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Daniela KutlevaDK
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Daniela Kutleva

@danielakutleva

I build production GenAI and machine learning systems that turn complex business signals into action.

Canada
Message

At Home Depot Canada, I build and evaluate production GenAI systems, including automated QA infrastructure for a complex 40+ agent system on Google ADK. I created DeepEval and pytest test suites with Streamlit diagnostics, helping identify and fix faulty agent logic across most agents.

I also re-architected a geospatial Airflow pipeline into an on-demand notebook workflow, reducing recurring Mapbox costs by approximately 97%. My work includes a modular alert-ranking system that prioritizes the most business-relevant signals and creates a foundation for future recommendations.

Previously at OMD Canada, I developed forecasting, marketing mix modeling, and audience-segmentation solutions using Random Forest and XGBoost to inform targeting decisions. I led a Snowflake-to-Amazon Redshift migration in two months, improving performance while reducing infrastructure costs.

Across analytics, machine learning, and GenAI, I translate ambiguous business problems into practical technical solutions and collaborate closely with Data Science, Engineering, Product, QA, and DevOps teams.

Experience

Work history, roles, and key accomplishments

HC
Current

Senior Data Scientist

Home Depot Canada

Nov 2020 - Present (5 years 9 months)

Built a geospatial pipeline in Airflow to compute centroids across 30+ hierarchy files per market/state grouping; identified a mismatch between its continuous execution and actual usage, and re-architected it into an on-demand, notebook-based workflow, cutting recurring Mapbox costs ~97% (~$1,000/month to ~$100/quarter). Designed and built automated QA/evaluation infrastructure from scratch (metho

Education

Degrees, certifications, and relevant coursework

Queen's University logoQU

Queen's University

Master of Management Analytics, Management Analytics

Master of Management Analytics from Queen's University.

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