Ben Sturmfels
d4159fe51a
Ran: wget --mirror --convert-links --adjust-extension --page-requisites --no-parent https://2023.fossy.us/
295 lines
11 KiB
HTML
295 lines
11 KiB
HTML
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<!DOCTYPE html>
|
||
|
||
<html lang="en">
|
||
<head>
|
||
<meta charset="utf-8">
|
||
<meta http-equiv="X-UA-Compatible" content="IE=edge">
|
||
<meta name="description" content="">
|
||
<meta name="viewport" content="width=device-width, initial-scale=1">
|
||
|
||
<title>FOSSY 2023 | Presentation: Accelerate Model Training with an Easy to Use High-Performance AI/ML Stack for the Cloud</title>
|
||
|
||
<meta property="og:type" content="website" />
|
||
|
||
<link rel="icon" href="../../../static/build/img/favicon.ico" />
|
||
|
||
<!-- Cards -->
|
||
<meta property="og:title" content="FOSSY 2023 | Presentation: Accelerate Model Training with an Easy to Use High-Performance AI/ML Stack for the Cloud">
|
||
<meta property="og:description" content="" />
|
||
<meta property="og:url" content="https://2023.fossy.us/schedule/presentation/69/">
|
||
<meta name="twitter:site" content="@conservancy">
|
||
<meta name="twitter:image:alt" content="FOSSY 2023 | Presentation: Accelerate Model Training with an Easy to Use High-Performance AI/ML Stack for the Cloud" />
|
||
<meta name="twitter:card" content="summary">
|
||
<meta name="twitter:image" content="https://2023.fossy.us/static/build/img/conservancy_logo_tall_mono.png" />
|
||
<meta property="og:image" content="https://2023.fossy.us/static/build/img/conservancy_logo_tall_mono.png" />
|
||
<meta property="og:image:width" content="400" />
|
||
<meta property="og:image:height" content="400" />
|
||
|
||
|
||
<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.6.3/css/all.css" integrity="sha384-UHRtZLI+pbxtHCWp1t77Bi1L4ZtiqrqD80Kn4Z8NTSRyMA2Fd33n5dQ8lWUE00s/" crossorigin="anonymous">
|
||
<link rel="stylesheet" href="https://unpkg.com/tachyons@4.12.0/css/tachyons.min.css">
|
||
<link href="../../../static/build/scss/app.css" rel="stylesheet" type="text/css" />
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<script type="text/javascript">
|
||
var CONF_TZ = "US/Pacific";
|
||
</script>
|
||
</head>
|
||
<body class="">
|
||
|
||
<header class="clearfix d-print-none">
|
||
|
||
|
||
|
||
|
||
<nav class="navbar navbar-expand-lg navbar-dark" style="background: rgb(19,119,82); background: linear-gradient(124deg, rgba(19,119,82,1) 0%, rgba(19,106,119,1) 100%); margin-bottom: 1rem">
|
||
<div class="container">
|
||
<h2 class="sans-serif f2 f1-ns b lh-solid tracked-tight mv0 mr3">
|
||
<a class="washed-yellow hover-washed-yellow" href="../../../index.html" style="text-decoration: none">
|
||
FOSSY 2023
|
||
</a>
|
||
</h2>
|
||
|
||
<button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarText" aria-controls="navbarText" aria-expanded="false" aria-label="Toggle navigation">
|
||
<span class="navbar-toggler-icon"></span>
|
||
</button>
|
||
|
||
|
||
|
||
<div class="collapse navbar-collapse" id="navbarText">
|
||
<ul class="navbar-nav mr-auto">
|
||
|
||
<li class="nav-item dropdown">
|
||
|
||
<a class="nav-link dropdown-toggle" href="index.html#" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">
|
||
About
|
||
</a>
|
||
<div class="dropdown-menu">
|
||
|
||
|
||
|
||
<a class="dropdown-item " href="../../../about/index.html">About FOSSY</a>
|
||
|
||
<a class="dropdown-item " href="../../../travel/index.html">Travel and Lodging</a>
|
||
|
||
<a class="dropdown-item " href="../../../conventioncenter/index.html">Oregon Convention Center</a>
|
||
|
||
</div>
|
||
|
||
</li>
|
||
|
||
<li class="nav-item dropdown">
|
||
|
||
