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<!DOCTYPE HTML>
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<span class="position">PhD Student in Data Science at <p><a href="https://www.utah.edu"> University of Utah</a></p></span>
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<h1> </h1>
<h2 class="colorlib-heading">Sunipa Dev</h2>
<p> <strong>Hi I'm Sunipa Dev
</strong> I am a PhD student advised by <a href = "https://www.cs.utah.edu/~jeffp/"> Dr. Jeff Phillips </a> at the <a href = "http://www.cs.utah.edu"> School of Computing</a> at the <a href="https://www.utah.edu"> University of Utah</a>. Currently my research involves word embeddings and their geometry and the pursuit to make them more robust, interpretable and fair. My research interests broadly encompass various modules of machine learning, NLP and data mining..</p>
<p>Before joining my PhD position in 2016, I completed my integrated BS - MS in Mathematics at the <a href="https://www.iiserkol.ac.in">Indian Institute of Science Research and Education, Kolkata </a> where I did research on graph theory and brain mapping with <a href ="https://www.iiserkol.ac.in/~anirban.banerjee/"> Dr. Anirban Banerjee </a>.</p>
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<p> <!--<strong>Hi I'm Sunipa Dev-->
</strong> I am a 4th year PhD student advised by <a href = "https://www.cs.utah.edu/~jeffp/"> Dr. Jeff Phillips </a> at the <a href = "http://www.cs.utah.edu"> School of Computing</a> in <a href="https://www.utah.edu"> University of Utah</a>. Currently my research involves word embeddings and their geometry and the pursuit to make them more robust, interpretable and fair. My research interests broadly encompass various modules of Machine Learning, NLP and Data Mining..</p>
<p>Before joining my PhD position in 2016, I completed my integrated BS - MS in Mathematics at the <a href="https://www.iiserkol.ac.in">Indian Institute of Science Research and Education, Kolkata </a> where I did research on graph theory and brain mapping with <a href ="https://www.iiserkol.ac.in/~anirban.banerjee/"> Dr. Anirban Banerjee </a>.</p>
<p> A list of my publications can be found <a href="https://scholar.google.com/citations?user=EV1DgP0AAAAJ&hl=en">here.</font></a></p>
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<p>The Big Oxmox advised her not to do so, because there were thousands of bad Commas, wild Question Marks and devious Semikoli, but the Little Blind Text didn’t listen. She packed her seven versalia, put her initial into the belt and made herself on the way.</p>
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aria-valuemin="0" aria-valuemax="100" style="width:75%">
<span>75%</span>
</div>
</div>
</div>
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<h3>jQuery</h3>
<div class="progress">
<div class="progress-bar color-2" role="progressbar" aria-valuenow="60"
aria-valuemin="0" aria-valuemax="100" style="width:60%">
<span>60%</span>
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<h3>HTML5</h3>
<div class="progress">
<div class="progress-bar color-3" role="progressbar" aria-valuenow="85"
aria-valuemin="0" aria-valuemax="100" style="width:85%">
<span>85%</span>
</div>
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<h3>CSS3</h3>
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<div class="progress-bar color-4" role="progressbar" aria-valuenow="90"
aria-valuemin="0" aria-valuemax="100" style="width:90%">
<span>90%</span>
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<h3>WordPress</h3>
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<div class="progress-bar color-5" role="progressbar" aria-valuenow="70"
aria-valuemin="0" aria-valuemax="100" style="width:70%">
<span>70%</span>
</div>
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</div>
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<h3>SEO</h3>
<div class="progress">
<div class="progress-bar color-6" role="progressbar" aria-valuenow="80"
aria-valuemin="0" aria-valuemax="100" style="width:80%">
<span>80%</span>
</div>
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</div>
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</section>-->
<section class="colorlib-experience" data-section="experience">
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<div class="row">
<div class="col-md-6 col-md-offset-3 col-md-pull-3 animate-box" data-animate-effect="fadeInLeft">
<!--<span class="heading-meta">Experience</span>-->
<h2 class="colorlib-heading animate-box">Research Projects</h2>
</div>
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<div class="timeline-centered">
<article class="timeline-entry animate-box" data-animate-effect="fadeInLeft">
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<i class="icon-pen2"></i>
</div>
<div class="timeline-label">
<h2>Absolute Orientation of Word Embedding Alignment <!--<span>May - August 2015</span>--></h2>
<p>We explore ways to align high dimensional word embeddings extracted by different methods and from different datasets with each other. We also look at the different applications of this technique. We can extend these methods to other sets of high dimensional vectors.</p>
<p> <a href = "http://arxiv.org/abs/1806.01330">arXiv Paper</a> </p>
<p> Code can be found <a href = "https://github.com/sunipa/Abs-Orientation">here</a> </p>
