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mathisdelsart/README.md

Mathis Delsart, AI Engineer at Faktion

LinkedIn Email ORCID

Typing SVG

Wave About Me

I'm an AI Engineer at Faktion (Antwerp), building LLM-based and agentic AI solutions for enterprise clients, from prototype to production on Azure.

I graduated Summa Cum Laude from UCLouvain (École Polytechnique de Louvain) with an M.Sc. in Computer Science & Engineering, specializing in Artificial Intelligence. My master's thesis on deep reinforcement learning was presented at IEEE CoG 2026 and won 2nd place at the IEEE/ICTEAM Best Master Thesis Award 2026.

I'm passionate about Generative AI, Agentic AI, Machine Learning and Computer Science as a whole. What I enjoy most is building the entire pipeline end to end, from the agentic core to full-stack delivery, and seeing the result come to life in production.

Happy to connect about applied AI, agents in production and AI research: LinkedIn or mathis.delsart@gmail.com.

Tools Tech Stack

ML & DL

Generative AI

Web & Backend

Databases

DevOps & Cloud

Systems & Embedded

Dev Tools

LLM Platforms

Research Research: Master's Thesis

Deep Reinforcement Learning for Competitive Agents in MicroRTS: Architecture, Training, and Tournament Evaluation

UCLouvain · June 2026  ·  Presented at IEEE CoG 2026 (Madrid)  ·  🥈 2nd place, IEEE/ICTEAM Best Master Thesis Award 2026

A DRL agent for real-time strategy games, fusing a U-Net spatial encoder with an entity-level Transformer (UECD) and trained end-to-end with a modular PPO pipeline on HPC GPU clusters (SLURM), with every design decision individually ablated.

  • 🥇 96.67% pool win rate, topping a 19-agent tournament (1st on 4 of 5 metrics)
  • ⚔️ 9-1 head-to-head record against RAISocketAI (prior MicroRTS competition winner)
  • ⚡ Trained on just 9.4 GPU-days, roughly 7× less compute

Live Site Paper Dissertation

Deep Reinforcement Learning Proximal Policy Optimization Self-Play Behavior Cloning
Reward Shaping Transformer Game-Theoretic Evaluation MicroRTS Real-Time Strategy

UECD-Best vs RAISocketAI

UECD-Best (ours, top-left) vs RAISocketAI (bottom-right)

📂 View the repository →

Publications Publications

Combining Spatial and Entity-Based Reasoning for Competitive MicroRTS via U-Net and Transformers
Mathis Delsart, Achille Morenville, Éric Piette  ·  IEEE Conference on Games (CoG) 2026, Madrid

Paper

BibTeX 
@inproceedings{delsart2026uecd,
  title     = {Combining Spatial and Entity-Based Reasoning for Competitive MicroRTS via U-Net and Transformers},
  author    = {Delsart, Mathis and Morenville, Achille and Piette, {\'E}ric},
  booktitle = {Proceedings of the IEEE Conference on Games (CoG)},
  year      = {2026},
  address   = {Madrid, Spain}
}

