Merge branch 'master' of gitlab.odin.cse.buffalo.edu:odin-lab/Website
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<!doctype html>
|
||||
<html lang="en">
|
||||
|
||||
<head>
|
||||
<meta charset="utf-8">
|
||||
|
||||
<title>Embracing Uncertainty</title>
|
||||
|
||||
<meta name="description" content="Mimir">
|
||||
<meta name="author" content="Oliver Kennedy">
|
||||
|
||||
<meta name="apple-mobile-web-app-capable" content="yes" />
|
||||
<meta name="apple-mobile-web-app-status-bar-style" content="black-translucent" />
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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</script>
|
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|
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<!--[if lt IE 9]>
|
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<script src="../../reveal.js-3.1.0/lib/js/html5shiv.js"></script>
|
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<![endif]-->
|
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</head>
|
||||
|
||||
<body>
|
||||
|
||||
<div class="reveal">
|
||||
<!-- Any section element inside of this container is displayed as a slide -->
|
||||
|
||||
<div class="header">
|
||||
<!-- Any Talk-Specific Header Content Goes Here -->
|
||||
Embracing Uncertainty
|
||||
</div>
|
||||
<div class="footer">
|
||||
<!-- Any Talk-Specific Footer Content Goes Here -->
|
||||
<div style="float: left; margin-top: 15px; font-size: 12pt;">
|
||||
Exploring <u><b>O</b></u>nline <u><b>D</b></u>ata <u><b>In</b></u>teractions
|
||||
</div>
|
||||
<img src="graphics/FullText-white.png" height="40" style="float: right;"/>
|
||||
</div>
|
||||
|
||||
<div class="slides">
|
||||
|
||||
<section>
|
||||
<h4>Embracing uncertainty with</h4>
|
||||
<img src="graphics/mimir_logo_final.png" />
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<dl>
|
||||
<dt>Student Collaborators (PhD/MS/BS)</dt>
|
||||
<dd>
|
||||
Poonam Kumari, William Spoth, Aaron Huber, <br/>
|
||||
Lisa Lu, Olivia Alphonce, Shivang Aggarwal
|
||||
</dd>
|
||||
<dt>Alumni</dt>
|
||||
<dd>
|
||||
Niccolo Meneghetti, Arindam Nandi <span style="font-size: 14pt;">(both HPE/Vertica)</span>,<br/>
|
||||
Vinayak Karuppasamy <span style="font-size: 14pt;">(Bloomberg)</span>, Ying Yang <span style="font-size: 14pt;">(Oracle)</span>
|
||||
</dd>
|
||||
<dt>Other Collaborators</dt>
|
||||
<dd>
|
||||
Mike Brachmann (UB), Ronny Fehling (Airbus), <br/>
|
||||
Zhen-Hua Liu (Oracle), Dieter Gawlick (Oracle), <br/>
|
||||
Boris Glavic (IIT), Juliana Freire (NYU)
|
||||
</dd>
|
||||
</dl>
|
||||
|
||||
</p><p>
|
||||
</p><p>
|
||||
</p>
|
||||
</section>
|
||||
|
||||
|
||||
<section>
|
||||
<section>
|
||||
<h3>A Big Data Fairy Tale</h3>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<img src="graphics/dagobert83-female-user-icon-800px.png" height="300" />
|
||||
<h4>Meet Alice</h4>
|
||||
|
||||
<attribution>(OpenClipArt.org)</attribution>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<img src="graphics/dagobert83-female-user-icon-800px.png" height="300" />
|
||||
<img src="graphics/littlestorefront-800px.png" height="300" />
|
||||
<h4>Alice has a Store</h4>
|
||||
|
||||
<attribution>(OpenClipArt.org)</attribution>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<img src="graphics/littlestorefront-800px.png" height="300" style=" vertical-align: middle;"/>
|
||||
<span style="font-size: 3em; vertical-align: middle;">→</span>
|
||||
<img src="graphics/matt-icons_text-x-log-300px.png" height="300" style=" vertical-align: middle;" />
|
||||
<h4>Alice's store collects sales data</h4>
|
||||
|
||||
<attribution>(OpenClipArt.org)</attribution>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<img src="graphics/dagobert83-female-user-icon-800px.png" height="300" style=" vertical-align: middle;"/>
