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research.html
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---
layout: default
page_title: Research | Vowpal Wabbit
page_description: Vowpal Wabbit is informed and influenced by advanced academic research, an ecosystem of open source community contributions, and proven algorithms.
body_class: research
---
<div class="hero">
<div class="container">
<div class="row">
<div class="col-lg-6">
<h1>
Research
</h1>
</div>
</div>
</div>
</div>
<div class="intro">
<div class="container">
<div class="row">
<div class="col-11">
<p>
Vowpal Wabbit was created in response to an internal contest at Yahoo! Research in 2007. It performed well and developed into an active open source project — the first of its kind for online interactive learning.
The momentum from open collaboration helped Vowpal Wabbit develop structurally with a reduction stack, improve performance with parallel learning, and added unique interactive learning capabilities.
</p>
<br>
<p>
The Vowpal Wabbit open source project aspires to enable anyone in the world to perform interactive online learning.
With ongoing contributions and open research collaboration, the project continues to create new interactive machine learning approaches that expand the possibilities of what people and machines achieve together.
</p>
</div>
</div>
<div class="row">
<div class="col">
<a
href="https://github.com/VowpalWabbit/vowpal_wabbit/wiki#research"
target="_blank"
>
Learn more on GitHub
</a>
</div>
</div>
</div>
</div>
<div class="container content publications_container">
<h2 class="header">
Publications
</h2>
<div class="row">
<div class="col-12 col-md-10">
{% bibliography -s apa %}
</div>
</div>
</div>