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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
<meta name="description" content="">
<meta name="author" content="">
<link rel="icon" href="img/canvas.png">
<title> Youssef Miftah </title>
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<link href="vendor/fontawesome-free/css/all.min.css" rel="stylesheet" type="text/css">
<link href="https://fonts.googleapis.com/css?family=Montserrat:400,700" rel="stylesheet" type="text/css">
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<body id="page-top">
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<nav class="navbar navbar-expand-lg bg-secondary text-uppercase fixed-top" id="mainNav">
<div class="container">
<a class="navbar-brand js-scroll-trigger" href="#page-top"> Youssef Miftah </a>
<button class="navbar-toggler navbar-toggler-right text-uppercase font-weight-bold bg-primary text-white rounded" type="button" data-toggle="collapse" data-target="#navbarResponsive" aria-controls="navbarResponsive" aria-expanded="false" aria-label="Toggle navigation">
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<ul class="navbar-nav ml-auto">
<li class="nav-item mx-0 mx-lg-1">
<a class="nav-link py-3 px-0 px-lg-3 rounded js-scroll-trigger" href="#skills">Skills</a>
</li>
<li class="nav-item mx-0 mx-lg-1">
<li class="nav-item mx-0 mx-lg-1">
<a class="nav-link py-3 px-0 px-lg-3 rounded js-scroll-trigger" href="#about">About me</a>
</li>
<li class="nav-item mx-0 mx-lg-1">
<a class="nav-link py-3 px-0 px-lg-3 rounded js-scroll-trigger" href="#portfolio">Portfolio</a>
</li>
</ul>
</div>
</div>
</nav>
<!-- Masthead -->
<header class="masthead bg-primary text-white text-center">
<div class="container d-flex align-items-center flex-column">
<!-- Masthead Avatar Image -->
<img class="masthead-avatar mb-3" src="img/avataaars.svg" alt="">
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<h1 class="masthead-heading text-uppercase mb-0"> Youssef Miftah </h1>
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<!-- Masthead Subheading -->
<p class="masthead-subheading font-weight-light mb-0"> Ingénieur </p>
<p class="masthead-subheading font-weight-light mb-2"> Mathematical Programming - Optimization - Data Science <br></p>
<!-- Footer Social Icons -->
<div class="col-lg-4 mb-5 mb-lg-0">
<a class="btn btn-outline-light btn-social mx-1" href="mailto:[email protected]">
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</a>
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</a>
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</div>
</header>
<!-- Skills Section -->
<section class="page-section bg-secondary text-white mb-0" id="skills">
<div class="container">
<!-- About Section Heading -->
<h2 class="page-section-heading text-center text-uppercase text-white"> Skills </h2>
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<div class="divider-custom divider-light">
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</div>
<!-- About Section Skills Content -->
<!-- Portfolio Grid Items -->
<div class="row">
<!-- Portfolio Item 1 -->
<div class="col-md-6 col-lg-4">
<div class="featurette-icon"><i class="fab fa-python"></i></div>
<h3 class="center_txt">Python</h3>
<p class="center_txt">I am proficient in Python and common libraries (numpy, pandas, scipy)</p>
</div>
<!-- Portfolio Item 2 -->
<div class="col-md-6 col-lg-4">
<div class="featurette-icon"><i class="fas fa-dice-d20"></i></div>
<h3 class="center_txt"> Mathematical Programming</h3>
<p class="center_txt">I am proficient in GAMS / Pyomo for modelling, with CPLEX / COIN-OR solvers</p>
</div>
<!-- Portfolio Item 3 -->
<div class="col-md-6 col-lg-4">
<div class="featurette-icon"><i class="fas fa-atom"></i></div>
<h3 class="center_txt">Physical Sciences</h3>
