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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="Personal Website of Eleni Briola">
<meta name="author" content="Eleni Briola">
<title>Eleni Briola | Machine Learning Scientist</title>
<!-- font icons -->
<link rel="stylesheet" href="assets/vendors/themify-icons/css/themify-icons.css">
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.0.0/css/all.min.css">
<link rel="stylesheet" href="assets/css/elenibriola.css">
</head>
<body data-spy="scroll" data-target=".navbar" data-offset="40" id="home">
<header class="header">
<div class="container">
<ul class="social-icons pt-3">
<li class="social-item"><a class="social-link text-light" href="https://www.linkedin.com/in/elenibriola/" target="_blank"><i class="ti-linkedin" aria-hidden="true"></i></a></li>
<li class="social-item"><a class="social-link text-light" href="https://www.instagram.com/helenbriola/" target="_blank"><i class="ti-instagram" aria-hidden="true"></i></a></li>
<li class="social-item"><a class="social-link text-light" href="https://github.com/helenbr" target="_blank"><i class="ti-github" aria-hidden="true"></i></a></li>
<li class="social-item"><a class="social-link text-light" href="https://scholar.google.com/citations?user=nBdGelAAAAAJ&hl=en&oi=ao" target="_blank"><i class="ti-google"></i></a></li>
<li class="social-item"><a class="social-link text-light" href="https://www.researchgate.net/profile/Helen-Briola-2" target="_blank"><i class="fa-brands fa-researchgate fa-xl"></i></a></li>
</ul>
<div class="header-content">
<h4 class="header-subtitle" >Hello, I am</h4>
<h1 class="header-title">Eleni Briola</h1>
<h6 class="header-mono" >Machine Learning Scientist</h6>
</div>
</div>
</header>
<nav class="navbar sticky-top navbar-expand-lg navbar-light bg-white" data-spy="affix" data-offset-top="510">
<div class="container">
<button class="navbar-toggler ml-auto" type="button" data-toggle="collapse" data-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation">
<span class="navbar-toggler-icon"></span>
</button>
<div class="collapse mt-sm-20 navbar-collapse" id="navbarSupportedContent">
<ul class="navbar-nav mr-auto">
<li class="nav-item">
<a href="#home" class="nav-link">Home</a>
</li>
<li class="nav-item">
<a href="#about" class="nav-link">About</a>
</li>
<li class="nav-item">
<a href="#resume" class="nav-link">Resume</a>
</li>
</ul>
<ul class="navbar-nav brand">
<img src="assets/imgs/avatar.jpg" alt="" class="brand-img">
<li class="brand-txt">
<h5 class="brand-title">Eleni Briola</h5>
<div class="brand-subtitle">Machine Learning Scientist</div>
</li>
</ul>
</div>
</div>
</nav>
<div class="container-fluid">
<div id="about" class="row about-section">
<div class="col-lg-4 about-card">
<h3 class="font-weight-light">Who am I ?</h3>
<span class="line mb-5"></span>
<h5 class="mb-3">Machine Learning Scientist at DMI</h5>
<p class="mt-20">Welcome to my Personal Website! I am deeply passionate about the world of machine learning and its transformative potential. My journey encompasses both academia and industry, allowing me to bridge the gap between theory and real-world applications.</p>
</div>
<div class="col-lg-4 about-card">
<h3 class="font-weight-light">Personal Info</h3>
<span class="line mb-5"></span>
<ul class="mt40 info list-unstyled">
<li><span>Birthdate</span> : 29/01/1994</li>
<li><span>Email</span> : [email protected]</li>
</ul>
<ul class="social-icons pt-3">
<li class="social-item"><a class="social-link" href="https://www.linkedin.com/in/elenibriola/" target="_blank"><i class="ti-linkedin" aria-hidden="true"></i></a></li>
