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---
layout: default
skip_tiles: []
---
<a href="https://github.com/anowell/are-we-learning-yet" class="github-corner"><svg width="80" height="80" viewBox="0 0 250 250" style="fill:#fff; color:#151513; position: absolute; top: 0; border: 0; left: 0; transform: scale(-1, 1);"><path d="M0,0 L115,115 L130,115 L142,142 L250,250 L250,0 Z"></path><path d="M128.3,109.0 C113.8,99.7 119.0,89.6 119.0,89.6 C122.0,82.7 120.5,78.6 120.5,78.6 C119.2,72.0 123.4,76.3 123.4,76.3 C127.3,80.9 125.5,87.3 125.5,87.3 C122.9,97.6 130.6,101.9 134.4,103.2" fill="currentColor" style="transform-origin: 130px 106px;" class="octo-arm"></path><path d="M115.0,115.0 C114.9,115.1 118.7,116.5 119.8,115.4 L133.7,101.6 C136.9,99.2 139.9,98.4 142.2,98.6 C133.8,88.0 127.5,74.4 143.8,58.0 C148.5,53.4 154.0,51.2 159.7,51.0 C160.3,49.4 163.2,43.6 171.4,40.1 C171.4,40.1 176.1,42.5 178.8,56.2 C183.1,58.6 187.2,61.8 190.9,65.4 C194.5,69.0 197.7,73.2 200.1,77.6 C213.8,80.2 216.3,84.9 216.3,84.9 C212.7,93.1 206.9,96.0 205.4,96.6 C205.1,102.4 203.0,107.8 198.3,112.5 C181.9,128.9 168.3,122.5 157.7,114.1 C157.9,116.9 156.7,120.9 152.7,124.9 L141.0,136.5 C139.8,137.7 141.6,141.9 141.8,141.8 Z" fill="currentColor" class="octo-body"></path></svg></a><style>.github-corner:hover .octo-arm{animation:octocat-wave 560ms ease-in-out}@keyframes octocat-wave{0%,100%{transform:rotate(0)}20%,60%{transform:rotate(-25deg)}40%,80%{transform:rotate(10deg)}}@media (max-width:500px){.github-corner:hover .octo-arm{animation:none}.github-corner .octo-arm{animation:octocat-wave 560ms ease-in-out}}</style>
<div>
<div class="hero">
<div class="color-overlay"></div>
<div class="container" style="position:relative; max-width: 60rem;">
<div class="row">
<div class="col-xs-12 col-sm-3 col-md-4 last-sm last-md" style="text-align: center;">
<img src="/images/rust-9000.png" style="width:300px; margin-top: 20px;">
</div>
<div class="col-xs-12 col-sm-9 col-md-8">
<h1>Are we <strong>learning</strong> yet?</h1>
<p style="margin-top: 60px; position: relative;">
<span>A work-in-progress to catalog</span>
<br>
the state of <b style="color: #b7410e">machine learning in Rust</b>
</p>
</div>
</div>
</div>
</div>
<div class="container section">
<div class="tldr-headline">
It's ripe for experimentation,<br>
but the ecosystem isn't very complete yet.
</div>
<p>
Rust's performance, low-level control, and zero-cost high-level abstractions make it a compelling
alternative to more established ecosystems for Machine Learning.
While the Rust ML ecosystem is still young and best described as experimental,
several ambitious projects and building blocks have emerged.
Using <a href="https://www.youtube.com/watch?v=lY10kTcM8ek">Rust to solve a real-world machine learning problem</a>
even made the cut for RustConf 2016.
</p>
<p>
In addition to the many wonderful projects that contain individual implementations of certain methods and algorithms (many of which are listed here),
there are also meta-crates like <a href="https://github.com/rust-ml/linfa">linfa</a> and <a href="https://smartcorelib.org/">smartcore</a>
that provide a convenient, bundled approach to many machine learning algorithms that may be of interest to developers looking
for a practical solution
</p>
<p>
As a developing ecosystem, there are plenty of opportunities for contributors to fill in the gaps
by helping out existing projects or starting new ones.
</p>
<p>
An unofficial Working Group in the machine learning domain has been established <a href='https://github.com/rust-ml'>here</a>.
For help or questions with Rust ML, feel free to reach out on the <a href='https://rust-ml.zulipchat.com/'>Zulip chat</a>.
</p>
</div>
<div class="hero" style="background-position: center 70%;">
<div class="color-overlay"></div>
<div class="container" style="position:relative;">
<h3>Rust Machine Learning Ecosystem</h3>
<div class="row tiles">
{% for post in site.topics %}
{% if page.skip_tiles contains forloop.index %}
<div class="col-md-2 col-sm-4 hide-xs hide-sm"> </div>
{% endif %}
<div class="col-md-2 col-sm-4 col-xs-6">
<a href="{{post.url | prepend: site.baseurl }}">
<div class="tile tile-{{post.color}}">
{{ post.title }}
</div>
</a>
</div>
{% endfor %}
</div>
</div>
</div>
<div class="container section">
<h3>Additional resources</h3>
<p>See also some of these talks, tutorials, demos about machine learning in Rust:</p>
<ul>
<li>
<a href="https://github.com/rust-community/rustbridge/tree/master/workshops/src/machine_learning">Spam or Ham?</a> -
End-to-end Rust ML tutorial aimed at Rust beginners (uses <a href="https://github.com/maciejkula/rustlearn">rustlearn</a>)
</li>
<li>
<a href="http://learning-machines.herokuapp.com/">Learning Machines</a> -
Interactive tutorials on machine learning powered by <a href="https://github.com/AtheMathmo/rusty-machine">rusty-machine</a>
<li>
<a href="http://athemathmo.github.io/2016/07/28/rusty-machine-talk.html">Rusty Machine talk</a> -
Intro to Rust ML with <a href="https://github.com/AtheMathmo/rusty-machine">rusty-machine</a>
</li>
<li>...<a href="https://github.com/anowell/are-we-learning-yet/issues/new">suggest additional resources</a> for getting started with ML in Rust</li>
</ul>
</div>
</div>