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<!DOCTYPE HTML>
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<head>
<title>John's teaching</title>
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<h1>Pedagogical achievements</h1>
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<ul>
<li class="sc1"><a href="index.html">Home</a></li>
<li class="sc1 sc2"><a href="pub.html">Publication</a></li>
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<li class="sc1 sc2 sc3"><a href="portfolio.html">Portfolio</a></li>
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<!-- Main -->
<div id="main">
<!-- Open course notes -->
<section class="main special" id="courses">
<header class="major">
<h2>Open course notes</h2>
<p>My recent courses at IFRI/UAC (Benin) are published as open-source notes (in French), with
slides, labs, projects and interactive self-assessment quizzes.</p>
</header>
<ul class="features">
<li>
<span class="icon solid major style1 fa-search"></span>
<h3><a href="https://johnaoga.github.io/gl-dm" target="_blank">Data Mining (DM)</a></h3>
<p>Master 2 — pattern mining, association rules, clustering, advanced algorithms from
research papers; intermediate and advanced tracks.</p>
</li>
<li>
<span class="icon solid major style2 fa-database"></span>
<h3><a href="https://johnaoga.github.io/gl-mmds/" target="_blank">Big Data (MMDS)</a></h3>
<p>Master 1 — mining of massive datasets: MapReduce, recommender systems, LSH, graph
mining, PageRank.</p>
</li>
<li>
<span class="icon solid major style3 fa-project-diagram"></span>
<h3><a href="https://johnaoga.github.io/gl-sdlc/" target="_blank">Software Development Life
Cycle (SDLC)</a></h3>
<p>Master 1 — software life cycle, documentation, Waterfall, V-model, iterative, spiral,
Agile/Scrum and Kanban, with a team project.</p>
</li>
<li>
<span class="icon solid major style4 fa-check-double"></span>
<h3><a href="https://johnaoga.github.io/gl-aql" target="_blank">Software Quality Assurance
(AQL)</a></h3>
<p>Master 2 — defining, measuring (ISO/IEC 9126, metrics) and assuring/testing software
quality.</p>
</li>
<li>
<span class="icon solid major style5 fa-code"></span>
<h3><a href="https://johnaoga.github.io/pythonr/" target="_blank">Python and R (PYR)</a></h3>
<p>Master — programming fundamentals, data analysis and visualization, with a data
analysis project.</p>
</li>
<li>
<span class="icon solid major style1 fa-video"></span>
<h3><a href="#videos">Educational videos</a></h3>
<p>Short explainer videos supporting the courses, on my YouTube channel <a
href="https://www.youtube.com/@Fre3duc" target="_blank">@Fre3duc</a>.</p>
</li>
</ul>
</section>
<!-- Videos -->
<section class="main" id="videos">
<header class="major">
<h2>Highlighted educational videos</h2>
<p>From my YouTube channel <a href="https://www.youtube.com/@Fre3duc"
target="_blank">@Fre3duc</a> (in French).</p>
</header>
<h3>Software Development Life Cycle (<a href="https://johnaoga.github.io/gl-sdlc/"
target="_blank">SDLC</a>)</h3>
<div class="box alt">
<div class="row gtr-uniform">
<div class="col-4 col-6-medium col-12-small">
<div class="video"><iframe src="https://www.youtube-nocookie.com/embed/dAUZO34xJKs"
title="Méthodologie en Cascade (Waterfall) : Comment ça marche ?"
allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share"
allowfullscreen></iframe></div>
<p>Méthodologie en Cascade (Waterfall) : comment ça marche ?</p>
</div>
<div class="col-4 col-6-medium col-12-small">
<div class="video"><iframe src="https://www.youtube-nocookie.com/embed/RNraJtiibWU"
title="Méthodologie en V : Comprendre le modèle en V étape par étape"
allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share"
allowfullscreen></iframe></div>
<p>Méthodologie en V : comprendre le modèle en V étape par étape (avec exemple concret)</p>
</div>
<div class="col-4 col-6-medium col-12-small">
<div class="video"><iframe src="https://www.youtube-nocookie.com/embed/lf3UEqAhqmI"
title="Méthodologie Itérative : Du besoin au produit final"
allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share"
allowfullscreen></iframe></div>
<p>Méthodologie Itérative : du besoin au produit final</p>
</div>
</div>
</div>
<h3>Data Mining (<a href="https://johnaoga.github.io/gl-dm" target="_blank">DM</a>) and Big Data (<a
href="https://johnaoga.github.io/gl-mmds/" target="_blank">MMDS</a>)</h3>
<div class="box alt">
<div class="row gtr-uniform">
<div class="col-4 col-6-medium col-12-small">
<div class="video"><iframe src="https://www.youtube-nocookie.com/embed/vgu7_evXua4"
title="Kmeans : Comprendre l'algorithme de clustering en quelques minutes"
allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share"
allowfullscreen></iframe></div>
<p>K-means : comprendre l'algorithme de clustering en quelques minutes</p>
</div>
</div>
</div>
<footer class="major">
<ul class="actions special">
<li><a href="https://www.youtube.com/@Fre3duc" class="button" target="_blank">More on