<a class="nav-link dropdown-toggle" href="index.html#" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">
|
||
Attend
|
||
</a>
|
||
<div class="dropdown-menu">
|
||
|
||
|
||
|
||
<a class="dropdown-item " href="../../../dashboard.html">Dashboard</a>
|
||
|
||
<a class="dropdown-item " href="../../../attend/tickets/index.html">Tickets</a>
|
||
|
||
<a class="dropdown-item " href="../../../attend/volunteer/index.html">Volunteer</a>
|
||
|
||
<a class="dropdown-item " href="../../../events/index.html">Events</a>
|
||
|
||
<a class="dropdown-item " href="../../../attend/code-of-conduct.html">Code of Conduct</a>
|
||
|
||
<a class="dropdown-item " href="../../../attend/health-and-safety/index.html">Health and Safety</a>
|
||
|
||
<a class="dropdown-item " href="../../../attend/terms-and-conditions/index.html">Terms and Conditions</a>
|
||
|
||
<a class="dropdown-item " href="https://sfconservancy.org/privacy-policy/">Privacy policy</a>
|
||
|
||
</div>
|
||
|
||
</li>
|
||
|
||
<li class="nav-item dropdown">
|
||
|
||
<a class="nav-link dropdown-toggle" href="index.html#" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">
|
||
Program
|
||
</a>
|
||
<div class="dropdown-menu">
|
||
|
||
|
||
|
||
<a class="dropdown-item " href="../../index.html">Schedule</a>
|
||
|
||
<a class="dropdown-item " href="../../../pages/tracks.html">Tracks</a>
|
||
|
||
<a class="dropdown-item " href="../../../call-for-proposals/index.html">Proposals</a>
|
||
|
||
</div>
|
||
|
||
</li>
|
||
|
||
<li class="nav-item ">
|
||
|
||
<a class="nav-link" href="../../../sponsorship/index.html">
|
||
Sponsorship
|
||
</a>
|
||
|
||
</li>
|
||
|
||
</ul>
|
||
</div>
|
||
</div>
|
||
</nav>
|
||
|
||
</header>
|
||
|
||
|
||
|
||
<main role="main" class="container">
|
||
<div class="row">
|
||
<div class="col page-header">
|
||
<h1 class="page-title">Accelerate Model Training with an Easy to Use High-Performance AI/ML Stack for the Cloud</h1>
|
||
<p class="lead">
|
||
|
||
E145 | <span class="presentation-time" data-starttime="2023-07-16T15:00:00" data-endtime="2023-07-16T16:00:00">Sun 16 Jul 3 p.m.–4 p.m.</span>
|
||
|
||
</p>
|
||
</div>
|
||
</div>
|
||
|
||
|
||
|
||
<div class="row">
|
||
<div class="col-md-12">
|
||
|
||
|
||
</div>
|
||
</div>
|
||
|
||
|
||
|
||
<div class="row presentation-details">
|
||
<div class="col-md-3">
|
||
<h2 class="mt-4">Presented by</h4>
|
||
<ul class="list-unstyled">
|
||
|
||
<li class="mb-4 pb-2">
|
||
|
||
<img src="https://secure.gravatar.com/avatar/7107fa7943c29d9edd9aa9e58eec6ece?s=120&d=mp" alt="Michael Clifford" class="rounded-circle img-fluid">
|
||
<p>
|
||
<strong><a href="../../../speaker/profile/143/index.html">Michael Clifford</a></strong><br />
|
||
|
||
|
||
</p>
|
||
<div class="bio">Michael Clifford is a Data Scientist at Red Hat working in the Office of the CTO on Emerging Technologies, where he works primarily on exploring tools, methodologies and use cases for cloud native data science.</div>
|
||
</p>
|
||
</li>
|
||
|
||
<li class="mb-4 pb-2">
|
||
|
||
<img src="https://secure.gravatar.com/avatar/f89cb542bde76dbb47506ee87493bf11?s=120&d=mp" alt="Erik Erlandson" class="rounded-circle img-fluid">
|
||
<p>
|
||
<strong><a href="../../../speaker/profile/144/index.html">Erik Erlandson</a></strong><br />
|
||
|
||
<a href="https://twitter.com/manyangled">@manyangled</a><br />
|
||
|
||
|
||
<a href="http://erikerlandson.github.io/">http://erikerlandson.github.io/</a>
|
||
|
||
</p>
|
||
<div class="bio">Erik Erlandson is the Data Science team lead at Red Hat Emerging Technologies, where he explores tools, methodologies and use cases at the intersection of data science workloads and the Kubernetes ecosystem.</div>
|
||
</p>
|
||
</li>
|
||
|
||
