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<h1 class='page-header'>Research Code</h1>

<p> Our research has grown from a cosomological and "Big Data" focus to include a wide variety of topics including but not limited to the ones below. Code from all of the following research areas is hosted on our GitHub <a href="https://github.com/UI-DataScience">repository</a>.

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<h4><a href='https://github.com/ProfessorBrunner/ml-sims'>Machine Learning and Cosmological Simulations</a></h4>

<p>
An exploratory framework for modeling galaxy formation using machine learning. This effort resulted in the following published works:
	<ul style='padding-left:20px;'>
		<li><a href="http://mnras.oxfordjournals.org/content/455/1/642.full.pdf+html">Machine Learning and Cosmological Simulations - I: Semi-analytical models</a></li>
		<li><a href="https://mnras.oxfordjournals.org/content/457/2/1162.full.pdf+html">Machine Learning and Cosmological Simulations - II: Hydrodynamical Simulations</a></li>
	</ul>
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<!-- IoT -->
<h4><a href='https://github.com/ProfessorBrunner/iot-traffic/'>Internet of Things Traffic Simulation</a></h4>

<p>Internet of Things project employing roads, cars, and sensor networks</p>

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<!-- Text Analytics -->
<h4><a href='https://github.com/UI-DataScience/Text-Analytics'>Text Analytics</a></h4>
<p>Exploration of Text article geocoding, text data sources, and automated ontologies</p>

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<!-- Tools -->
<h4><a href='https://github.com/UI-DataScience/Tools'>Tools</a></h4>

<p>Investigating potential speed ups to current implementation of the sparse basis algorithm</p>

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<!-- Image PZ -->
<h4><a href='https://github.com/UI-DataScience/image-pz'>Image PZ</a></h4>

<p>Pixel-level estimation of photometric redshifts for astronomical images.</p>

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<!-- Business Analytics -->
<h4><a href='https://github.com/UI-DataScience/Business-Analytics'>Business Analytics</a></h4>

<p>Analysis of energy data from Irish Social Science Data Archive </p>

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<!-- Algorithms -->
<h4><a href='https://github.com/UI-DataScience/Algorithms'>Algorithms</a></h4>

<p>UNDER CONSTRUCTION</p>

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<!-- Financial Analytics -->
<h4><a href='https://github.com/UI-DataScience/Financial-Analytics'>Financial Analytics</a></h4>

<p>UNDER CONSTRUCTION</p>

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