Featured Projects
Real Estate Price Prediction
Developed Hungary’s most accurate real estate price prediction model, generating predictions for any location by analyzing geospatial data and national area statistics. Built a comprehensive multi-source real estate database, API, and frontend. Secured a long-term subscription partnership with a major property developer.
Bakery Demand Forecasting
Implemented short-term fresh product demand forecasting for a major franchise bakery chain. Optimized baking instructions to maximize customer satisfaction while minimizing end-of-day waste.
Crypto Trading Bot Optimization
Optimized a black-box C# framework as a Gymnasium environment for Reinforcement Learning. Replaced rule-based components with ML models, significantly reducing order execution fees during a 2-year collaboration with an investment fund.
Search Keyword Analytics
Created an Active Learning framework to classify search keywords based on Google Analytics data, reducing manual labor by 90%. Applied clustering methods to identify new product categories and optimize search relevance.
Image Similarity Search
Developed a multi-objective triplet loss model to enable "search by photo" functionality for online shops, allowing users to find similar products visually—similar to a custom Google Lens.