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</article>
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<h2>Attenuating Bias in Word Vectors <!--<span>2017-2018</span>--></h2>
<p>In this project, we explore and compare ways to detect and remove bias from word embeddings. We perform a uniform simple linear projection on embeddings to correct the bias and demonstrate how it works the best among other methods. We also devise two quantitative methods to uniformly adjudge the gender bias and quality of the embeddings. Finally, we use names as a powerful tool to detect the bias direction of different types of bias like gender biased or racial bias.</p>
<p> <a href = "https://arxiv.org/abs/1901.07656">arXiv Paper</a> </p>
<p> Code can be found <a href = "https://github.com/sunipa/Attenuating-Bias-in-Word-Vec">here</a> </p>
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<h2>Combatting Biases in Context-Free and Contextualized Embeddings <!--<span>2017-2018</span>--></h2>
<p>We extend out technique of debiaisng embeddings to contextualized embeddings such as ELMo and BERT. We compare the bias content in the different types of embeddings and analyze diffeent types of social biases expressed by them : gender, religion and nationality related biases. We facilitate this analysis by developing a schema of methodical tests based on the task of textual inference such that a deviation of prediction probabilities in the task indicates the amount of bias encoded by the embeddings. </p>
<p> More details can be found <a href = "https://arxiv.org/abs/1901.07656">here</a> </p>
<p> Code for developing the test and for debiasing the embeddings can be found <a href = "https://github.com/sunipa/On-Measuring-and-Mitigating-Biased-Inferences-of-Word-Embeddings">here</a> </p>
</div>
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</article>
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<h2><a href="#">System Analyst</a> <span>2017-2018</span></h2>
<p>Even the all-powerful Pointing has no control about the blind texts it is an almost unorthographic life One day however a small line of blind text by the name of Lorem Ipsum decided to leave for the far World of Grammar.</p>
</div>
</div>
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<h2><a href="#">Creative Designer</a> <span>2017-2018</span></h2>
<p>Even the all-powerful Pointing has no control about the blind texts it is an almost unorthographic life One day however a small line of blind text by the name of Lorem Ipsum decided to leave for the far World of Grammar.</p>
</div>
</div>
</article>
<article class="timeline-entry animate-box" data-animate-effect="fadeInLeft">
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<h2><a href="#">UI/UX Designer at Envato</a> <span>2017-2018</span></h2>
<p>Even the all-powerful Pointing has no control about the blind texts it is an almost unorthographic life One day however a small line of blind text by the name of Lorem Ipsum decided to leave for the far World of Grammar.</p>
</div>
</div>
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<article class="timeline-entry begin animate-box" data-animate-effect="fadeInBottom">
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</div>
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</div>
</section>
<section class="colorlib-education" data-section="education">
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<!--<span class="heading-meta">Education</span>-->
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<h4 class="panel-title">
<a data-toggle="collapse" data-parent="#accordion" href="#collapseOne" aria-expanded="true" aria-controls="collapseOne">PhD Computing - Data Management and Analysis Track
</a>
</h4>
</div>
<div id="collapseOne" class="panel-collapse collapse in" role="tabpanel" aria-labelledby="headingOne">
<div class="panel-body">
<div class="row">
<!--<div class="col-md-6">-->
<p> Third year PhD student in Computing (Data Management and Analysis Track) at the University of Utah. </p>
<!--</div>-->
<!--<div class="col-md-6">-->
<!--<p>Separated they live in Bookmarksgrove right at the coast of the Semantics, a large language ocean.</p>-->
<!--</div>-->
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<h4 class="panel-title">
<a class="collapsed" data-toggle="collapse" data-parent="#accordion" href="#collapseTwo" aria-expanded="false" aria-controls="collapseTwo"> BS - MS Mathematics
</a>
</h4>
</div>
<div id="collapseTwo" class="panel-collapse collapse" role="tabpanel" aria-labelledby="headingTwo">
<div class="panel-body">
<p> Completed a dual BS - MS degree majoring in Mathematics at Indian Institute of Science Education ad Research, Kolkata. </p>
<!--<ul>
<li>Separated they live in Bookmarksgrove right</li>
<li>Separated they live in Bookmarksgrove right</li>
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<!--<div class="panel panel-default">
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<h4 class="panel-title">
<a class="collapsed" data-toggle="collapse" data-parent="#accordion" href="#collapseThree" aria-expanded="false" aria-controls="collapseThree">Diploma in Information Technology
</a>
</h4>
</div>
<div id="collapseThree" class="panel-collapse collapse" role="tabpanel" aria-labelledby="headingThree">
