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<!DOCTYPE HTML>
<!--
Dimension by HTML5 UP
html5up.net | @ajlkn
Free for personal and commercial use under the CCA 3.0 license (html5up.net/license)
-->
<html>
<head>
<title>Gabriel Tregoat</title>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1, user-scalable=no" />
<link rel="stylesheet" href="assets/css/main.css" />
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<script>
function submitToAPI(e) {
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var URL = "https://vhhmdretpc.execute-api.eu-west-1.amazonaws.com/live/contactme";
console.log("hello")
if ($("#email-input").val()=="") {
alert ("Please enter your email id");
return;
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var email = $("#email").val();
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var data = {
name : name,
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// show an error message
alert("UnSuccessfull");
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}
</script>
</head>
<body class="is-preload">
<!-- Wrapper -->
<div id="wrapper">
<!-- Header -->
<header id="header">
<div class="logo">
<span class="icon fa-gem"></span>
</div>
<div class="content">
<div class="inner">
<h1>Gabriel Tregoat</h1>
<p><p> Welcome! I am a French data scientist working in Coventry, United Kingdom.
<br>On this website, I talk about <a href="#about">myself</a>, the technologies I enjoy
using and present my <a href="#work">work</a>. To contact me, please use the contact form!</p>
<p>
I wish you a good visit and a lovely day,
</p>
<p>
Gabriel
</p>
</div>
</div>
<nav>
<ul>
<li><a href="#intro">Intro</a></li>
<li><a href="#work">Work</a></li>
<li><a href="#about">About</a></li>
<li><a href="#contact">Contact</a></li>
<!--<li><a href="#elements">Elements</a></li>-->
</ul>
</nav>
</header>
<!-- Main -->
<div id="main">
<!-- Intro -->
<article id="intro">
<h2 class="major">Intro</h2>
<span class="image intro"><img src="images/me.jpg" alt="" /></span>
<p style="margin-top: 30px">
I am a data scientist working for Shell Energy in Coventry, United Kingdom, where I moved
3 years ago. Originally from Paris, I went to study in Nantes to get a master's degree in
engineering from Ecole Centrale de Nantes and another in business management from Audencia
Business School. I then moved to the United States for a semester in Boston University,
before joining Shell Energy in September 2017.
</p>
<p>
My data science journey began when I interned in Telecom ParisTech in 2016. I was working
on creating an experiment to record EEG signals of people listening to music to retrieve the
instrument they were focusing on (a paper was <a href="https://www.isca-speech.org/archive/SMM_2019/pdfs/SMM19_paper_17.pdf">published</a>!).
</p>
<p>
At Shell Energy, my initial focus was Natural Language Processing, mainly sentiment
analysis and text classification, often using deep learning (for which I have a keen interest).
However, my projects vary in topic and recently my main focus has been binary classification
in a problem where feature engineering is key.
</p>
<p>
I am also a Cloud enthusiast. To understand
it better and to be able to use cloud services, I have started learning AWS services
a little over a year ago. This website is actually hosted on S3!
</p>
<p>
On a more personal note, I love music and I have been practicing the guitar for around
20 years. I particularly enjoy listening to progressive rock styles and jazz, playing
in bands (in rehearsed settings or improvised jams), and writing music (I've written an
album, of which two tracks were recorded!).
</p>
</article>
<!-- Work -->
<article id="work">
<h2 class="major">Work</h2>
<span class="image main"><img src="images/work.jpg" alt="" /></span>
<!-- GitHub -->
<h3 class="section"><img src="images/github.png" > Github</h3>
<a> <a href="https://github.com/gtregoat">Link to my GitHub account</a> </a></p>
<p>Projects on my github include:
<ul>
<li>Kaggle's titanic dataset with Spark on databricks
<a href="https://github.com/gtregoat/Kaggle-s-titanic-with-databricks"> (link) </a></li>
<li>Catboost test: how it performs and model inspection intefrations (e.g. SHAP)
<a href="https://github.com/gtregoat/catboost-experiment"> (link) </a></li>
<li>Quarantine popups, a Kivy (python) app that reminds me to exercise when I work from home.
<a href="https://github.com/gtregoat/quarantine-popups"> (link) </a></li>
<li>This website, for which every push to master triggers a build and pushes it
to s3.
<a href="https://github.com/gtregoat/personal_website"> (link) </a> </li>
<li>Code for a text classifier using deep learning and Keras.
