Insights Dashboard — Neolook
Full-stack web application to monitor and analyse data from neonatal intensive care units, built in a collaborative, company-like environment.
Deployed and actively used in production by Neolook in real clinical settings.
O₃ & NO₂ Air Quality Forecasting
Forecasting model predicting ozone and nitrogen dioxide concentrations three days ahead, with a user-facing interface based on WHO guidelines.
Residents can check localised air quality forecasts for informed daily decisions.
Aleatoric vs Epistemic Uncertainty in Regression
Bachelor's thesis investigating uncertainty types in face-age recognition using DenseNet121, disentangling what the model doesn't know from inherent data noise.
Published to the University of Groningen repository. Clean separation of uncertainty sources in a real regression task.
DQN with Temporal Decay + PER
Extended a Dueling DQN with Prioritised Experience Replay by introducing an exponential temporal decay factor over transition age.
Demonstrated improved sample efficiency — recent transitions are weighted more, without discarding rare but informative events.
Drum Pattern Generation via FNN
Designed and trained a Feedforward Neural Network to generate drum sequences conditioned on MIDI seed data.
Produced rhythmically coherent and musically plausible patterns; explored music as a structured sequence prediction problem.