<li class="social-item"><a class="social-link" href="https://www.instagram.com/helenbriola/" target="_blank"><i class="ti-instagram" aria-hidden="true"></i></a></li>
<li class="social-item"><a class="social-link" href="https://github.com/helenbr" target="_blank"><i class="ti-github" aria-hidden="true"></i></a></li>
<li class="social-item"><a class="social-link" href="https://scholar.google.com/citations?user=nBdGelAAAAAJ&hl=en&oi=ao" target="_blank"><i class="ti-google"></i></a></li>
<li class="social-item"><a class="social-link" href="https://www.researchgate.net/profile/Helen-Briola-2" target="_blank"><i class="fa-brands fa-researchgate fa-xl"></i></a></li>
</ul>
</div>
<div class="col-lg-4 about-card">
<h3 class="font-weight-light">My Expertise</h3>
<span class="line mb-5"></span>
<div class="row">
<div class="col-1 text-danger pt-1"><i class="fas fa-brain icon-lg"></i></div>
<div class="col-10 ml-auto mr-3">
<h6>Machine Learning & AI</h6>
<p class="subtitle"> Expertise in designing, training, and deploying machine learning models to solve complex problems, with a focus on real-world applications in meteorology, privacy, and data science. Skilled in both supervised and unsupervised learning techniques.</p>
<hr>
</div>
</div>
<div class="row">
<div class="col-1 text-danger pt-1"><i class="fas fa-code icon-lg"></i></div>
<div class="col-10 ml-auto mr-3">
<h6>Python, TensorFlow, PyTorch</h6>
<p class="subtitle">Proficient in Python for data analysis, modeling, and development, leveraging frameworks like TensorFlow and PyTorch for building robust deep learning architectures. Experience in developing scalable, high-performance solutions.</p>
<hr>
</div>
</div>
<div class="row">
<div class="col-1 text-danger pt-1"><i class="fas fa-cloud icon-lg"></i></div>
<div class="col-10 ml-auto mr-3">
<h6>Cloud Web Services</h6>
<p class="subtitle"> Extensive experience with cloud platforms such as AWS and Kubernetes for deploying machine learning solutions. Skilled in managing scalable infrastructure and integrating cloud-based services into AI workflows.</p>
<hr>
</div>
</div>
</div>
</div>
</div>
<!--Resume Section-->
<section class="section" id="resume">
<div class="container">
<h2 class="mb-5"><span class="text-danger">My</span> Resume</h2>
<div>
<div class="card">
<div class="card-header">
<div class="mt-2">
<h4>Work Experience</h4>
<span class="line"></span>
</div>
</div>
<div class="card-body">
<h6 class="title text-danger">Machine Learning Scientist - DMI</h6>
<P>March 2024 - Present</P>
<P class="subtitle">
<ul>
<li>Design and develop machine learning models for real-time weather forecasting and nowcasting using high-resolution radar and satellite data.</li>
<li>Lead the development of AI-driven solutions to enhance meteorological predictions, focusing on sustainability and renewable energy applications.</li>
<li>Collaborate with cross-functional teams to integrate machine learning techniques into operational workflows.</li>
<li>Optimize machine learning algorithms for scalability on supercomputing systems like LUMI, leveraging multi-GPU and distributed computing architectures.</li>
<li>Contribute to international research projects and proposals, including Destination Earth.</li>
</ul>
</P>
<hr>
<h6 class="title text-danger">Senior Software Engineer - SciGen Technologies</h6>
<P>January 2020 - February 2024</P>
<P class="subtitle">
<ul>
<li>Participated in architecture, design and implementation of back-end features using Java, Spring Framework and MySQL and implementation of front-end features using ReactJs, HTML, CSS, and JavaScript. </li>
