Over Damien
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- DamGerard SolutionsData Scientist Freelanceoktober 2025 - Vandaag (8 maanden)Projects:- AI for Gwent The Witcher Card Game, a strategic trading card game, with deep learning.Technologies, tools, methodologies:- Python;- PyTorch;- Julia;- PostgreSQL;- SQL;- Git versioning.
- Abakus IT-Solutions,Data Scientistmei 2024 - oktober 2025 (1 jaar en 5 maanden)Data Scientist at Abakus IT-Solutions, contracted to DG TAXUD at European Commission.Data science solutions development for the Safety and Security Analytics (SSA) platform, for Customs Risk Management support.Roles and responsibilities:- develop analytic and machine learning solutions for SSA, with deployment to production;- gain expertise in the database data schema;- improve the data schema of the data warehouse;- provide regular presentations and trainings to the Member States, about database design, the Customs datamodel and how to query data;- generation of synthetic data matching the Customs data schema, with some generative AI.Technologies, tools, methodologies:- Python (NumPy, Pandas, matplotlib, many other libraries);- R;- SQL;- Dataiku with all official certifications;- JupyterLab, RStudio, Visual Studio Code;- Docker and Docker Compose;- JIRA, Confluence;- Git versioning;- testing;- communication to business and technical audiences.
- ALX SystemsData Scientistnovember 2020 - augustus 2022 (1 jaar en 9 maanden)Tailor-made autonomous drones to carry out various computer vision tasks, such as object detection for multiple applications and real-time navigation in a cluttered environment.Roles and responsibilities:- machine learning: image classification, object detection, depth estimation, anomaly detection;- custom deep convolutional neural networks (CNN), transformers and attention networks for improved object detection accuracy in images and several other computer vision tasks;- continuous integration and continuous delivery (CI/CD) with Jenkins;- model deployment to production, real-time processing and monitoring;- computer vision with several types of cameras and sensors;- dataset labelling and cleaning;- generation of synthetic data in Unreal Engine.Technologies, tools, methodologies:- Python (NumPy, Pandas, many other libraries);- PyTorch, TensorFlow and Keras;- Julia;- C++;- Unreal Engine;- Git versioning;- Jenkins;- Scrum and Agile.
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Opleidingen
- PhD in Applied MathematicsUniversity of LiègeThesis: (n − k)-convex optimization. - Found a sufficient condition for nonconvex nonlinear functions’ local optima to feature strong relationships on their location: the (n − 1)-convexity. - Extensive study of these functions through numerous mathematical proofs. - New convexifications for (n − k)-convex and biconvex problems, vastly tighter than state-of-the-art convexifications, for improved solving time. - New algorithms for general nonconvex problems by exploiting the relationships between optima. Technologies and tools: Julia, Python, C++, Perl, Git, Linux, various data visualization tools.
- Master Software EngineerUniversity of Liège2011Thesis: Implementation of a trust region method for industrial diagnostics. Predictive optimization for a galvanization process from historical high-dimensional data, for an automotive company. Software development in C++. Melchior Salier award for the best thesis in Software Engineering. Technologies and tools: C++, SQL, Cassandra NoSQL, Git, Linux, various data visualization tools.