</ul>
|
||
</div>
|
||
|
||
<div class="col-md-9 presentation-abstract">
|
||
<h2 class="mt-4">Abstract</h4>
|
||
|
||
<div class="abstract pb-4"><p>The advent of large scale machine learning models has exacerbated the ongoing problem of resource and infrastructure management for ML practitioners. How can a data scientist, who has little or no DevOps knowledge, train and deploy models that require compute clusters with dozens or hundreds of nodes and GPU resources? In this talk, Michael Clifford will discuss how members of Red Hat’s Emerging Technologies team leverage two open source projects, Ray and Open Data Hub, to simplify their distributed training and cloud based resource allocation for their team. We will cover:
|
||
|
||
* An overview of Open Data Hub and Ray
|
||
* A detailed discussion on how we’ve integrated Ray with Open Data Hub to improve the user experience for developing large machine learning models
|
||
* A demonstration of a real-world use case where Ray is used to accelerate an AI/ML workload on Open Data Hub
|
||
* A discussion on the open source project developing this work to improve ML workflow tooling in the cloud, project CodeFlare
|
||
|
||
By the end of this talk, attendees will have a better understanding of how to build high-performance and scalable AI/ML systems.</p></div>
|
||
|
||
|
||
|
||
</div>
|
||
</div>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<script src="https://code.jquery.com/jquery-3.5.1.min.js" integrity="sha256-9/aliU8dGd2tb6OSsuzixeV4y/faTqgFtohetphbbj0=" crossorigin="anonymous"></script>
|
||
<script src="../../../static/build/js/app.js" type="text/javascript"></script>
|
||
<script src="../../../static/build/js/jquery.formset.js"></script>
|
||
<script src="https://cdnjs.cloudflare.com/ajax/libs/popper.js/1.12.9/umd/popper.min.js" integrity="sha384-ApNbgh9B+Y1QKtv3Rn7W3mgPxhU9K/ScQsAP7hUibX39j7fakFPskvXusvfa0b4Q" crossorigin="anonymous"></script>
|
||
<script src="../../../static/build/bootstrap/js/bootstrap.bundle.min.js"></script>
|
||
|
||
<!--no-analytics-->
|
||
|
||
|
||
<script src="../../../static/build/js/luxon.min.js"></script>
|
||
<script src="../../../static/build/js/schedule.js" type="text/javascript"></script>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
</main>
|
||
|
||
<footer class="footer mt-4 d-print-none">
|
||
<div class="container py-4">
|
||
<div class="row">
|
||
<div class="col-md-12 pb-12 text-center" style="margin-top: 0px;margin-bottom: 0px;border-bottom-style: solid;border-bottom-width: 0px;padding-bottom: 20px;">Wifi: FOSSY <i>(see Registration for older wifi)</i><br/>PIN: outreachy1000</div>
|
||
</div>
|
||
<div class="row">
|
||
<div class="col-md-4 pb-4">
|
||
<strong>FOSSY 2023</strong> <br>
|
||
July 13-16 2023 <br>
|
||
Portland, OR<br>
|
||
Timezone: PDT - UTC-7 <br>
|
||
<a href="mailto:conference@sfconservancy.org" alt="Email"><i class="far fa-envelope"></i></a> <a
|
||
href="https://twitter.com/conservancy" alt="Twitter"><i class="fab fa-twitter"></i></a> <a
|
||
href="https://social.sfconservancy.org/conservancy" alt="Mastodon"><i class="fab fa-mastodon"></i></a>
|
||
</div>
|
||
<div class="col-md-4 pb-4 text-center">
|
||
<a href="https://sfconservancy.org"><img src="../../../static/build/img/conservancy_logo.svg" alt="Software Freedom Conservancy logo" class="footer-image"></a>
|
||
</div>
|
||
<div class="col-md-4 pb-4 text-right">
|
||
<small>
|
||
<a href="index.html#">Back to top</a><br>
|
||
© 2023 <a href="https://sfconservancy.org/">Software Freedom Conservancy</a><br>
|
||
<a href="../../../credits/index.html">Credits</a>
|
||
</small>
|
||
</div>
|
||
</div>
|
||
</div>
|
||
</footer>
|
||
|
||
</body>
|
||
</html>
|