<a href="https://github.com/gtregoat/keras_text_classifier"> (link) </a></li>
<li>treegoat: helper functions to help with kaggle competitions or personal projects.
Currently contains an NLP helper class that when inherited allows to build custom
tensorflow/keras models while handling the tokenizing and label formatting.
<a href="https://github.com/gtregoat/treegoat"> (link) </a>
</li>
</ul>
</p>
<!-- Kaggle -->
<h3 class="section"><img src="images/Kaggle_logo.png" width="75" height="25"></h3>
<a> <a href="https://www.kaggle.com/gtregoat">Link to my Kaggle profile</a> </a></p>
<p>Projects on Kaggle:
<ul>
<li>Catboost notebook on the titanic dataset</li>
<li>spooky author identification (using fasttext, no notebook available)</li>
</ul>
</p>
<!-- Publications -->
<h3 class="sections"> Publications</h3>
<li>Workshop on Speech, Music and Mind 2019: <a href="https://www.isca-speech.org/archive/SMM_2019/pdfs/SMM19_paper_17.pdf">
MAD-EEG: an EEG dataset for decoding auditory attention to a target instrument in polyphonic music.
</a></li>
</article>
<!-- About -->
<article id="about">
<h2 class="major">About</h2>
<span class="image main"><img src="images/about.jpg" alt="" /></span>
<h3 class="section">
Linked In
</h3>
<a href="https://www.linkedin.com/in/gabriel-trégoat/">https://www.linkedin.com/in/gabriel-trégoat/</a>
<br></br>
<h3 class="section">
Technology stack
</h3>
<h4>General</h4>
<table style="width:100%; table-layout: fixed;" >
<tr>
<th style="width: 30%;"></th>
<th style="width: 70%;"></th>
</tr>
<tr>
<td><img src="images/python.png" style="width:100%"/></td>
<td style="word-wrap: break-word;">
Python has been my main programming language since 2016. I use it for creating
machine learning models, data engineering and more general applications (creating
web apps, UIs, dashboards...). Pluralsight score for core language: 240 (265
for data analysis).
<br>
<img src="images/python_plur_cert.png" style="width: 100%">
</td>
</tr>
<tr>
<td ><img src="images/pycharm_logo.png" style="width:30%; margin-right: 10px; vertical-align: middle"/>Pycharm</td>
<td style="word-wrap: break-word;">Pycharm is my IDE of choice. I use it for python as well as for SQL, shell scripts,
and web development.
</td>
</tr>
<tr>
<td ><img src="images/terminal_logo.png" style="width:35%; margin-right: 10px; vertical-align: middle"/>Bash & Linux</td>
<td style="word-wrap: break-word;">I use linux on a daily basis and write shell scripts to automate tasks and
orchestrate jobs.
</td>
</tr>
<td ><img src="images/office_calc_logo.png" style="width:35%; margin-right: 10px; vertical-align: middle"/>Office tools</td>
<td> Microsoft office suite, Google business suite, Lyx (LaTeX editor)
</td>
</tr>
</table>
<h4>Machine learning toolkit</h4>
<table style="width:100%; table-layout: fixed;" >
<tr>
<th style="width: 30%;"></th>
<th style="width: 70%;"></th>
</tr>
<tr>
<td><img src="images/sklearn_logo.png" style="width:100%"/></td>
<td style="word-wrap: break-word;">
Scikit learn is one of the main libraries that I use, and I always write my code
in accordance with the scikit learn API.
</td></tr>
<tr>
<td><img src="images/XGBoost_logo.png" style="width:52%"/>Algorithms with sklearn</td>
<td style="word-wrap: break-word;">
I use algorithms from various libraries in conjunction with scikit learn (e.g. in a pipeline). These
include XGBoost and Catboost (and I have a catboost test on my kaggle / git account!)
</td>
</tr>
<tr>
<td><img src="images/keras-tensorflow-logo.jpg" style="width:100%"/><br>Deep learning</td>
<td style="word-wrap: break-word;">
I use keras and tensorflow for building deep learning models. I have worked mainly
on NLP projects (sentiment analysis, text classification, topic modelling).
</td>
</tr>
<tr>
<td><img src="images/cloud_logo.png" style="width:30%; margin-right: 10px; "/>Cloud tools</td>
<td style="word-wrap: break-word;">
I use AWS Sagemaker and its built in algorithms (e.g. DeepAR), as well as Databricks.
