Ben Sturmfels
d4159fe51a
Ran: wget --mirror --convert-links --adjust-extension --page-requisites --no-parent https://2023.fossy.us/
293 lines
11 KiB
HTML
293 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: Empowering Data Driven Strategies with Open Source Machine Learning: Tools, Techniques and Tips</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: Empowering Data Driven Strategies with Open Source Machine Learning: Tools, Techniques and Tips">
|
|
<meta property="og:description" content="" />
|
|
<meta property="og:url" content="https://2023.fossy.us/schedule/presentation/65/">
|
|
<meta name="twitter:site" content="@conservancy">
|
|
<meta name="twitter:image:alt" content="FOSSY 2023 | Presentation: Empowering Data Driven Strategies with Open Source Machine Learning: Tools, Techniques and Tips" />
|
|
<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">Empowering Data Driven Strategies with Open Source Machine Learning: Tools, Techniques and Tips</h1>
|
|
<p class="lead">
|
|
|
|
E145 | <span class="presentation-time" data-starttime="2023-07-16T10:30:00" data-endtime="2023-07-16T11:30:00">Sun 16 Jul 10:30 a.m.–11:30 a.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/f31ce765f18608e805f8320c526635d8?s=120&d=mp" alt="Hema Veeradhi" class="rounded-circle img-fluid">
|
|
<p>
|
|
<strong><a href="../../../speaker/profile/174/index.html">Hema Veeradhi</a></strong><br />
|
|
|
|
|
|
</p>
|
|
<div class="bio">Hema Veeradhi is a Senior Data Scientist working in the Emerging Technologies team part of the office of the CTO at Red Hat. Her work primarily focuses on implementing innovative open AI and machine learning solutions to help solve business and engineering problems.</div>
|
|
</p>
|
|
</li>
|
|
|
|
<li class="mb-4 pb-2">
|
|
|
|
<img src="https://secure.gravatar.com/avatar/39e20ae2d218c45c952442762b17a65a?s=120&d=mp" alt="Surya Prakash Pathak" class="rounded-circle img-fluid">
|
|
<p>
|
|
<strong><a href="../../../speaker/profile/146/index.html">Surya Prakash Pathak</a></strong><br />
|
|
|
|
<a href="https://twitter.com/meayrus">@meayrus</a><br />
|
|
|
|
|
|
</p>
|
|
<div class="bio">Surya is a Data Scientist, currently working on the Emerging Technologies team at Red Hat. He is experienced in the field of Machine Learning and Artificial Intelligence. He spent the past year developing models for gaining customer insights, navigating open source tools for data scientists, and doing NLP using transformers models.</div>
|
|
</p>
|
|
</li>
|
|
|
|
</ul>
|
|
</div>
|
|
|
|
<div class="col-md-9 presentation-abstract">
|
|
<h2 class="mt-4">Abstract</h4>
|
|
|
|
<div class="abstract pb-4"><p>We are living in a digital era where vast amounts of data is constantly being generated, evaluated, and updated. As a result, the need for enterprises to keep up with this pace has grown and we are rapidly moving towards a more data-driven society. With the help of AI/ML technology, we have the power to make knowledgeable data driven decisions and effectively identify new trends and patterns, leading to more creative solutions and innovative approaches to problem-solving.
|
|
|
|
In light of the recent advancements in AI, particularly in predictive modeling, we now have a powerful tool at our disposal to quickly consume and analyze vast amounts of data. By using open source time series forecasting ML models like ARIMA and Prophet, we can provide more accurate predictions and insights in real-time, enabling organizations and teams to streamline processes and increase efficiency, improve and manage customer risk, and adapt to changing market conditions. In this talk we will discuss:
|
|
1. Open Source tooling for building predictive ML models (Python, Jupyter, MLFLow)
|
|
2. Time series forecasting techniques
|
|
3. Tips for managing ML workflows and model interpretations
|
|
|
|
Attendees will leave this talk with a deeper understanding of predictive ML models and how open source can empower us to be more data driven.</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>
|