Projects Featured Projects

Generative AI & LLMs
Project Repo Description Stack
Sourcio: RAG Study Assistant View Deployed RAG tutor answering only from your own courses, with citation-by-construction (the model never sees a page number) + a three-layer refusal guard. Live app: 100% citations, 96% refusal accuracy Python LangChain FastAPI Qdrant Next.js Docker
NLP-Models View Progressive NLP pipeline: Question Classification (Naive Bayes), Vector Semantics (TF-IDF/PPMI/Word2Vec), BERT-based QA (SQuAD) Python NLTK Gensim PyTorch Transformers
Text-Prediction-TwitOZ View Intelligent text prediction system using N-grams algorithm with real-time word suggestions Oz/Mozart N-grams
Deep Learning & Computer Vision
Project Repo Description Stack
Satellite-Image-Segmentation View Satellite image segmentation with supervised & self-supervised learning Python PyTorch NumPy
3D-Hand-Gesture-Classification View Comparative study: KNN, LSTM, DenseNet, HMM for 3D gesture recognition Python TensorFlow scikit-learn Pandas
GANs-Diffusion-Kernels View Advanced generative models: GANs, diffusion models, kernel methods Python PyTorch Diffusers Transformers Jupyter
Heart-Failure-Detection-Smurf View Heart-failure risk prediction on a fictional "Smurf Society" dataset (synthetic, not real clinical data) Python PyTorch scikit-learn Pandas Jupyter
ML-Classification View Supervised learning models for medical & biological datasets Python scikit-learn Pandas Jupyter
Celebrity-Dataset-Explorer View Interactive face attribute analysis with clustering & dimensionality reduction Python Dash Plotly scikit-learn Pandas
Game AI & Reinforcement Learning
Project Repo Description Stack
Snakes-Ladders-MDP View Optimal strategy via Markov Decision Processes & Q-Learning Python NumPy Matplotlib
AI-Odyssey View Search algorithms: uninformed to adversarial game-playing agents Python Pygame PyCSP3 MiniSat
AI-Connect4-Game View Connect 4 with Minimax AI: can you beat a machine that thinks 4 moves ahead? Python Pygame NumPy
Data Science & Analytics
Project Repo Description Stack
Data-Science-Portfolio View Applied statistics & data science: energy analysis, star classification, species clustering Python Pandas scikit-learn SciPy Jupyter
Pattern-Mining View Pattern mining: frequent itemsets, sequential patterns, and Bayesian networks Python NumPy Pandas scikit-learn
Database-SQL View SQL query optimization and Neo4j graph analysis with Cypher SQLite Neo4j SQL Cypher
Systems Programming & Compilers
Project Repo Description Stack
Custom-Compiler View Full compiler: custom language → JVM bytecode Java Gradle ASM JUnit
Prolog-Python-Analyzer View Prolog-powered static analyzer for Python code detecting 13+ code smells through declarative pattern matching on ASTs Prolog Python SWI-Prolog
Scheme-OOP View Building OOP from scratch in pure Scheme: classes, inheritance, and polymorphism from closures and message passing Scheme Racket R5RS
Java-COP View Context-Oriented Programming in Java using reflection, dynamic proxies, and bytecode instrumentation with custom profiler agent Java Javassist Python
Low-Level Systems & Embedded
Project Repo Description Stack
CORDIC-FPGA-Accelerator View High-performance FPGA accelerator integrated with ARM processor SystemVerilog Python ARM Quartus
High-Performance-Server View High-performance HTTP matrix multiplication server on NGINX with progressive optimizations: cache-aware algorithms, SIMD (AVX-512), and CUDA GPU acceleration C NGINX AVX-512 CUDA
Multithreaded-Bellman-Ford View Parallel single-source shortest-path (Bellman-Ford) in C, parallelized with a POSIX-thread pool, ~6× faster on large graphs C POSIX Python
Dynamic-Memory-Allocator View Custom heap allocator with next-fit & coalescing C Make
Concurrent-Bench-Sync-Primitives View Performance benchmarking framework for custom synchronization primitives (TS, TTS, BTTS) vs POSIX on Reader-Writer, Dining Philosophers, Producer-Consumer C POSIX Python Matplotlib
Tar-Archive-Parser View Lightweight TAR archive parser in C: validation, file operations, symlink resolution C POSIX Make
Numerical Computing & Optimization
Project Repo Description Stack
FEM-Bridge-Simulator View Finite element simulator for bridge structures under static loads, featuring 2D elasticity modeling and animations C Python OpenGL CMake Gmsh
Optimization-Algorithm View Solving NP-hard problems: exact methods, relaxations, heuristics Java Maven JUnit
Algorithm-and-Data-Structures View Clean and well-tested core data structures and algorithms with performance focus Java Maven JUnit
Web & Mobile Development
Project Repo Description Stack
Shopping-Cart-Application View Scalable microservices e-commerce platform with custom recommendations, smart ranking, and dynamic shopping Node.js Docker SvelteKit CouchDB Redis Azure
Private-Tutoring View Bilingual, responsive tutoring website, statically deployed to GitHub Pages Next.js React TypeScript Tailwind CSS
Energy-Tracker-MeterBuddy View Android energy-consumption tracker with charts, Room storage, and Firebase sync Kotlin Jetpack Compose Android Room Firebase
Games
Project Repo Description Stack
Chess-Game View Full chess rules, multiple themes, and a clean Pygame interface Python Pygame
Flappy-Bird-Game View Classic Flappy Bird recreation with physics and animations Python Pygame
Modern-Snake-Game View Modern, polished Snake game with gradients and animations Python Pygame
Coursework & Foundations
Project Repo Description Stack
EPL-Chronicles View Aggregated UCLouvain coursework: systems, ML, data science & programming paradigms C Assembly Python Prolog Scheme

Fire GitHub Stats

GitHub Stats

Profile Summary

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  1. microrts-drl-uecd microrts-drl-uecd Public

    DRL agent for MicroRTS: U-Net + entity-Transformer (UECD) policy trained with modular PPO. Tops a 19-agent IEEE-CoG-style tournament at 96.67% WR and beats RAISocketAI in 65.7% of head-to-heads, on…

    Python 2

  2. sourcio sourcio Public

    Sourcio — an AI tutor that answers only from your own courses: always cited, never invented.

    Python

  3. nlp-models nlp-models Public

    End-to-end NLP projects from probabilistic models to transformers. Covers text classification, word embeddings, and BERT-based question answering. Built with Python, NLTK, Gensim, PyTorch, and Hugg…

    Jupyter Notebook

  4. shopping-cart-application shopping-cart-application Public

    ElastiCart — a scalable microservices-based e-commerce platform featuring custom recommendations, smart ranking systems, and dynamic shopping experiences.

    JavaScript

  5. cordic-fpga-accelerator cordic-fpga-accelerator Public

    High-performance FPGA-based CORDIC accelerator integrated with an ARM processor.

    Python

  6. fem-bridge-simulator fem-bridge-simulator Public

    Finite element simulator for bridge structures under static loads, featuring 2D elasticity modeling and animations.

    C 5