<p class="center_txt"> As a mechanical engineer I have a strong background in physical sciences (Mechanics, Thermodynamics, Control Theory, ...)</p>
</div>
<!-- Portfolio Item 4 -->
<div class="col-md-6 col-lg-4">
<div class="featurette-icon"><i class="fas fa-brain"></i></div>
<h3 class="center_txt">Data Science</h3>
<p class="center_txt"> I am proficient in Data Science tools and libraries (scikit-learn, tensorflow, pytorch)</p>
</div>
<!-- Portfolio Item 3 -->
<div class="col-md-6 col-lg-4">
<div class="featurette-icon"><i class="fas fa-theater-masks"></i></div>
<h3 class="center_txt">Improv'</h3>
<p class="center_txt"> Amateur Improv' performer</p>
</div>
</div>
<!-- /.row -->
</div>
</section>
<!-- About Section -->
<section class="page-section bg-primary text-white mb-0" id="about">
<div class="container">
<!-- About Section Me Heading -->
<h2 class="page-section-heading text-center text-uppercase text-white">About me</h2>
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<!-- About Section Skills Content -->
<div class="row">
<div class="col-lg-6 ml-auto">
<h3 class="text-center"> Education </h3>
<a href="https://www.ensta-paristech.fr/en">
<img class="center_img" src="https://upload.wikimedia.org/wikipedia/commons/thumb/4/45/Logo_ENSTA_Paris.jpg/328px-Logo_ENSTA_Paris.jpg" alt="ensta-paris" style="width:6rem">
</a>
<p class="lead"> I graduated from ENSTA Paris, a very respectable engineering school in France (and actually the oldest !).</p>
<p class="lead"> As a <i> généraliste </i> engineer, I was trained in a wide range of topics, with however a strong focus un mechanical engineering, and Computational Fluid Dynamics in particular.
I thus had two research experiences in Japan first at Kyushu University, then in France at CEA, performing CFD simulations.
</p>
<p class="lead">
Following an exchange at the Technical University Munich my interest shifted from mechanical design to energy management, and I majored in my final year at ENSTA
in Energy Production and Energy Management.
</p>
<p class="lead">
Obviously I didn't stop learning after graduation, and I keep building new skills wherever curiosity carries me !
</p>
</div>
<div class="col-lg-6 mr-auto">
<h3 class="text-center"> Professional Experience </h3>
<a href="https://www.engie.com/en">
<img class="center_img" src="https://www.engie.com/themes/engie/assets/img/thumbnail-engie.png" alt="engie">
</a>
<p class="lead">
I have worked for little more than three years at Engie, a global player in the energy and utilities industry, and a company commited to be leader in the energy transition.
</p>
<p class="lead">
I participated in various energy systems optimization projects, leveraging on computational power and machine intelligence to operate energy systems in an efficient manner.
At the crossroads of traditionnal mathematical programming and data science, I worked in the development of algorithms to save energy in District Energy Systems, Microgrids, or HVAC systems.
</p>
</div>
</div>
<a href="https://liten.cea.fr/cea-tech/liten/english/">
<img class="center_img" src="https://upload.wikimedia.org/wikipedia/fr/7/78/Logo-cea-liten.jpg" alt="cea-liten">
</a>
<p class="lead">
I am currently employed at CEA - Liten, a leading research insitution in sustainable energy.
</p>
<p class="lead">
I am involved in mathematical optimization of building thermal energy systems through MPC control. I also contribute to studies for decarbonation pathways commissioned by our industrial partners.
</p>
</div>
</div>
<!-- About Section Button -->
<div class="text-center mt-4">
<a class="btn btn-xl btn-outline-light" href="https://drive.google.com/file/d/1Xz314VSctAKF2J5e2W6EGXv2qbsNMGqQ/view?usp=sharing">
<i class="fas fa-download mr-2"></i>
Download my Resume!