</td>
</tr>
<tr>
<td style="text-align: center"><img src="images/model_explainability.png" style="height: 70%; width: 100%; margin-right: 10px; margin-left: 20px; align-content: center"/>
Explainability</td>
<td style="word-wrap: break-word;">
My tool of choice for explaining models is SHAP: it helps me explore how a variable influences
a model's output, how important the variables are, and gives an idea of what variables
explain a prediction and how they influenced it. Other good tools: LIME, ELI5.
</td>
</tr>
</table>
<h4>Data engineering toolkit</h4>
<table style="width:100%; table-layout: fixed;" >
<tr>
<th style="width: 30%;"></th>
<th style="width: 70%;"></th>
</tr>
<tr>
<td><img src="images/hadoop_logo.png" style="width:100%"/></td>
<td style="word-wrap: break-word;">
When transforming data, my main tool for heavy lifting is Hadoop, that I use mainly
through Impala and Hive SQL languages. I also use web HDFS in custom python libraries
for optimised data manipulation and loading outside of a hadoop cluster.
</td></tr>
<tr>
<td><img src="images/pandas_logo.jpg" style="width:100%"/></td>
<td style="word-wrap: break-word;">
Pandas is my main data manipulation tool when using python, usually when the heavy lifting
has been done in another parallel processing optimised tool (e.g. SQL).
</td></tr>
<tr>
<td><img src="images/spark_logo.png" style="width:70%; margin-right: 10px; "/></td>
<td style="word-wrap: break-word;">
I occasionally use spark instead of the combination impala SQL + pandas. If I'm
on a machine learning task, I usually end up using toPandas().
</td>
</tr>
<tr>
<td><img src="images/aws_logo.png" style="width:70%; margin-right: 10px; "/></td>
<td style="word-wrap: break-word;">
I mainly use serverless services such as s3 and lambda. For example, this website uses no server
that I maintain, gets automatically published when I push to github thanks to CodePipeline, which
also invalidates the Cloudfront cache. I also am pursuing the cloud practitioner certification.
</td>
</tr>
<tr>
<td><img src="images/docker_logo.png" style="width:60%; "/></td>
<td style="word-wrap: break-word;">
I have basic docker knowledge that allows me to build an app once to run everywhere without
fighting with python for dependencies or versions.
</td>
</tr>
<tr>
<td><img src="images/joblib_logo.svg" style="width:50%; "/></td>
<td style="word-wrap: break-word;">
I use joblib as my main parallel compute tool when coding in python. I also have an interest in Dask.
</td>
</tr>
</table>
<h4>Data Viz'</h4>
<table style="width:100%; table-layout: fixed;" >
<tr>
<th style="width: 30%;"></th>
<th style="width: 70%;"></th>
</tr>
<tr>
<td style="vertical-align: center; text-align: center"><img src="images/tableau.png" style="width:40%"/>Tableau</td>
<td style="word-wrap: break-word;">
I use Tableau for creating dashboards and stories to deliver insights to business stakeholders.
</td></tr>
<tr>
<td><img src="images/dash_logo.png" style="width:100%"/></td>
<td style="word-wrap: break-word;">
I use Dash when I need custom data calculations or interactions that I could not get using Tableau.
</td></tr>
</table>
</h4>
<h3>Education</h3>
<h4 class="section"><img src="images/logo_ecn.png" width=15% align="left" style="vertical-align: middle; margin-right: 10px">
Master: Data processing applied to imagery, biomedical and audio </h4>
<p>After learning the basics of various engineering topics, I specialised in data processing,
mainly out of interest for audio at the time (I am a musician, and I was sound engineer
at a few concerts). This computer science speciality was heavy in Matlab and
included machine learning courses, which led me to pursue an internship
then a career in this field.
</p>
<h4 class="section"><img src="images/logo_audencia.png" width=20% align="left" style="vertical-align: middle; margin-right: 10px">
Master: business management</h4>
<p>I studied business in parallel to my engineering education. After general business courses
on a number of topics such as marketing and finance, I majored in management control. This helped
me understand how operations are run, how all parts of a company tie together and
how I can help with my technical skills.
