Projects
In Progress
Stable Diffusion for BayesFlow
Master's thesis — diffusion-based posterior approximation as alternative to normalizing flows in BayesFlow.
Machine Learning from Scratch
15+ classical ML algorithms implemented from scratch in pure NumPy with mathematical foundations.
Deep Learning from Scratch
Neural architectures from FFN to VAEs, CNN variants, RNN, LSTM built in NumPy and PyTorch.
Billy — Credit Domino
End-to-end credit risk scoring with graph-based contagion simulation. 0.829 AUC, 2.2ms p50 latency, 9-container MLOps stack.
Multi-Modal RAG
Hybrid retrieval over 1,000+ government PDFs with vision-captioned diagrams. 86.7% eval accuracy, $0.0003/query.
Electricity Price Forecasting
Calibrated 90% prediction intervals for German spot prices using LSTM-Autoencoder with weather embeddings. Grade: 1.3.
Product Length Prediction
Amazon ML Challenge 2023 — multi-embedding ensemble reduced MAPE from 94% to 51.78% through loss alignment.
ECG Fragments Classification
CNN-based classifier for detecting Ventricular Flutter/Fibrillation in ECG fragments. 94.48% accuracy with K-Fold validation.
CapiPort V2
Quantitative portfolio optimization for 1,000+ NSE equities using Efficient Frontier and Hierarchical Risk Parity.
Market Reaction to Brexit
Econometric analysis of UK financial markets across 36 Brexit-era regulatory announcements using GARCH models.
Monte Carlo Variance Reduction
125x variance reduction for option pricing — Delta + Gamma CV + Antithetic beats standard MC at 10,000 paths with just 10.
AIlways
Real-time meeting transcription with live fact-checking against company documents. 83ms aggregate queries.
Speare AI
Self-learning AI support layer with RAG copilot, knowledge gap detection, and OWASP compliance scanning.
2nd Place Winner
BONKChain
Healthcare cold-chain compliance with IoT temperature monitoring and Solana blockchain incentives.
Hackathon Winner
Visualising Baltic
Full-stack climate action platform for the Baltic Sea region with interactive data visualization.
App Store
Readerly
Ad-free, distraction-free PDF reader for iOS with annotation tools and eye strain reduction.