</a>
</div>
</div>
</section>
<!-- Portfolio Section -->
<section class="page-section portfolio" id="portfolio">
<div class="container">
<!-- Portfolio Section Heading -->
<h2 class="page-section-heading text-center text-uppercase text-secondary mb-0">Portfolio</h2>
<!-- Icon Divider -->
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<div class="divider-custom-line"></div>
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<h3 class="page-subsection-heading text-center text-secondary mb-0"> Applications </h2>
</div>
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<!-- Portfolio Item 1 -->
<div class="col-md-6 col-lg-4">
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<div class="portfolio-item-caption d-flex align-items-center justify-content-center h-100 w-100">
<div class="portfolio-item-caption-content text-center text-white">
<p> Computer Vision </p>
</div>
</div>
<img class="img-fluid" src="https://skywell.software/wp-content/uploads/2019/07/computer-vision-machine-learning-1024x630.jpg" alt="">
</div>
</div>
</div>
<!-- Icon Divider -->
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<h3 class="page-subsection-heading text-center text-secondary mb-0"> Notebooks & Experiments</h2>
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<!-- Portfolio Item 1 -->
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<div class="portfolio-item-caption d-flex align-items-center justify-content-center h-100 w-100">
<div class="portfolio-item-caption-content text-center text-white">
<p> Operations Research</p>
</div>
</div>
<img class="img-fluid" src="https://www.cleo.com/sites/default/files/2018-10/logistics-management.jpg" alt="">
</div>
</div>
<!-- Portfolio Item 2 -->
<div class="col-md-6 col-lg-4">
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<div class="portfolio-item-caption d-flex align-items-center justify-content-center h-100 w-100">
<div class="portfolio-item-caption-content text-center text-white">
<p> Robotics <br> & <br> Control of Systems</p>
</div>
</div>
<img class="img-fluid" src="https://cdn.pixabay.com/photo/2018/08/16/17/24/robot-3610901_960_720.png" alt="">
</div>
</div>
<!-- Portfolio Item 3 -->
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<div class="portfolio-item-caption d-flex align-items-center justify-content-center h-100 w-100">
<div class="portfolio-item-caption-content text-center text-white">
<p> Machine Learning </p>
</div>
</div>
<img class="img-fluid align-items-center justify-content-center h-100 w-100" src="img/portfolio/ai.jpg" alt="ai_brain">
</div>
</div>
<!-- Portfolio Item 4 -->
<div class="col-md-6 col-lg-4">
<div class="portfolio-item mx-auto" data-toggle="modal" data-target="#portfolioModal4">
<div class="portfolio-item-caption d-flex align-items-center justify-content-center h-100 w-100">
<div class="portfolio-item-caption-content text-center text-white">
<p> Power Systems </p>
</div>
</div>
<img class="img-fluid align-items-center justify-content-center h-100 w-100" src="img/portfolio/elec.jpg" alt="High voltage transmission lines">
</div>
</div>
</div>
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<h4 class="text-uppercase mb-4">Location</h4>
<p class="lead mb-0 center_txt"> France </p>
</div>
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<h4 class="text-uppercase mb-4">Around the Web</h4>
<a class="btn btn-outline-light btn-social mx-1" href="mailto:[email protected]">
<i class="fas fa-envelope big-icon"></i>
</a>
<a class="btn btn-outline-light btn-social mx-1" href="https://www.linkedin.com/in/youssefmiftah/">
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</a>
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<h4 class="text-uppercase mb-4">About Freelancer</h4>
<p class="lead mb-0">Freelance is a free to use, MIT licensed Bootstrap theme created by
<a href="http://startbootstrap.com">Start Bootstrap</a>.</p>
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<small>Copyright © Your Website 2019</small>
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</div>
<!-- Portfolio Modals -->
<!-- Portfolio Modal 1 -->
<div class="portfolio-modal modal fade" id="portfolioApp1" tabindex="-1" role="dialog" aria-labelledby="portfolioModal1Label" aria-hidden="true">
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<button type="button" class="close" data-dismiss="modal" aria-label="Close">
<span aria-hidden="true">
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<div class="row justify-content-center">
<div class="col-lg-8">
<!-- Portfolio Modal - Title -->
<h2 class="portfolio-modal-title text-secondary text-uppercase mb-0"> Computer Vision </h2>
<!-- Icon Divider -->
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<!-- Portfolio Modal - Text -->
<p class="mb-3">
This is a <a href="https://powerful-sands-60413.herokuapp.com/"> small application deployed on Heroku <a> relating to my experiments with Computer Vision.
