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<h1>Portfolio</h1>
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<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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<header class="major">
<h2>Projects</h2>
</header>
<h3>Professional/Technical Projects<h3>
<ul class="alt">
<li>
<div class="content">
<h4><b>WaTAIR</b>: Water Treatment using Artifial Intelligence and Robot</h4>
<span class="image left projlogo"><a
href="https://aim.um6p.ma/en/women-in-tech-and-ai/" target="_blank"><img
src="./images/watair.png" alt="Oscar" /></a></span>
<p>
<b>2023-</b>: In collaboration with M. AGBAHOUNGBATA (Lead) and A. AMBARKA
<i>(Ongoing project)</i><br />
<b>Description:</b> Use AI to improve water treatments. WaTAIR is particularly
focused on optimal wastewater treatment in the African context.<br />
<b>Funded by:</b> African Women in Tech & AI (<a
href="https://aim.um6p.ma/en/women-in-tech-and-ai/" target="_blank">#AWITAI
Program</a>)<br />
</p>
</div>
</li>
<li>
<h4><b>NLP Crew</b></h4>
<span class="image left projlogo"><a href="https://nlpcrew.github.io/"
target="_blank"><img src="./images/nlpcrew.svg" alt="NLP Crew" /></a></span>
<p>
<b>2023-</b>: <i>(Ongoing project)</i><br />
<b>Description:</b> Conduct NLP research for our local languages, particularly those
of Benin.<br />
<b>Affiliation:</b> This group is affiliated to LRSIA lab IFRI/UAC<br />
</p>
</li>
<!--li>
<h4><b>Bj Data</b></h4>
<span class="image left projlogo"><a href="https://oscarlib.readthedocs.io/en/latest/" target="_blank"><img src="./images/oscar.png" alt="Oscar"/></a></span>
Fringilla nisl. Donec accumsan interdum nisi, quis tincidunt felis sagittis eget. tempus euismod. Vestibulum ante ipsum primis in faucibus vestibulum. Blandit adipiscing eu felis iaculis volutpat ac adipiscing accumsan eu faucibus. Integer ac pellentesque praesent tincidunt felis sagittis eget. tempus euismod.
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<li>
<h4><b>Clean Air Project</b></h4>
<span class="image left projlogo"><a href="#" target="_blank"><img
src="./images/avatar-proj.png" /></a></span>
<p>
<b>2022-</b>: In collaboration with Probus Kiki, Benin's universities and MIFY SARL
<i>(Ongoing project)</i><br />
<b>Description:</b> Conduct research to collect data on air quality in Benin and
measure environmental impact.<br />
<b>Funded by::</b> Looking for fundings; <a href="./assets/docs/slides-cleanair.pdf"
target="_blank">Slides</a><br />
</p>
</li>
<li>
<h4><b>GlobMig: Climate change vs Economy</b></h4>
<span class="image left projlogo"><a href="#" target="_blank"><img
src="./images/avatar-proj.png" /></a></span>
<p>
<b>2019-2020</b>: In collaboration with <a
href="https://info.ucl.ac.be/~pschaus/index.html" target="_blank">Prof. P.
Schaus</a> and <a href="https://info.ucl.ac.be/~snijssen/" target="_blank">Prof.