<li>Promoted experience with Kubernetes, Docker and Amazon Web Services.</li>
<li>Leader for Horizon 2020 project ThrombUS+ </li>
<li>Coordinated with other engineers to evaluate and improve software and hardware interfaces and review project specifications and designed technology solutions that met or exceeded performance expectations. </li>
<li>Integrated third-party tools and components into applications and develop robust, scalable, modular and API- centric infrastructures. </li>
<li>Deployment of commercial products worldwide. </li>
</ul>
</P>
<hr>
<h6 class="title text-danger">Research Associate - Democritus University of Thrace</h6>
<P>July 2023 - November 2023</P>
<P class="subtitle">
Project Title: «Privacy-Preserving Federated Learning Application for diagnosis of coMmunication disordErs iN Child development (Acronym: FLAMENCO)», «HORIZON- 2020»
<ul>
<li>Federated Learning application to an existing software application suite, which is used to diagnose communication skills development in children, detecting potential deficiencies timely and accurately. </li>
<li>Algorithms usage to ensure users' privacy and prediction accuracy (Fully Homomorphic Encryption, client selection techniques, state-of-the-art aggregators). </li>
<li>Simulation of a Federated Learning process using real-world data from IoT edge devices and incorporating the proposed extensions. </li>
</ul>
</P>
<h6 class="title text-danger">PhD Teaching Assistant - Democritus University of Thrace</h6>
<P>July 2020 - September 2023</P>
<P class="subtitle">
<ul>
<li>Reasearch about Drug - Target Interaction prediction with Deep-Embedding Learning of graphs and sequences using BERT pretrained method and protein SMILES. </li>
<li>Mentor and tutor individual students. </li>
<li>Teach undergraduate course "Algorithms and Complexity" (Python).</li>
<li>Teach undergraduate course "Data Structures" (Java). </li>
</ul>
</P>
<h6 class="title text-danger">Researcher - Athena Research and Innovation Center</h6>
<P>January 2019 - September 2021</P>
<P class="subtitle">
Project Title: PROMOTE Project under the call RESEARCH – CREATE – INNOVATE (project code: Τ1EDK-02474)
<ul>
<li>Created a mobile application that utilizes information about user based on their social media profile and recommend places to visit using Machine Learning Algorithms</li>
<li>Wrote research papers, reports, reviews, and summaries regarding Social Network Analysis with emphasis on information about tourist behavior and privacy protection.</li>
<li>Performed research into study topics to increase knowledge and to provide valuable contributions and gathered and organized information for research purposes. </li>
<li>Collaborated with leadership team to identify relevant questions and determine best methods of collection. </li>
</ul>
</P>
</div>
</div>
</div>
<div class="row">
<div class="col-md-6 col-lg-6">
<div class="card">
<div class="card-header">
<div class="mt-2">
<h4>Education</h4>
<span class="line"></span>
</div>
</div>
<div class="card-body">
<h6 class="title text-danger">Ph.D.: Machine Learning</h6>
<P><strong>Democritus University of Thrace - Xanthi, Greece</strong></P>
<P>July 2020 - Present</P>
<P class="subtitle">Application of Machine Learning Algorithms and Privacy Enhancing Technologies in Life Sciences</P>
<hr>
<h6 class="title text-danger">Master of Science: Algorithms and Privacy </h6>
<P><strong>Democritus University of Thrace - Xanthi, Greece</strong></P>
<P>November 2018 - May 2020</P>
<P class="subtitle">
Thesis: Application of Machine Learning Algorithms to Social Media Analysis.