</p>
<h4 class="section"><img src="images/boston-university-logo.png" width=12% align="left" style="vertical-align: middle; margin-right: 10px">
Business management semester</h4>
<p>I went to Boston University (Massachusetts, USA) to improve my business knowledge in
several fields I was interested in and see how things are done abroad. Among other topics, I
followed a course on startup finance. There, I learned to draft business plans to evaluate
the benefits of a project, perfecting my financial piloting skills acquired at Audencia.
I also studied project management techniques, of which I now follow the Agile methodology.
</p>
</article>
<!-- Contact -->
<article id="contact">
<h2 class="major">Contact</h2>
<form method="post" action="#">
<div class="fields">
<div class="field half">
<label for="name">Name</label>
<input type="text" name="name" id="name" />
</div>
<div class="field half">
<label for="email">Email</label>
<input type="text" name="email" id="email" />
</div>
<div class="field">
<label for="message">Message</label>
<textarea name="message" id="message" rows="4"></textarea>
</div>
</div>
<ul class="actions">
<li><input type="submit" value="Send Message" onClick="submitToAPI(event)" class="primary" /></li>
<li><input type="reset" value="Reset" /></li>
</ul>
</form>
</article>
<!-- Elements -->
<article id="elements">
<h2 class="major">Elements</h2>
<section>
<h3 class="major">Text</h3>
<p>This is <b>bold</b> and this is <strong>strong</strong>. This is <i>italic</i> and this is <em>emphasized</em>.
This is <sup>superscript</sup> text and this is <sub>subscript</sub> text.
This is <u>underlined</u> and this is code: <code>for (;;) { ... }</code>. Finally, <a href="#">this is a link</a>.</p>
<hr />
<h2>Heading Level 2</h2>
<h3>Heading Level 3</h3>
<h4>Heading Level 4</h4>
<h5>Heading Level 5</h5>
<h6>Heading Level 6</h6>
<hr />
<h4>Blockquote</h4>
<blockquote></blockquote>
<h4>Preformatted</h4>
<pre><code>i = 0;
while (!deck.isInOrder()) {
print 'Iteration ' + i;
deck.shuffle();
i++;
}
print 'It took ' + i + ' iterations to sort the deck.';</code></pre>
</section>
<section>
<h3 class="major">Lists</h3>
<h4>Unordered</h4>
<ul>
<li>Dolor pulvinar etiam.</li>
<li>Sagittis adipiscing.</li>
<li>Felis enim feugiat.</li>
</ul>
<h4>Alternate</h4>
<ul class="alt">
<li>Dolor pulvinar etiam.</li>
<li>Sagittis adipiscing.</li>
<li>Felis enim feugiat.</li>
</ul>
<h4>Ordered</h4>
<ol>
<li>Dolor pulvinar etiam.</li>
<li>Etiam vel felis viverra.</li>
<li>Felis enim feugiat.</li>
<li>Dolor pulvinar etiam.</li>
<li>Etiam vel felis lorem.</li>
<li>Felis enim et feugiat.</li>
</ol>
<h4>Icons</h4>
<ul class="icons">
<li><a href="#" class="icon brands fa-twitter"><span class="label">Twitter</span></a></li>
<li><a href="#" class="icon brands fa-facebook-f"><span class="label">Facebook</span></a></li>
<li><a href="#" class="icon brands fa-instagram"><span class="label">Instagram</span></a></li>
<li><a href="#" class="icon brands fa-github"><span class="label">Github</span></a></li>
</ul>
<h4>Actions</h4>
<ul class="actions">
<li><a href="#" class="button primary">Default</a></li>
<li><a href="#" class="button">Default</a></li>
</ul>
<ul class="actions stacked">
<li><a href="#" class="button primary">Default</a></li>
<li><a href="#" class="button">Default</a></li>
</ul>
</section>
<section>
<h3 class="major">Table</h3>
<h4>Default</h4>
<div class="table-wrapper">
<table>
<thead>
<tr>
<th>Name</th>
<th>Description</th>
<th>Price</th>
</tr>
</thead>
<tbody>
<tr>
<td>Item One</td>
<td>Ante turpis integer aliquet porttitor.</td>
<td>29.99</td>
</tr>
<tr>
<td>Item Two</td>
<td>Vis ac commodo adipiscing arcu aliquet.</td>
<td>19.99</td>
</tr>
<tr>
<td>Item Three</td>
<td> Morbi faucibus arcu accumsan lorem.</td>
<td>29.99</td>