S. Nijssen</a> <i>(Past project)</i><br />
<b>Description:</b> Analyze the role of the weather shocks towards an individual’s
intention to migrate<br />
<b>Implementation:</b> <a href="https://gallupviz.shinyapps.io/gallupviz/"
target="_blank">User Interface</a>(<span
class="warningclass">unmaintained!</span>); <a
href="./assets/docs/gallup_2019.pdf" target="_blank">Slides</a>; <a
href="./assets/docs/aoga_2020_lux.pdf" target="_blank">Slides</a><br />
</p>
</li>
<li>
<h4><b>Covidata.be: Belgium COVID19 Data</b></h4>
<span class="image left projlogo"><a href="#" target="_blank"><img
src="./images/avatar-proj.png" /></a></span>
<p>
<b>2020</b>: Contributing to the project of <a
href="https://info.ucl.ac.be/~pschaus/index.html">Prof. P. Schaus</a> <i>(Past
project)</i><br />
<b>Description:</b> Visualizations of the epidemiological data for Belgium <a
href="https://covidata.be" target="_blank">covidata.be</a> (<span
class="warningclass">link not working anymore!</span>)<br />
<!--b>Implementation:</b> <a href="https://gallupviz.shinyapps.io/gallupviz/">User Interface</a>(<span class="warningclass">unmaintained!</span>); <a href="./assets/docs/gallup_2019.pdf">Slides</a>; <a href="./assets/docs/aoga_2020_lux.pdf">Slides</a><br/-->
</p>
</li>
<li>
<h4><b>ΩPs-DSL:</b> Domain-Specific Language for pattern-set problems </h4>
<span class="image left projlogo"><a href="#" target="_blank"><img
src="./images/avatar-proj.png" /></a></span>
<p>
<b>2019-2020</b>: Supervized by <a
href="https://info.ucl.ac.be/~pschaus/index.html">Prof. P. Schaus</a> and <a
href="https://info.ucl.ac.be/~snijssen/">Prof. S. Nijssen</a> <i>(Past
project)</i><br />
<b>Description:</b> Framework for modeling pattern set mining problems introducing a
DSL to ease the description of the network, its parameters, and the loss function to
be computed on the data.<br />
<b>Implementation:</b> <a href="#">Code</a>(<span
class="warningclass">unmaintained!</span>); <a
href="https://dial.uclouvain.be/pr/boreal/object/boreal%3A218163/datastream/PDF_01/view"
target="_blank">Paper</a><br />
</p>
</li>
<li>
<h4><b><a href="http://sites.uclouvain.be/cp4dm/" target="_blank">CP4DM</a>: Constraint
Programming for Data Mining (Ph.D project) </b></h4>
<span class="image left projlogo cp4dm"><a href="http://sites.uclouvain.be/cp4dm/"
target="_blank"><img
src="https://sites.uclouvain.be/cp4dm/spm/images/logo.png" /></a></span>
<p>
<b>2015-2019</b>: Supervized by <a
href="https://info.ucl.ac.be/~pschaus/index.html">Prof. P. Schaus</a> and Prof.
T. Dagba (UAC/Benin) in collaboration with <a
href="https://people.cs.kuleuven.be/~tias.guns/">Prof. T. Guns</a> and <a
href="https://info.ucl.ac.be/~snijssen/">Prof. S. Nijssen</a> <i>(Past
project)</i><br />
<b>Description:</b> Propose new algorithms/constraints for Pattern Mining (PM) using
Constraint Programming (CP). The Ultimate goal is to connect PM and CP in order to
maximize both efficiency and flexibility.<br />
<b>Implementation:</b> Several executables can be found <a
href="http://sites.uclouvain.be/cp4dm/">here</a>. Implementations are available
in <a href="https://bitbucket.org/oscarlib/oscar/src/dev/">OscaR</a>
<br /> > <b>PPIC (several versions):</b> CP-based approach
for Sequential Pattern Mining (<a
href="https://bitbucket.org/oscarlib/oscar/src/dev/oscar-ml/src/main/scala/oscar/ml/pm/Constraints/spm/">Code</a>;
<a
href="https://bitbucket.org/oscarlib/oscar/src/dev/oscar-ml/src/main/scala/oscar/ml/pm/examples/spm/SPMRunner.scala">Examples</a>;
<a href="https://sites.uclouvain.be/cp4dm/spm/">Run</a>)
<br /> > <b>PPICt:</b> CP-based approach for Sequential
Pattern Mining with time constraints (<a
href="https://bitbucket.org/oscarlib/oscar/src/dev/oscar-ml/src/main/scala/oscar/ml/pm/Constraints/spm/">Code</a>;
<a
href="https://bitbucket.org/oscarlib/oscar/src/dev/oscar-ml/src/main/scala/oscar/ml/pm/examples/spm/SPMtimeRunner.scala">Examples</a>;
<a href="https://sites.uclouvain.be/cp4dm/spm/ppict/">Run</a>)
<br /> > <b>CoverSize (several problems):</b> CP-based
approach for Frequent Itemset Mining (<a
href="https://bitbucket.org/oscarlib/oscar/src/dev/oscar-ml/src/main/scala/oscar/ml/pm/Constraints/fim/">Code</a>;
