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title: Ilias Miraoui
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			<figure><img src="assets/img/profile1.jpg" alt="Ilias Miraoui" width="250" align="left" style="padding-right: 40px;"/> 	</figure>
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				<b>Graduate Student at UC Berkeley </b></br>
			<i>Master of Engineering in Industrial Engineering and Operations Research</i> </br> </br>
				I grew up between France, Morocco and the United States. </br></br>
				I graduated from a dual Bachelor of Arts between <b><font color="#FDB515">Sciences Po </font></b> and Columbia University, majoring in Economics at Sciences Po and in Financial Economics with a concentration in Business Management at <b><font color="#FDB515">Columbia. </font></b> </br></br>
				Passionate about Tech and Finance, I previously worked in Investment Banking at <b><font color="#FDB515">TD Securities</font></b> for two years<font color="#FDB515">. </font> After a few rotations on the trading floor, I worked for a year and a half in <font color="#FDB515"><b>Debt Capital Markets. </font></b> As an analyst on the Corporate origination team, I helped advise our investment grade corporate clients on accessing the global public & private debt capital markets and on managing their capital structure more generally.
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			<a name="Projects"> </a><h1> Projects </h1>
			<ul class="posts">
	<li><a href="https://github.com/imiraoui/ConcertTicketAnalysis"> Predicting Which Concerts Will Sell Out </a></li>
	<li><a href="https://github.com/imiraoui/billboard-analytics"> Predicting a Song Performance in the Billboard </a></li>
    <li><a href="https://github.com/imiraoui/NYC-Restaurant-Analysis"> Analyzing Sanitary Conditions in Restaurants in New York City </a></li>
    <li><a href="https://github.com/imiraoui/Spotify-Lyrics"> [Work in Progress] What would I sing in the shower if I was a Neural Network? </a></li>
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			<a name="Medium" href="https://medium.com/@ilias.miraoui "> <h1> Medium </h1></a>
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				<li><a href="https://towardsdatascience.com/verifying-and-tackling-the-assumptions-of-linear-regression-32126acea67b"> Towards Data Science: Verifying and Tackling the Assumptions of Linear Regression </a></li>
				<li><a href="https://towardsdatascience.com/a-no-frills-guide-to-most-natural-language-processing-models-part-1-the-pre-lstm-ice-age-86055dd5d67c"> Towards Data Science: A no-frills guide to most Natural Language Processing Models — The Pre-LSTM Ice-Age — (R)NNLM, GloVe, Word2Vec & fastText </a></li>
				<li><a href="https://towardsdatascience.com/a-no-frills-guide-to-most-natural-language-processing-models-the-lstm-age-seq2seq-infersent-3af80e77687"> Towards Data Science: A no-frills guide to most Natural Language Processing Models — The LSTM Age — Seq2Seq, InferSent, Skip-Thought, Quick-Thought, ELMo, Flair, and ULMFiT </a></li>
				<li><a href="https://towardsdatascience.com/a-no-frills-guide-to-most-natural-language-processing-models-the-transformer-xl-era-ff5035f04e0f#aa3a"> Towards Data Science: A no-frills guide to most Natural Language Processing Models — The Transformer (XL) Era </a></li>
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			<a name="CV" href="assets/files/cv.pdf"> <h1> CV </h1> </a>
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