YouTube</a></li>
</ul>
</footer>
</section>
<!-- Online content writing -->
<section class="main">
<header class="major">
<h2>Online content writing</h2>
</header>
<h3>At <a href="https://www.dataquest.io/">Dataquest.io</a></h3>
<ul>
<li><strong>R Programming : </strong> R Prog. (basic, intermediate, advanced levels), R
Prog. for data analysis and machine learning(<em>Touched/Created 80% of the content in
2021</em>)</li>
<li><strong>Python Programming : </strong> Python for data analysis and machine
learning(<em>Touched 20% of the content in 2021</em>)</li>
<li><strong>SQL skill path : </strong> SQL (basic, intermediate, advanced levels), SQL with
programming language(<em>Touched/Created 50% of the content in 2021</em>)</li>
<li><strong>Data scientist skills : </strong> Data wrangling, data cleaning, data
processing, webscraping and API</li>
<li><strong>Projects : </strong> writing real-life (guided/unguided) Projects</li>
<li><strong>R and SQL auto-graders : </strong> writing auto-graders to parse students
code/plots and provide interesting feedback</li>
</ul>
<h3>At Inginious</h3>
<ul>
<li><strong><a href="https://inginious.uac.bj/courselist">Inginious (Université
d'Abomey-Calavi -- Benin)</a>: </strong> writing exercises/project +
auto-graders related to many computer science courses(<em>2020-2023</em>)</li>
<li><strong><a href="https://inginious.info.ucl.ac.be/courselist">Inginious
(UCLouvain -- Belgium)</a>: </strong> writing exercises/project +
auto-graders related to algorithms and data structures
courses(<em>2018-2020</em>)</li>
</ul>
</section>
<!-- Courses -->
<section class="main">
<header class="major">
<h2>Teaching experience/Courses</h2>
<p>Be aware that most of my courses are in French</p>
</header>
<h3>Master</h3>
<ul>
<li><strong>2020-</strong> Course of <i><a href="https://johnaoga.github.io/gl-dm"
target="_blank">Data Mining</a></i>, IFRI/UAC (<em>as a teacher</em>)</li>
<li><strong>2020-</strong> Course of <i><a href="https://johnaoga.github.io/gl-aql"
target="_blank">Software Quality Assurance (AQL)</a></i>, IFRI/UAC (<em>as a
teacher</em>)</li>
<li><strong>2020-</strong> Course of <i><a href="https://johnaoga.github.io/gl-mmds/"
target="_blank">Big Data / Mining of Massive Datasets (MMDS)</a></i>, IFRI/UAC
(<em>as a teacher</em>)</li>
<li><strong>2020-</strong> Course of <i><a href="https://johnaoga.github.io/gl-sdlc/"
target="_blank">Software Development Life Cycle (SDLC)</a></i>, IFRI/UAC (<em>as a
teacher</em>)</li>
<li><strong>2023-</strong> Course of <i><a href="https://johnaoga.github.io/pythonr/"
target="_blank">Python and R for Data scientists</a></i>, IFRI/UAC (<em>as a
teacher</em>)</li>
<li><strong>2023</strong> Course of <i>WebScraping</i>, ISE/ENEAM/UAC (<em>as a
teacher</em>)</li>
<li><strong>2023</strong> Course of <i>Natural Language Processing</i>, ISE/ENEAM/UAC
(<em>as a teacher</em>)</li>
<li><strong>2023</strong> Course of <i>Deep Learning</i>, PIGIER/Benin (<em>as a
teacher</em>)</li>
<li><strong>2020-2023</strong> Course of <i>Advanced Programming</i>, ENSGMM/UNSTIM (<em>as
a teacher</em>)</li>
<li><strong>2020-2023</strong> Course of <i>Information System</i>, ENSGMM/UNSTIM (<em>as a
teacher</em>)</li>
<li><strong>2018</strong> Course of <i>Discrete Optimization/Constraint Programming</i>,
ENEAM/UAC (<em>as a teacher</em>)</li>
<li><strong>2016-2019</strong> Lab sessions of LINFO2252 <i>"Software Maintenance and
Evolution</i>, UCLouvain (<em>as a teaching assistant</em>)</li>
</ul>
<h3>Bachelor</h3>
<ul>
<li><strong>2023</strong> Course of <i>Language Python</i>, IFRI/UAC (<em>as a
teacher</em>)</li>
<li><strong>2023</strong> Course of <i>Language C</i>, IFRI/UAC (<em>as a
teacher</em>)</li>
<li><strong>2017-2019</strong> Lab sessions of LINFO1121 <i>"Algorithmique et
structure de donnée"</i>, UCLouvain (<em>as a teaching assistant</em>)</li>
<li><strong>2016-2018</strong> Course of <i>Complexity and Sort algorithms
Programming in C++</i>, UAC (<em>as a teacher</em>)</li>
<li><strong>2021-2022</strong> Course of <i>Advanced Data structures</i>, UAC
(<em>as a teacher</em>)</li>
<li><strong>2014-2018</strong> Course of <i>Programming basics with C++</i>,
ENEAM/UAC (<em>as a teacher</em>)</li>
<li><strong>2014-2023</strong> Course of <i>"Théorie des langage et
compilation"</i>, ENEAM/UAC (<em>as a teacher</em>)</li>
</ul>
</section>
<!-- Supervision -->
<section class="main">
<header class="major">
<h2>Other pedagogical activities</h2>
</header>
<h3>Master supervision</h3>
<h4>Ongoing</h4>
<ul>
<li><strong>2026</strong>: <em>Davy A.</em> Operator-Based Recommendation under Constraints.</li>
<li><strong>2026</strong>: <em>Pacitte G.</em> AI-Enhanced Hybrid-Room Videoconferencing through
Virtual Participant Extraction.</li>
<li><strong>2026</strong>: <em>Giovanus A.</em> Embedded models for wastewater treatment.</li>
<li><strong>2026</strong>: <em>Gilson K.</em> Territory air quality mapping using satellite data.