<br>
Grade: 9.75/10
</P>
<hr>
<h6 class="title text-danger">Master of Engineering - MEng: Electrical and Computer Engineering </h6>
<P><strong>Democritus University of Thrace - Xanthi, Greece</strong></P>
<P>September 2013 - October 2018</P>
<P class="subtitle">
Thesis: Social Network Analysis
<br>
Grade: 8.48/10
</P>
</div>
</div>
</div>
<div class="col-lg-6">
<div class="card">
<div class="card-header">
<div class="pull-left">
<h4 class="mt-2">Skills</h4>
<span class="line"></span>
</div>
</div>
<div class="card-body pb-2">
<h6>Machine Learning & AI</h6>
<div class="progress mb-3">
<div class="progress-bar bg-danger" role="progressbar" style="width: 95%" aria-valuenow="95" aria-valuemin="0" aria-valuemax="100"></div>
</div>
<h6>Python (TensorFlow, PyTorch, Scikit-learn)</h6>
<div class="progress mb-3">
<div class="progress-bar bg-danger" role="progressbar" style="width: 90%" aria-valuenow="90" aria-valuemin="0" aria-valuemax="100"></div>
</div>
<h6>Data Analysis & Visualization (Pandas, NumPy, Matplotlib)</h6>
<div class="progress mb-3">
<div class="progress-bar bg-danger" role="progressbar" style="width: 85%" aria-valuenow="85" aria-valuemin="0" aria-valuemax="100"></div>
</div>
<h6>Cloud Computing (AWS, Kubernetes, Docker)</h6>
<div class="progress mb-3">
<div class="progress-bar bg-danger" role="progressbar" style="width: 80%" aria-valuenow="80" aria-valuemin="0" aria-valuemax="100"></div>
</div>
<h6>Software Engineering (Java, ReactJS, MySQL)</h6>
<div class="progress mb-3">
<div class="progress-bar bg-danger" role="progressbar" style="width: 75%" aria-valuenow="75" aria-valuemin="0" aria-valuemax="100"></div>
</div>
</div>
</div>
<div class="card">
<div class="card-header">
<div class="pull-left">
<h4 class="mt-2">Languages</h4>
<span class="line"></span>
</div>
</div>
<div class="card-body pb-2">
<h6>English</h6>
<div class="progress mb-3">
<div class="progress-bar bg-danger" role="progressbar" style="width: 95%" aria-valuenow="95" aria-valuemin="0" aria-valuemax="100"></div>
</div>
<h6>Greek</h6>
<div class="progress mb-3">
<div class="progress-bar bg-danger" role="progressbar" style="width: 100%" aria-valuenow="100" aria-valuemin="0" aria-valuemax="100"></div>
</div>
<h6>German</h6>
<div class="progress mb-3">
<div class="progress-bar bg-danger" role="progressbar" style="width: 60%" aria-valuenow="60" aria-valuemin="0" aria-valuemax="100"></div>
</div>
<h6>Danish</h6>
<div class="progress mb-3">
<div class="progress-bar bg-danger" role="progressbar" style="width: 10%" aria-valuenow="10" aria-valuemin="0" aria-valuemax="100"></div>
</div>
</div>
</div>
</div>
</div>
</div>
</section>
<section class="section bg-dark text-center">
<div class="container">
<div class="row text-center">
<div class="col-md-4">
<div class="row">
<div class="col-5 text-right text-light border-right py-3">
<div class="m-auto"><i class="fas fa-mug-hot icon-xl"></i></div>
</div>
<div class="col-7 text-left py-3">
<h1 class="text-danger font-weight-bold font40">3,000+</h1>
<p class="text-light mb-1">Cups of Coffee</p>
</div>
</div>
</div>
<div class="col-md-4">
<div class="row">
<div class="col-5 text-right text-light border-right py-3">
<div class="m-auto"><i class="fas fa-brain icon-xl"></i></div>
</div>
<div class="col-7 text-left py-3">
<h1 class="text-danger font-weight-bold font40">7+</h1>
<p class="text-light mb-1">Years in ML & AI</p>
</div>
</div>
</div>
<div class="col-md-4">
<div class="row">
<div class="col-5 text-right text-light border-right py-3">
<div class="m-auto"><i class="fas fa-music icon-xl"></i></div>
</div>
<div class="col-7 text-left py-3">
<h1 class="text-danger font-weight-bold font40">100+</h1>
<p class="text-light mb-1">Greek Songs on Repeat</p>
</div>
</div>
</div>
</div>
</div>
</section>
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<div class="container">
<p class="small mb-0 text-light">
© <script>document.write(new Date().getFullYear())</script> Created With <i class="ti-heart text-danger"></i> By <span class="text-danger">Eleni Briola</span></a>
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