center>
<a href="https://www.datascience-paris-saclay.fr/" target="_blank">
<img src="static/img/partners/upsaclay.png" class="img" alt="Université Paris-Saclay"
width="700vh" style="max-width: 95%;">
</a>
</center>
</div>
</div>
</div>
</div>
<!-- /END THE FEATURETTES -->
<!-- FOOTER -->
<footer class="app-footer">
<div class="container">
<center><span class="pull-left"><i class="icon fa fa-copyright"></i> RAMP <a href="#"><i
class="icon fa fa-long-arrow-up"></i><i class="icon fa fa-long-arrow-up"></i></a></span>
<span><a href="/"><img src="static/img/logo_CDS_footer.svg" height="20px"></a></span>
<span><a href="mailto:admin@ramp.studio">Contact Us <i
class="icon fa fa-envelope"></i></a></span>
<span class="pull-right">Thanks to <a href="https://github.com/tui2tone/flat-admin-bootstrap-templates"
target="_blank">tui2tone</a> for the template!</span>
</center>
</div>
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