</p>
<!-- Portfolio Modal - Image -->
<a href="https://powerful-sands-60413.herokuapp.com/">
<img class="img-fluid-max rounded mb-5" src="https://skywell.software/wp-content/uploads/2019/07/computer-vision-machine-learning-1024x630.jpg" alt="computer vision">
</a>
<p>
I mostly followed tutorials from
<a href="https://www.cs.cornell.edu/courses/cs5670/2020sp/">the course CS5670 on
Computer Vision from Cornell University <a> to get a better grasp of
the different applications of Computer Vision and thought it would be cool to
make a more interactive implementation on an app on which anyone can play
with the different parameters.
</p>
<p>
I plan to expand the application with deep learning applications.
</p>
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Close Window
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<!-- Portfolio Modal - Title -->
<h2 class="portfolio-modal-title text-secondary text-uppercase mb-0"> Operations Research</h2>
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</div>
<!-- Portfolio Modal - Text -->
<p class="mb-3">
Below are some examples of operations research problem solved through mathematical programming, using the python Pyomo library as modeller.
You can run them on Google Colab !
</p>
<!-- Portfolio Modal - Image -->
<img class="img-fluid-max rounded mb-5" src="https://www.cleo.com/sites/default/files/2018-10/logistics-management.jpg" alt="logistics">
<!-- About Section Skills Content -->
<!-- Portfolio Grid Items -->
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<h5 class="mb-1">
<a href="./portfolio/lpQueens.html" target="_blank"> <i class="far fa-file-code"></i> Queens on a Chessboard </a>
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On a chessboard how can we position 8 queens so that no two queens threaten each other
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<a href="./portfolio/production_plan.html" target="_blank"> <i class="far fa-file-code"></i> Scheduling of the production lines in a plant </a>
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A plant has three different production lines for their product. Knowing the demand in the coming months,
how should they manage these lines and their stock to optimize
their revenue ?
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<a href="./portfolio/transportation.html" target="_blank"><i class="far fa-file-code"></i> Dispatching of lorries</a>
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A logistics company must dispatch their containers from warehouses to ports. How to minimize the lorries running costs to transport
the containers ?
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<a href="./portfolio/dyeing_plant.html" target="_blank"><i class="far fa-file-code"></i> Scheduling of operations in a plant </a>
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<p>
An industrial dyeing process requires a certain order in the operations. How do you schedule the different batches along the machines in order
to minimize the total time ?
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<h2 class="portfolio-modal-title text-secondary text-uppercase mb-0">Robotics and Control Theory</h2>
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Here are some examples and experimentations tackling robotics and systems control.
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OpenAI/gym provides some environments to test reinforcement learning algorithms, among them some
classic Control Theory problems. We tackle them in the above notebook with classic methods.
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Here are few examples, toy models or more ambitious projects that I worked on in my data scince quest !
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The classic fashion mnist dataset explored with TensorFlow 2.0
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<h2 class="portfolio-modal-title text-secondary text-uppercase mb-0">Power Systems</h2>
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Here are few examples, toy models or more ambitious projects that I worked on on the topic of electrical power systems
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<a href="./portfolio/power_eco_dispatch.html" target="_blank"><i class="far fa-file-code"></i> Economic Dispatch of Thermal Units </a>
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Standard approaches to optimize the dispatch of power units with different input-output curves.
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Illustration of solving of a Unit Commitment problem, and a security constrained DC Unit Commitment.
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