Guillaume
Gillet

Automatic medical entity recognition and SNOMED CT code linking from clinical notes. Four methods evaluated — dictionary matching, SapBERT bi-encoder, LLM NER+RAG, and a hybrid approach — on English (MIMIC-IV) and French clinical datasets.

Full portfolio website built for ESILE, a Belgian singer-songwriter. Bio, music, photo gallery, live dates, media coverage, and booking form — pure HTML, CSS, and JavaScript, no framework.

Music-driven circle-based rhythm game built in Python. Sound effects, background music, and graphical interactions create an immersive audio-visual experience.

Network security lab simulating a corporate topology in Mininet. Demonstrates multiple attack vectors and corresponding defensive countermeasures through live implementation.

10-year heart failure risk prediction using regression techniques and feature engineering on 800 medical records with 20 features, blending clinical data analysis with rigorous ML methodology.

Cloud-native web app deployed to Microsoft Azure. Microservices architecture, containerisation, and distributed data processing showcasing modern cloud engineering.

Frequent itemset mining and sequential pattern mining. Implemented and benchmarked multiple algorithms across datasets for execution time, memory, and accuracy.

Binary exploitation and malware analysis at the systems level. Covered multiple vulnerability classes, exploitation techniques, and static detection — hands-on offensive and defensive security.

Digital Captain Sonar in the Oz language. Multiple AI strategies, turn-based and simultaneous modes, sonar detection, mine laying, and missile mechanics.

Multi-part project building and benchmarking a high-performance server through iterative optimizations targeting maximum throughput and minimal latency.

Complete compiler frontend: lexer, parser, and semantic analyzer. Built a functional interpreter for a custom language with variables, procedures, and control flow.

Full-featured web marketplace enabling buy/sell across categories. User account management, image uploads, search, and buyer–seller messaging.