<div class="panel-body">
<p>Far far away, behind the word <strong>mountains</strong>, far from the countries Vokalia and Consonantia, there live the blind texts. Separated they live in Bookmarksgrove right at the coast of the Semantics, a large language ocean.</p>
</div>
</div>
</div>
<div class="panel panel-default">
<div class="panel-heading" role="tab" id="headingFour">
<h4 class="panel-title">
<a class="collapsed" data-toggle="collapse" data-parent="#accordion" href="#collapseFour" aria-expanded="false" aria-controls="collapseFour">Diploma in Information Technology
</a>
</h4>
</div>
<div id="collapseFour" class="panel-collapse collapse" role="tabpanel" aria-labelledby="headingFour">
<div class="panel-body">
<p>Far far away, behind the word <strong>mountains</strong>, far from the countries Vokalia and Consonantia, there live the blind texts. Separated they live in Bookmarksgrove right at the coast of the Semantics, a large language ocean.</p>
</div>
</div>
</div>
<div class="panel panel-default">
<div class="panel-heading" role="tab" id="headingFive">
<h4 class="panel-title">
<a class="collapsed" data-toggle="collapse" data-parent="#accordion" href="#collapseFive" aria-expanded="false" aria-controls="collapseFive">High School Secondary Education
</a>
</h4>
</div>
<div id="collapseFive" class="panel-collapse collapse" role="tabpanel" aria-labelledby="headingFive">
<div class="panel-body">
<p>Far far away, behind the word <strong>mountains</strong>, far from the countries Vokalia and Consonantia, there live the blind texts. Separated they live in Bookmarksgrove right at the coast of the Semantics, a large language ocean.</p>
</div>
</div>
</div> -->
</div>
</div>
</div>
</div>
</div>
</section>
<section class="colorlib-experience" data-section="publications">
<div class="colorlib-narrow-content">
<div class="row">
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<!--<span class="heading-meta">Experience</span>-->
<h2 class="colorlib-heading animate-box">Publications</h2>
</div>
</div>
<div class="row">
<div class="col-md-12">
<div class="timeline-centered">
<article class="timeline-entry animate-box" data-animate-effect="fadeInLeft">
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<h2> <a href="http://proceedings.mlr.press/v89/dev19a/dev19a.pdf"><font color = 'black'>S.Dev, J. M. Phillips; 'Attenuating Bias in Word Vetcors', AISTATS 2019, Okinawa, Japan</font></a> <!--<span>May - August 2015</span>--></h2>
</div>
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</article>
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<h2> <a href="https://arxiv.org/abs/1806.01330"><font color = 'black'>S.Dev, S. Hassan, J. M. Phillips; 'Closed Form Word Embedding Alignment', ICDM 2019, Beijing, China</font></a> <!--<span>May - August 2015</span>--></h2>
</div>
</div>
</article>
<article class="timeline-entry animate-box" data-animate-effect="fadeInRight">
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<h2> <a href="https://arxiv.org/abs/1908.09369"><font color = 'black'>S.Dev, T. Li, J. M. Phillips, V. Srikumar; 'On Measuring and Mitigating Biased Inferences of Word Embeddings', AAAI 2020, New York City, USA</font></a> <!--<span>May - August 2015</span>--></h2>
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</article>
<!--<article class="timeline-entry animate-box" data-animate-effect="fadeInLeft">
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<h2><a href="#">System Analyst</a> <span>2017-2018</span></h2>
<p>Even the all-powerful Pointing has no control about the blind texts it is an almost unorthographic life One day however a small line of blind text by the name of Lorem Ipsum decided to leave for the far World of Grammar.</p>
</div>
</div>
</article>
<article class="timeline-entry animate-box" data-animate-effect="fadeInTop">
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<h2><a href="#">Creative Designer</a> <span>2017-2018</span></h2>
<p>Even the all-powerful Pointing has no control about the blind texts it is an almost unorthographic life One day however a small line of blind text by the name of Lorem Ipsum decided to leave for the far World of Grammar.</p>
</div>
</div>
</article>
<article class="timeline-entry animate-box" data-animate-effect="fadeInLeft">
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<h2><a href="#">UI/UX Designer at Envato</a> <span>2017-2018</span></h2>
<p>Even the all-powerful Pointing has no control about the blind texts it is an almost unorthographic life One day however a small line of blind text by the name of Lorem Ipsum decided to leave for the far World of Grammar.</p>
</div>
</div>
</article>
<article class="timeline-entry begin animate-box" data-animate-effect="fadeInBottom">
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<div class="timeline-icon color-none">
</div>
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</div>
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</div>
</section>
<section class="colorlib-experience" data-section="teaching">
<div class="colorlib-narrow-content">
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<div class="col-md-6 col-md-offset-3 col-md-pull-3 animate-box" data-animate-effect="fadeInLeft">
<!--<span class="heading-meta">Experience</span>-->