</tr>
<tr>
<td>Item Four</td>
<td>Vitae integer tempus condimentum.</td>
<td>19.99</td>
</tr>
<tr>
<td>Item Five</td>
<td>Ante turpis integer aliquet porttitor.</td>
<td>29.99</td>
</tr>
</tbody>
<tfoot>
<tr>
<td colspan="2"></td>
<td>100.00</td>
</tr>
</tfoot>
</table>
</div>
<h4>Alternate</h4>
<div class="table-wrapper">
<table class="alt">
<thead>
<tr>
<th>Name</th>
<th>Description</th>
<th>Price</th>
</tr>
</thead>
<tbody>
<tr>
<td>Item One</td>
<td>Ante turpis integer aliquet porttitor.</td>
<td>29.99</td>
</tr>
<tr>
<td>Item Two</td>
<td>Vis ac commodo adipiscing arcu aliquet.</td>
<td>19.99</td>
</tr>
<tr>
<td>Item Three</td>
<td> Morbi faucibus arcu accumsan lorem.</td>
<td>29.99</td>
</tr>
<tr>
<td>Item Four</td>
<td>Vitae integer tempus condimentum.</td>
<td>19.99</td>
</tr>
<tr>
<td>Item Five</td>
<td>Ante turpis integer aliquet porttitor.</td>
<td>29.99</td>
</tr>
</tbody>
<tfoot>
<tr>
<td colspan="2"></td>
<td>100.00</td>
</tr>
</tfoot>
</table>
</div>
</section>
<section>
<h3 class="major">Buttons</h3>
<ul class="actions">
<li><a href="#" class="button primary">Primary</a></li>
<li><a href="#" class="button">Default</a></li>
</ul>
<ul class="actions">
<li><a href="#" class="button">Default</a></li>
<li><a href="#" class="button small">Small</a></li>
</ul>
<ul class="actions">
<li><a href="#" class="button primary icon solid fa-download">Icon</a></li>
<li><a href="#" class="button icon solid fa-download">Icon</a></li>
</ul>
<ul class="actions">
<li><span class="button primary disabled">Disabled</span></li>
<li><span class="button disabled">Disabled</span></li>
</ul>
</section>
<section>
<h3 class="major">Form</h3>
<form method="post" action="#">
<div class="fields">
<div class="field half">
<label for="demo-name">Name</label>
<input type="text" name="demo-name" id="demo-name" value="" placeholder="Jane Doe" />
</div>
<div class="field half">
<label for="demo-email">Email</label>
<input type="email" name="demo-email" id="demo-email" value="" placeholder="[email protected]" />
</div>
<div class="field">
<label for="demo-category">Category</label>
<select name="demo-category" id="demo-category">
<option value="">-</option>
<option value="1">Manufacturing</option>
<option value="1">Shipping</option>
<option value="1">Administration</option>
<option value="1">Human Resources</option>
</select>
</div>
<div class="field half">
<input type="radio" id="demo-priority-low" name="demo-priority" checked>
<label for="demo-priority-low">Low</label>
</div>
<div class="field half">
<input type="radio" id="demo-priority-high" name="demo-priority">
<label for="demo-priority-high">High</label>
</div>
<div class="field half">
<input type="checkbox" id="demo-copy" name="demo-copy">
<label for="demo-copy">Email me a copy</label>
</div>
<div class="field half">
<input type="checkbox" id="demo-human" name="demo-human" checked>
<label for="demo-human">Not a robot</label>
</div>
<div class="field">
<label for="demo-message">Message</label>
<textarea name="demo-message" id="demo-message" placeholder="Enter your message" rows="6"></textarea>
</div>
</div>
<ul class="actions">
<li><input type="submit" value="Send Message" class="primary" /></li>
<li><input type="reset" value="Reset" /></li>
</ul>
</form>
</section>
</article>
</div>
<!-- Footer -->
<footer id="footer">
<p class="copyright">© Design: <a href="https://html5up.net">HTML5 UP</a>.</p>
<p class="copyright"> Static website created by me using AWS services</p>
</footer>
</div>
<!-- BG -->
<div id="bg"></div>
<!-- Scripts -->
<script src="assets/js/jquery.min.js"></script>
<script src="assets/js/browser.min.js"></script>
<script src="assets/js/breakpoints.min.js"></script>
<script src="assets/js/util.js"></script>
<script src="assets/js/main.js"></script>
</body>
</html>