<a
href="https://bitbucket.org/oscarlib/oscar/src/dev/oscar-ml/src/main/scala/oscar/ml/pm/examples/fim/">Examples</a>;
<a href="https://sites.uclouvain.be/cp4dm/fim/">Run</a>)
<br /> > <b>EpisodeSupport:</b> CP-based approach for
Episode Mining (<a
href="https://bitbucket.org/oscarlib/oscar/src/dev/oscar-ml/src/main/scala/oscar/ml/pm/Constraints/fem/">Code</a>;
<a
href="https://bitbucket.org/oscarlib/oscar/src/dev/oscar-ml/src/main/scala/oscar/ml/pm/examples/fem/">Examples</a>)
<br /> > <b>PRL:</b> Probabilistic Rule Learning (<a
href="#">Code</a>; <a href="#">Run</a>)
</p>
</li>
<li>
<h4><b>MIFY Sarl:</b> Machine Intelligent For You</h4>
<span class="image left projlogo"><a href="http://www.mify-ai.com/" target="_blank"><img
src="./images/mify.jpeg" /></a></span>
<p>
<b>2017-</b>: Co-Founder with three other associates: <a
href="https://ratheil.info/" target="_blank">Ratheil Houndji</a>, <a
href="#">Probus Kiki</a>, and <a href="#">Christian Akponan</a> </i><br />
<b>Description:</b> AI solutions in Africa for Africa.<br />
<b>Detail:</b> Many projects in the trail
<br /> > <b>MAIC:</b> MIFY AI contest
<br /> > <b>MGAME:</b> MIFY Entertainment
<br /> > <b>MIFY R&D:</b> MIFY is running many projects
related to NLP applications (more detail soon)
</p>
</li>
<li>
<h4><b>OscaR Solver </b></h4>
<span class="image left projlogo"><a href="https://oscarlib.readthedocs.io/en/latest/"
target="_blank"><img src="./images/oscar.png" /></a></span>
<p>
<b>2015-</b>: Contributing to the Solver</i><br />
<b>Description:</b> Multiple-purpose Solver to solve real-life challenging research
problems related to combinatorial problems.<br />
<b>Detail:</b> <a href="https://bitbucket.org/oscarlib/oscar/src/dev/"
target="_blank">Code</a>; <a href="https://oscarlib.readthedocs.io/en/latest/"
target="_blank">Documentation</a><br />
</p>
</li>
</ul>
<h3>Social Projects<h3>
<ul class="alt">
<li>
<h4><b>DJAKA sports project</b></h4>
<span class="image left projlogo"><a href="#" target="_blank"><img
src="./images/avatar-proj.png" alt /></a></span>
The sports project consists of implementing a strategy of recruiting age-based
players from schools and training them to become competitive players for the
club and other clubs. This adventure formally has started in 2023...<a
href="#">Learn more</a>
<br /><br />
</li>
<li>
<h4><b>DJAKA social project</b></h4>
<span class="image left projlogo"><a
href="https://oscarlib.readthedocs.io/en/latest/" target="_blank"><img
src="./images/avatar-proj.png" alt /></a></span>
The social project involves implementing an ambitious program to help families
combat poverty, vice, juvenile delinquency, violence against children, the
protection and development of minorities, women and children in general, all
through sport and appropriate social support...<a href="#">Learn more</a>
<br /><br />
</li>
<li>
<h4><b>NDE:</b>"Noel des Enfants" of Bresillac Youth Group</h4>
<span class="image left projlogo"><a
href="https://drive.google.com/file/d/1VdW0wClT6Z3S_fYUy1VqAXJmdeSf3mPD/view?usp=drive_link"
target="_blank"><img src="./images/avatar-proj.png" alt /></a></span>
Bring the magic of Christmas to the hearts of children, especially the most
disadvantaged, by bringing them help and joy through the sharing of food, gifts
and lots of love...<a
href="https://drive.google.com/file/d/1VdW0wClT6Z3S_fYUy1VqAXJmdeSf3mPD/view?usp=drive_link"
target="_blank">Learn more</a>
</li>
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<h2>John's Career profile</h2>
<p><b>Lecture and Researcher</b>, with more than 08 years experience working with data and optimization
(CP/MIP, ML/DL/DM), writing/teaching several related courses, also interested in building AI
solutions for sustainable development...<a href="bio.html">Learn more</a></p>
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<dt>Addresses</dt>
<dd>Abomey-Calavi (Benin/Africa) • Louvain-la-neuve (Belgium)</dd>
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<dd><a href="#">john[dot]aoga[at]{gmail[dot]com or uclouvain[dot]be}</a></dd>
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