|
||||
<span style="font-size: 3em; vertical-align: middle;">+</span>
|
||||
<img src="graphics/matt-icons_text-x-log-300px.png" height="300" style=" vertical-align: middle;" />
|
||||
<span style="font-size: 3em; vertical-align: middle;">=</span>
|
||||
<img src="graphics/saco-800px.png" height="300" style=" vertical-align: middle;" />
|
||||
<h4>Alice wants to use her sales data to run a promotion</h4>
|
||||
|
||||
<attribution>(OpenClipArt.org)</attribution>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<img src="graphics/matt-icons_text-x-log-300px.png" height="300" style=" vertical-align: middle;"/>
|
||||
<span style="font-size: 3em; vertical-align: middle;">→</span>
|
||||
<img src="graphics/database-server-800px.png" height="300" style=" vertical-align: middle;" />
|
||||
<h4>So Alice loads up her sales data in her trusty database/hadoop/spark/etc... server.</h4>
|
||||
|
||||
<attribution>(OpenClipArt.org)</attribution>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<img src="graphics/database-server-800px.png" height="300" style=" vertical-align: middle;" />
|
||||
<span style="font-size: 3em; vertical-align: middle;">+ ?</span>
|
||||
<h4>... asks her question ...</h4>
|
||||
|
||||
<attribution>(OpenClipArt.org)</attribution>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<img src="graphics/database-server-800px.png" height="300" style=" vertical-align: middle;" />
|
||||
<span style="font-size: 3em; vertical-align: middle;">+ ? →</span>
|
||||
<img src="graphics/crystalball-800px.png" height="300" style=" vertical-align: middle;" />
|
||||
<h4>... and basks in the limitless possibilities of big data.</h4>
|
||||
|
||||
<attribution>(OpenClipArt.org)</attribution>
|
||||
</section>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<section>
|
||||
<h2>Why is this a fairy tale?</h2>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<img src="graphics/matt-icons_text-x-log-300px.png" height="300" style=" vertical-align: middle;"/>
|
||||
<span style="font-size: 3em; vertical-align: middle;">→</span>
|
||||
<img src="graphics/database-server-800px.png" height="300" style=" vertical-align: middle;" />
|
||||
<h4>It's never this easy...</h4>
|
||||
</section>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<section>
|
||||
<h2>CSV Import</h2>
|
||||
<h4>Run a <code>SELECT</code> on a raw CSV File</h4>
|
||||
<ul class="fragment">
|
||||
<li>File may not have column headers</li>
|
||||
<li>CSV does not provide "types"</li>
|
||||
<li>Lines may be missing fields</li>
|
||||
<li>Fields may be mistyped (typo, missing comma)</li>
|
||||
<li>Comment text can be inlined into the file</li>
|
||||
</ul>
|
||||
<p class="fragment">
|
||||
<b>State of the art</b>: External Table Defn <span class="fragment">+ "Manually" edit CSV</span>
|
||||
</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h2>Merge Two Datasets</h2>
|
||||
<h4><code>UNION</code> two data sources</h4>
|
||||
<ul class="fragment">
|
||||
<li>Schema matching</li>
|
||||
<li>Deduplication</li>
|
||||
<li>Format alignment (GIS coordinates, $ vs €)
|
||||
<li>Precision alignment (State vs County)</li>
|
||||
</ul>
|
||||
<p class="fragment">
|
||||
<b>State of the art</b>: Manually map schema
|
||||
</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h2>JSON Shredding</h2>
|
||||
<h4>Run a <code>SELECT</code> on JSON or a Doc Store</h4>
|
||||
<ul class="fragment">
|
||||
<li>Separating fields and record sets:<br/>(e.g., <code>{ A: "Bob", B: "Alice" }</code>)</li>
|
||||
<li>Missing fields (Records with no 'address')</li>
|
||||
<li>Type alignment (Records with 'address' as an array)</li>
|
||||
<li>Schema matching$^2$</li>
|
||||
</ul>
|
||||
<p class="fragment">
|
||||
<b>State of the art</b>: DataGuide, Wrangler, etc...
