artsite/content/experiences/hackathon-cnd.md

title, type, company, companyUrl, location, startDate, endDate, duration, description, tags, icon

title	type	company	companyUrl	location	startDate	endDate	duration	description	tags	icon
Hackathon CND - Machine Learning for Cybersecurity	Hackathon	French Armies ministry	https://www.defense.gouv.fr/cnd	Fort du Mont-Valérien, Suresnes, France	2025-11	2025-11	3 days	Developed a Python ML pipeline during the CND hackathon to classify system logs for bug and attack detection. Implemented feature extraction and preprocessing, trained and evaluated models (tree-based and lightweight neural), tuned thresholds to favor recall, and delivered a realtime prototype with visualization and reproducible code in collaboration with CND engineers. Implemented a Streamlit application to test the classifier interactively and used an LLM to generate contextual help explaining the likely origin and indicators of detected bugs or attacks for end users.	Python Machine Learning AI Cybersecurity Streamlit LLM	i-ph-shield-check-duotone