Contact information

You can get this candidate's contact information from https://www.work.ua/resumes/20336119/

Work experience

Аналітик

from 08.2026 to 09.2026 (2 months)
Upwork (IT)

Data scientist

from 01.2026 to now (10 months)
Self-employed, Дистанційно (IT)

Audit-Ready RAG & Knowledge Retrieval: Built an end-to-end enterprise document Q&A engine (FastAPI, Streamlit, hybrid retrieval, and reranking) to cut manual document discovery time. Implemented confidence scoring and source attribution to eliminate hallucination risk in high-stakes operational workflows.
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‎​Capital Protection & Strategy Validation: Developed a strict walk-forward backtesting framework on live market data to prevent capital deployment into overfitted trading strategies—proving volatility predictability while invalidating spurious return models to save real capital from hindsight bias.
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‎​Regulatory Risk Architecture (IRRBB): Implemented an interest-rate risk engine to Basel/regulatory specifications. Correct cash-flow amortization logic shifted effective duration calculations by >50%—preventing miscalculated hedging exposures and inefficient capital reserve allocations.
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‎​Production Computer Vision: Fine-tuned YOLO architectures for maritime satellite segmentation using 5-fold cross-validation and NSGA-II optimization, ensuring reliable edge-case detection under noisy SAR conditions where missed targets carry operational liability.
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‎​Full-Cycle Stack: Python (PyTorch, scikit-learn, NumPy, pandas), LangChain, FastAPI, Streamlit, Git, GitHub Actions CI/CD.

Education

Львівський національний університет імені Івана Франка

Комп'ютерні науки, Львів
Higher, from 2024 to 2025 (1 year)

Львівський національний університет імені Івана Франка

Економічна кібернетика, Львів
Higher, from 2020 to 2024 (4 years)

Knowledge and skills

• Risk modeling
• Finance
• RAG
• Docker
• Data analysis
• Statistics
• Machine learning
• Finance modeling
• Time series forecasting
• IRRBB
• Streamlit
• SQL
• Python
• Risk analysis
• AI literacy
• Data modeling
• EDA

Language proficiencies

• English — advanced
• Ukrainian — fluent