|
||||
</p>
|
||||
</section>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<section>
|
||||
<h2>Data Cleaning is Hard!</h2>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>State of the Art</h3>
|
||||
|
||||
<img src="graphics/BI-Analyst.jpg" height="400" />
|
||||
<attribution>(skilledup.com)</attribution>
|
||||
|
||||
<p>Alice spends weeks cleaning her data before using it.</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>Newer State of the Art</h3>
|
||||
<img src="graphics/iu.jpeg" height=500 />
|
||||
<attribution>(azure.microsoft.com)</attribution>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<img src="graphics/data-lake-to-data-swamp.jpg" height=500 />
|
||||
<attribution>(timoelliott.com)</attribution>
|
||||
</section>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
|
||||
<section>
|
||||
<h2>Structure is hard!</h2>
|
||||
<ul>
|
||||
<li class="fragment">Structured models (RelDBs) force curation during loading.
|
||||
<ul><li class="fragment"><b>Problem:</b> All curation costs are upfront.</li></ul>
|
||||
</li>
|
||||
<li class="fragment">Unstructured models (NoSQL) force curation into queries.
|
||||
<ul><li class="fragment"><b>Problem:</b> Complexity/redundancy blowup in queries.</li></ul>
|
||||
</li>
|
||||
</ul>
|
||||
<p class="fragment" style="margin-top: 50px;">Add structure, curation effort <b>On-Demand</b></p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>But... you still need some sort of structure?!?</h3>
|
||||
|
||||
<h3 class="fragment">Let the database make a guess!</h3>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h3>
|
||||
In the name of Codd,<br/><span class="fragment grow highlight-current-blue">thou shalt not give the user a wrong answer.</span>
|
||||
</h3>
|
||||
|
||||
<h4 class="fragment">
|
||||
... but what if we did?
|
||||
</h4>
|
||||
<h4 class="fragment">
|
||||
What would it take for that to be ok?
|
||||
</h4>
|
||||
</section>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<section>
|
||||
<h2>Industry says...</h2>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<img src="graphics/maybe-screen.png" height="500px" />
|
||||
|
||||
<img src="graphics/maybe-detail.png" height="500px" class="fragment" /><br/>
|
||||
<p class="fragment">My phone is guessing, but is letting me know that it did</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<img src="graphics/Calendar_Base.png" height="500px" />
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<img src="graphics/Calendar_Explain.png" height="500px" />
|
||||
<p>Easy interactions to <i>accept</i>, <i>reject</i>, or <i>explain</i> uncertainty</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<img src="graphics/Bing-Translate.png" height="500px" />
|
||||
<p class="fragment">Good Explanations, Alternatives, and Feedback Vectors</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h2>Communication</h2>
|
||||
<ul>
|
||||
<li>What data is uncertain?</li>
|
||||
<li>Why is my data uncertain?</li>
|
||||
<li>How bad is it?</li>
|
||||
<li>What can I do about it?</li>
|
||||
</ul>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<h2>What if a database did the same?</h2>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<ul style="width:35%; font-size: 24pt; margin-top: 50px;">
|
||||
<li class="fragment"><b>A:</b> Standard SQL.</li>
|
||||
<li class="fragment"><b>B:</b> Annotated Output.</li>
|
||||
<li class="fragment"><b>C:</b> Lens Diagram.</li>
|
||||
<li class="fragment"><b>D:</b> Result Explanations.</li>
|
||||
</ul>
|
||||
<img src="graphics/UIExample.png" style="width:60%; float:right"/>
|
||||
</section>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<section>
|
||||
<h3>Lenses</h3>
|
||||
<p class="fragment">Here's a problem with my data. <span class="fragment">Fix it.</span></p>
|
||||
<ul>
|
||||
<li class="fragment">What type is this column? (majority vote)</li>
