Real photoENGISOFT · 2025
01FEATURED
Pleural Disease ML Diagnosis
Multiclass classification system (Heart Failure, Cancer, Parapneumonic, Tuberculosis) on clinical tabular data. XGBoost, LightGBM and CatBoost optimised with Optuna. Clinical explainability with SHAP and One-vs-Rest architecture.
PythonXGBoostLightGBMCatBoostSHAPOptunaScikit-learn
Real photoENGISOFT · 2026
02
Tissue Anomaly Detection via Autoencoders
Convolutional U-Net autoencoder for unsupervised defect detection in industrial fabrics using reconstruction error heat maps (MSE). Patch pipeline with data augmentation on GPU, sliding window inference.
PythonKerasU-NetAutoencodersOpenCVGPU
Real photoTFG · IRB / UdL · In progress
03IN PROGRESS
NECODYS – Early Dyslexia Detection
Clinical mobile app for early detection of dyslexia risk in children aged 3–6 through oral discourse analysis. Flutter app + FastAPI backend + NLP morphosyntactic analysis + unsupervised ML. Research project in collaboration with the IRB.
FlutterFastAPIPythonNLPMLPostgreSQLFirebase
Real photoPersonal · 2025
04
NeuroSport
Injury risk and overtraining prediction app for endurance athletes. Android app (Kotlin + Jetpack Compose) with offline-first architecture + FastAPI + LSTM model (RMSE 0.05) + Ollama LLM for personalised recommendations via SSH tunnel.
KotlinJetpack ComposeFastAPILSTMKerasFirebaseTFLite
Real photoPersonal · 2024
05
FLL Scoreboard
Gamified leaderboard for First LEGO League teams integrated with GitHub. Tracks points by completed issues and PRs, betting system with virtual 'Bricks' currency, score evolution charts, and weekly statistics.
PythonJavaScriptGitHub APIGitHub Actions