<h2 class="colorlib-heading animate-box">Teaching</h2>
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<div class="timeline-centered">
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<h2>Teaching Mentee : <a href="http://www.cs.utah.edu/~jeffp/teaching/cs5140.html"><font color = 'blue'>Data Mining</font></a> <!--<span>May - August 2015</span>--></h2>
<p>Spring 2018, University of Utah</p>
</div>
</div>
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<h2>Teaching Mentee : <a href="http://www.cs.utah.edu/~jeffp/teaching/FoDA.html"><font color ='blue'>Foundations of Data Analysis</font></a> <!--<span>2017-2018</span>--></h2>
<p>Fall 2017, University of Utah</p>
</div>
</div>
</article>
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<h2>Teaching Assistant : Mathematics II <!--<span>2017-2018</span>--></h2>
<p>Spring 2016, IISER Kolkata</p>
</div>
</div>
</article>
<!--<article class="timeline-entry animate-box" data-animate-effect="fadeInLeft">
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<h2><a href="#">System Analyst</a> <span>2017-2018</span></h2>
<p>Even the all-powerful Pointing has no control about the blind texts it is an almost unorthographic life One day however a small line of blind text by the name of Lorem Ipsum decided to leave for the far World of Grammar.</p>
</div>
</div>
</article>
<article class="timeline-entry animate-box" data-animate-effect="fadeInTop">
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<i class="icon-pen2"></i>
</div>
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<h2><a href="#">Creative Designer</a> <span>2017-2018</span></h2>
<p>Even the all-powerful Pointing has no control about the blind texts it is an almost unorthographic life One day however a small line of blind text by the name of Lorem Ipsum decided to leave for the far World of Grammar.</p>
</div>
</div>
</article>
<article class="timeline-entry animate-box" data-animate-effect="fadeInLeft">
<div class="timeline-entry-inner">
<div class="timeline-icon color-5">
<i class="icon-pen2"></i>
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<h2><a href="#">UI/UX Designer at Envato</a> <span>2017-2018</span></h2>
<p>Even the all-powerful Pointing has no control about the blind texts it is an almost unorthographic life One day however a small line of blind text by the name of Lorem Ipsum decided to leave for the far World of Grammar.</p>
</div>
</div>
</article>
<article class="timeline-entry begin animate-box" data-animate-effect="fadeInBottom">
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</div>
</div>
</div>
</div>
</section>
<section class="colorlib-experience" data-section="cv">
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<div class="row">
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<!--<object data="Resume_SunipaDev.pdf" type="application/pdf" width="100%" height="100%">
</object>-->
<h2 class="colorlib-heading">CV</h2>
<p>Here's a downloadable version of my <a href="Resume_SunipaDev.pdf">CV</a>!</p>
<embed src= "Resume_SunipaDev.pdf" width= "800" height= "1100">
</div>
</div>
</div>
</section>
<!--<section class="colorlib-work" data-section="work">
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<p class="work-menu"><span><a href="#" class="active">Graphic Design</a></span> <span><a href="#">Web Design</a></span> <span><a href="#">Software</a></span> <span><a href="#">Apps</a></span></p>
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<h3><a href="work.html">Work 01</a></h3>
<span>Website</span>
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<span><a href="#"><i class="icon-eye"></i> 100</a></span>
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<h3><a href="work.html">Work 02</a></h3>
<span>Animation</span>
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<span><a href="#"><i class="icon-share3"></i></a></span>
<span><a href="#"><i class="icon-eye"></i> 100</a></span>
<span><a href="#"><i class="icon-heart"></i> 49</a></span>
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<h3><a href="work.html">Work 03</a></h3>
<span>Illustration</span>
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<span><a href="#"><i class="icon-share3"></i></a></span>
<span><a href="#"><i class="icon-eye"></i> 100</a></span>
<span><a href="#"><i class="icon-heart"></i> 49</a></span>
</p>
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<h3><a href="work.html">Work 04</a></h3>
<span>Application</span>
<p class="icon">
<span><a href="#"><i class="icon-share3"></i></a></span>
<span><a href="#"><i class="icon-eye"></i> 100</a></span>
<span><a href="#"><i class="icon-heart"></i> 49</a></span>
</p>
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<h3><a href="work.html">Work 05</a></h3>
<span>Graphic, Logo</span>
<p class="icon">
<span><a href="#"><i class="icon-share3"></i></a></span>
<span><a href="#"><i class="icon-eye"></i> 100</a></span>
<span><a href="#"><i class="icon-heart"></i> 49</a></span>
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<h3><a href="work.html">Work 06</a></h3>
<span>Web Design</span>
<p class="icon">
<span><a href="#"><i class="icon-share3"></i></a></span>
<span><a href="#"><i class="icon-eye"></i> 100</a></span>
<span><a href="#"><i class="icon-heart"></i> 49</a></span>
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