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applications.html
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<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<title>Machine Learning - Applications</title>
<meta name="description" content="Machine learning applications and best practices">
<meta name="author" content="Piero Savastano">
<meta name="apple-mobile-web-app-capable" content="yes">
<meta name="apple-mobile-web-app-status-bar-style" content="black-translucent">
<meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no, minimal-ui">
<link rel="icon" type="image/x-icon" href="favicon.ico">
<link rel="stylesheet" href="css/reveal.css">
<link rel="stylesheet" href="css/theme/moon.css" id="theme">
<link rel="stylesheet" href="css/pieroit.css">
<!-- Code syntax highlighting -->
<link rel="stylesheet" href="lib/css/zenburn.css">
<!-- Printing and PDF exports -->
<script>
var link = document.createElement( 'link' );
link.rel = 'stylesheet';
link.type = 'text/css';
link.href = window.location.search.match( /print-pdf/gi ) ? 'css/print/pdf.css' : 'css/print/paper.css';
document.getElementsByTagName( 'head' )[0].appendChild( link );
</script>
<!--[if lt IE 9]>
<script src="lib/js/html5shiv.js"></script>
<![endif]-->
</head>
<body>
<div class="reveal">
<!-- Any section element inside of this container is displayed as a slide -->
<div class="slides">
<!-- Intro -->
<section>
<h1><a href="index.html">Machine Learning</a></h1>
<h2>Applications and practices</h2>
</section>
<!-- Business tips -->
<section>
<h2>€ - Business tips - €</h2>
<ul>
<li>ML is not the core, is a tool</li>
<li>Optimization, no absolute solutions</li>
<li>Microservices are your friends</li>
</ul>
</section>
<!-- Summary of web applications -->
<section>
<h2>Main applications for the web</h2>
<ul>
<li>Classification</li>
<li>Regression</li>
<li>Clustering</li>
<li>Recommendation</li>
</ul>
</section>
<!-- Classification -->
<section>
<h2>Classification</h2>
<div>example: Sentiment analysis</div>
<a href="https://en.wikipedia.org/wiki/Sentiment_analysis">
<img src="img/twitter.png" />
</a>
</section>
<!-- Regression -->
<section>
<h2>Regression</h2>
<div>example: Price estimation</div>
<a href="https://en.wikipedia.org/wiki/Regression_analysis">
<img height="400px" src="img/regression.png" />
</a>
</section>
<!-- Clustering -->
<section>
<h2>Clustering</h2>
<div>example: Personas</div>
<a href="https://en.wikipedia.org/wiki/Cluster_analysis">
<img height="400px" src="img/clustering.png" />
</a>
</section>
<!-- Recommendation -->
<section>
<h2>Recommendation</h2>
<div>example: Collaborative filtering</div>
<a href="https://en.wikipedia.org/wiki/Collaborative_filtering">
<img src="img/collaborative_filtering.png" />
</a>
</section>
<!-- Difficulties in developing models -->
<section data-background="img/facepalm.jpg">
<div class="white">
<h2>Issues</h2>
<ul>
<li>Data: "garbage in, garbage out"</li>
<li>Model: "nobody is perfect"</li>
</ul>
</div>
</section>
<!-- Data difficulties -->
<section data-background="img/wikidata.png">
<div class="white">
<h2>Data issues</h2>
<ul>
<li>Harvest (quantity)</li>
<li>Cleaning (quality)</li>
<li>Integration (pertinency)</li>
</ul>
</div>
</section>
<!-- Model difficulties -->
<section>
<h2>Model issues</h2>
<section>
<div>Choosing an algorithm</div>
<a href="https://www.flickr.com/photos/justinbaeder/5317820857">
<img src="img/hammer.png" />
</a>
</section>
<section>
<div>Reaching 100% accuracy?</div>
<a href="http://www.computerworld.com/article/3023708/data-analytics/the-machine-learning-problem-of-the-next-decade.html">
<img src="img/model_improving.png" />
</a>
<div>
<small>by <a href="http://www.crowdflower.com/">Crowdflower</a></small>
</div>
</section>
<section>
<div>Go live and update</div>
</section>
</section>
</div>
</div>
<script src="lib/js/head.min.js"></script>
<script src="js/reveal.js"></script>
<script>
// Full list of configuration options available at:
// https://github.com/hakimel/reveal.js#configuration
Reveal.initialize({
controls: true,
progress: true,
history: true,
center: true,
transition: 'slide', // none/fade/slide/convex/concave/zoom
// Optional reveal.js plugins
dependencies: [
{ src: 'lib/js/classList.js', condition: function() { return !document.body.classList; } },
{ src: 'plugin/markdown/marked.js', condition: function() { return !!document.querySelector( '[data-markdown]' ); } },
{ src: 'plugin/markdown/markdown.js', condition: function() { return !!document.querySelector( '[data-markdown]' ); } },
{ src: 'plugin/highlight/highlight.js', async: true, callback: function() { hljs.initHighlightingOnLoad(); } },
{ src: 'plugin/zoom-js/zoom.js', async: true },
{ src: 'plugin/notes/notes.js', async: true }
]
});
</script>
</body>
</html>