|
||||
<li class="fragment">How do the columns of these relations line up? (pick your favorite schema matching paper)</li>
|
||||
<li class="fragment">How do I query heterogeneous JSON objects? (see above)</li>
|
||||
<li class="fragment">What should these missing values be? (learning-based interpolation)</li>
|
||||
</ul>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<svg width=500 height=350>
|
||||
<g transform="scale(1.2)">
|
||||
<text x="0" y="45">View:</text>
|
||||
<image xlink:href="graphics/db.svg" x="130" y="10" height="50px" width="50px"/>
|
||||
<text x="225" y="20" style="font-family: courier; font-size: 60%">SELECT</text>
|
||||
<polygon
|
||||
points="190,35 340,35 325,30 325,40 340,35"
|
||||
style="
|
||||
stroke: black;
|
||||
fill: black;
|
||||
stroke-width: 2;
|
||||
"
|
||||
/>
|
||||
<image xlink:href="graphics/jean-victor-balin-icon-table.svg" x="350" y="10" height="50px" width="50px"/>
|
||||
</g>
|
||||
|
||||
<g transform="translate(0,150) scale(1.2)" class="fragment">
|
||||
<text x="0" y="45">Lens:</text>
|
||||
<image xlink:href="graphics/db.svg" x="130" y="10" height="50px" width="50px"/>
|
||||
<text x="225" y="20" style="font-family: courier; font-size: 60%">SELECT</text>
|
||||
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|
||||
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|
||||
style="
|
||||
stroke: black;
|
||||
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|
||||
stroke-width: 2;
|
||||
"
|
||||
/>
|
||||
<image xlink:href="graphics/jean-victor-balin-icon-table.svg" x="350" y="10" height="50px" width="50px"/>
|
||||
<g class="fragment">
|
||||
<text x="212" y="20" style="font-family: courier; font-size: 60%">[ ]</text>
|
||||
<image xlink:href="graphics/jean-victor-balin-icon-table.svg" x="355" y="15" height="50px" width="50px"/>
|
||||
<image xlink:href="graphics/jean-victor-balin-icon-table.svg" x="360" y="20" height="50px" width="50px"/>
|
||||
<image xlink:href="graphics/jean-victor-balin-icon-table.svg" x="365" y="25" height="50px" width="50px"/>
|
||||
<g class="fragment">
|
||||
<image xlink:href="graphics/jean-victor-balin-icon-table.svg" x="350" y="110" height="60px" width="60px"/>
|
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<polygon
|
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points="380,80 380,105 385,90 375,90 380,105"
|
||||
style="
|
||||
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|
||||
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|
||||
stroke-width: 2;
|
||||
"
|
||||
/>
|
||||
<text x="220" y="142" style="font-size: 60%">(best guess)</text>
|
||||
</g>
|
||||
</g>
|
||||
</g>
|
||||
|
||||
|
||||
</svg>
|
||||
<p class="fragment">Lenses introduce <i>uncertainty</i></p>
|
||||
<attribution>(OpenClipArt.org)</attribution>
|
||||
</section>
|
||||
<section>
|
||||
<h2>The User's View</h2>
|
||||
<pre><code>
|
||||
SELECT NAME, DEPARTMENT FROM PRODUCTS;
|
||||
</code></pre>
|
||||
<table class="fragment" data-fragment-index="1">
|
||||
<tr><th>Name</th><th>Department</th></tr>
|
||||
<tr><td>Apple 6s, White</td><td>Phone</td></tr>
|
||||
<tr><td>Dell, Intel 4 core</td><td>Computer</td></tr>
|
||||
<tr><td>HP, AMD 2 core</td><td class="fragment highlight-red" data-fragment-index="2">Computer</td></tr>
|
||||
<tr><td>...</td><td>...</td></tr>
|
||||
</table>
|
||||
<p class="fragment" data-fragment-index="2"><b>Simple UI:</b> Highlight values that are based on guesses.</p>
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<pre><code>
|
||||
SELECT NAME, DEPARTMENT FROM PRODUCTS;
|
||||
</code></pre>
|
||||
<small>
|
||||
<table>
|
||||
<tr><th>Name</th><th>Department</th></tr>
|
||||
<tr><td>Apple 6s, White</td><td>Phone</td></tr>
|
||||
<tr><td>Dell, Intel 4 core</td><td>Computer</td></tr>
|
||||
<tr><td>HP, AMD 2 core</td><td style="color: red;">Computer</td></tr>
|
||||