</li>
<li><strong>2026</strong>: <em>Grace S.</em> 3D object building from 2D images using constraint
programming.</li>
</ul>
<h4>Defended</h4>
<ul>
<li><strong>2025</strong>: <em>Assogba Mahoudjro Charbel</em>. Surmonter la faible disponibilité
des ressources par l'ASR multilingue : le cas du Fongbé et du Yoruba. (defended, Dec. 2025)
</li>
<li><strong>2025</strong>: <em>Dagba Antou Paola</em>. Conception d'un modèle d'embedding pour la
langue Fongbé. (defended, Dec. 2025)</li>
<li><strong>2025</strong>: <em>Dagba Ken Paolo</em>. Automatisation et optimisation du cycle de
vie de développement des modèles de machine learning. (defended, Dec. 2025)</li>
<li><strong>2024</strong>: <em>da Costa Franck Ivon Brice</em>. Détection et correction
automatisées des vulnérabilités dans les applications web : approche LLM. (defended, Jul.
2025)</li>
<li><strong>2023</strong>: <em>Boko Karel</em>. Hybrid Modeling for Bitcoin Price
Forecasting: Combining Classification and Regression Models. (defended, Dec. 14, 2024)</li>
<li><strong>2023</strong>: <em>Tokoudagba Fabrice</em>. Sign language translation system for
deaf-mutes using deep learning. (defended, Dec. 14, 2024)</li>
<li><strong>2023</strong>: <em>Houkponou M. P. Ninette</em>. Stroke detection and prediction
system. (defended, Dec. 14, 2024)</li>
<li><strong>2023</strong>: <em>Zossou Hervé</em>. Design of a transformer-based text-to-speech
application for the Fongbe language. (defended, Dec. 14, 2024)</li>
<li><strong>2023</strong>: <em>de Souza Renaud</em>. Designing an automatic French-French
translator with transformers. (defended, Dec. 14, 2024)</li>
<li><strong>2023</strong>: <em>Dansi Dave</em>. Implementation of a chatbot to help with
administrative procedures in Benin.</li>
<li><strong>2023</strong>: <em>Djima Auspicia</em>. Self-guidance system for the visually
impaired using NLP and computer vision.</li>
<li><strong>2022</strong>: <em>Zohou Jerôme</em>. Design Data-driven runoff-rainfall models
for flood forecasting (Co-Supervisor)</li>
<li><strong>2022</strong>: <em>Babadjidé Marie-Charbel</em>. Revue des Techniques
d’apprentissage profond pour la synthèse de Langue Locale du Bénin (Co-Supervisor)</li>
</ul>
<h3><b>Bachelor</b></h3>
<ul>
<li><strong>2020-2023</strong>: In average four bachelors every year in various topics</li>
</ul>
</section>
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<h2>John's Career profile</h2>
<p><b>Lecturer and Researcher</b>, with over 10 years of experience in artificial intelligence,
data science and optimization (CP/MIP, ML/DL/DM, NLP), creator of several programming and
data science courses, and building data-driven solutions for West African development and
environmental systems...<a href="bio.html">Learn more</a></p>
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<li><a href="pub.html" class="button">Publications</a></li>
<li><a href="teaching.html" class="button">Teaching</a></li>
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<section>
<h2>Contact</h2>
<dl class="alt">
<dt>Addresses</dt>
<dd>Abomey-Calavi (Benin/Africa) • Louvain-la-neuve (Belgium)</dd>
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<p class="copyright">© John Aoga (last update: Nov. 2026). Design: <a href="https://html5up.net" target="_blank">HTML5 UP</a>.
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