Ondřej Kutil

Projects

6 case studies — Backend Engineering, Data Science & Quant Finance

EY Data & AI Challenge

Scalable model automating environmental risk assessment from satellite data.

Pythonscikit-learn
Budgeting Dashboard

Full-stack personal finance dashboard with custom FastAPI backend, OAuth, and CI/CD pipeline.

ReactFastAPISupabasePython
Data Analytics Case Studies

End-to-end ML pipelines — from async web scraping to XGBoost and BERT model comparison.

PythonXGBoostBERTWeb Scraping
ML From Scratch

Core ML algorithms implemented from first principles using only NumPy — building deep mathematical intuition.

PythonNumPyMathematics
Order Book Engine

High-throughput system modelling market liquidity and minimising execution slippage.

C++Pythonpybind11
Sample Store Tableau Dashboard

Executive-level retail analytics — surfacing profit leakage by category and region.

TableauSQLExcel