<tr><td>...</td><td>...</td></tr>
|
||||
</table>
|
||||
</small>
|
||||
<svg xmlns="http://www.w3.org/2000/svg" xmlns:xl="http://www.w3.org/1999/xlink" version="1.1" viewBox="241 277 265 125" width="265pt" height="125pt" xmlns:dc="http://purl.org/dc/elements/1.1/" class="fragment" data-fragment-index="1">
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<metadata> Produced by OmniGraffle 6.2.5 <dc:date>2015-09-20 14:45:55 +0000</dc:date></metadata>
|
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<text transform="translate(293 293)" fill="black"><tspan font-family="Helvetica Neue" font-size="16" font-weight="bold" x="0" y="16" textLength="16.896" class="fragment" data-fragment-index="2">Pr</tspan><tspan font-family="Helvetica Neue" font-size="16" font-weight="bold" x="16.608" y="16" textLength="69.28" class="fragment" data-fragment-index="2">obability:</tspan><tspan font-family="Helvetica Neue" font-size="16" font-weight="500" x="85.888" y="16" textLength="38.24" class="fragment" data-fragment-index="2"> 95%</tspan><tspan font-family="Helvetica Neue" font-size="16" font-weight="bold" x="0" y="53" textLength="62.224" class="fragment" data-fragment-index="3">Reason:</tspan><tspan font-family="Helvetica Neue" font-size="16" font-weight="500" x="62.224" y="53" textLength="144.912" class="fragment" data-fragment-index="3"> Because I guessed </tspan><tspan font-family="Helvetica Neue" font-size="16" font-weight="500" x="0" y="71" textLength="206.592" class="fragment" data-fragment-index="3">‘Computer’ for ‘Department’ </tspan><tspan font-family="Helvetica Neue" font-size="16" font-weight="500" x="0" y="89" textLength="196.16" class="fragment" data-fragment-index="3">on Row ‘3’ of ‘PRODUCTS’</tspan></text>
|
||||
</g>
|
||||
</g>
|
||||
</svg>
|
||||
<p class="fragment" data-fragment-index="1">Allow users to <code>EXPLAIN</code> uncertain outputs</p>
|
||||
<p class="fragment" data-fragment-index="3">Explanations include reasons given in English</p>
|
||||
</section>
|
||||
|
||||
<!--
|
||||
<section>
|
||||
<div style="padding: 30px;">
|
||||
<p>$PRODUCTS.DEPARTMENT_{3}$</p>
|
||||
<div style="font-size: 2em">⬍</div>
|
||||
<p>"I guessed 'Computer' for 'Department' on Row '3'"</p>
|
||||
</div>
|
||||
</section>
|
||||
-->
|
||||
|
||||
<section>
|
||||
<h3>Explanations</h3>
|
||||
<ol>
|
||||
<li>Mark <i>uncertain</i> data and results.</li>
|
||||
<li>Upon request, provide more detail:
|
||||
<ul style="font-size:80%; width: 600px">
|
||||
<li>Why is my data uncertain? <span style="float:right; font-size:80%; margin-top: 5px">(provenance)</span></li>
|
||||
<li>How bad is it? <span style="float:right; font-size:80%; margin-top: 5px">(confidence, entropy, bounds)</span></li>
|
||||
<li>What are other possibile answers? <span style="float:right; font-size:80%; margin-top: 5px">(samples)</span></li>
|
||||
<li>What can I do to fix it? <span style="float:right; font-size:80%; margin-top: 5px">(repairs)</span></li>
|
||||
</ul></li>
|
||||
</ol>
|
||||
</section>
|
||||
|
||||
</section>
|
||||
|
||||
<section>
|
||||
<p><b>Email:</b> okennedy@buffalo.edu</p>
|
||||
<p><b>Office:</b> Davis 338H</p>
|
||||
<p><b>Web: </b> <a href="https://odin.cse.buffalo.edu">https://odin.cse.buffalo.edu</a></p>
|
||||
<p><b>Mimir: </b> <a href="http://mimirdb.info">http://mimirdb.info</a></p>
|
||||
|
||||
<p class="fragment" style="margin-top: 100px">Today's password is <b>Frances Allen</b></p>
|
||||
</section>
|
||||
|
||||
|
||||
</div></div>
|
||||
|
||||
<script src="../../reveal.js-3.1.0/lib/js/head.min.js"></script>
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<script src="../../reveal.js-3.1.0/js/reveal.js"></script>
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slides/cse501/2017/ubodin.css
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slides/cse501/2017/ubodin.css
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