Data Engineering / Artificial intelligence Student - Turku AMK
A benchmarking harness for federatedālearning security. It simulates nonāIID clients on CIFARā100, collects rich perāround telemetry and tests privacyāenhancing techniques like selective encryption
A maritimeāvessel tracking and intelligence system using AIS data. It performs data collection, MLābased traffic analysis and predictive routing, exposing results through a REST API
Uses PCA and Kāmeans on Spotify audio features to recommend songs, with a Flask API and modern frontāend.
A neural network built from scratch in NumPy that learns to untangle intertwined spirals, complete with visualisation tools and experiments on nonlinear manifolds
A fullāstack secure messaging platform with FastAPI, React and PostgreSQL. It offers realātime encrypted chat, group conversations, presence/typing indicators and GDPRācompliant storage
IPKE extracts Procedural Knowledge Graphs from industrial documents using task-decomposed prompting.