Anton Mitchenko
Data Scientist | RAG & AI Agents | Machine Learning
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Giới thiệu
Data Scientist with 2+ years of experience building end-to-end ML and AI solutions across recommendation systems, predictive modeling, NLP, and LLM applications. Proven track record delivering production-ready solutions for global enterprise clients including Kenvue and Danone, across FMCG, cosmetics, household care, and food product domains. Experienced in optimizing ML pipelines, automating AI-driven data collection, and developing scalable business-facing analytics systems.
Kinh nghiệm
Data Scientist / ML Engineer at Cloverpop (2025-04 – Present)
- Designed and delivered 10+ ML forecasting and analytics models across multiple FMCG product categories with average WAPE of ~15% for enterprise clients including Kenvue and Danone across US, Canada, Germany, and UK
- Improved end-to-end ML pipeline efficiency by 45%, refactoring legacy codebase into modular class/function-based package architecture
- Enhanced AI-powered product scraping pipeline by optimizing OpenAI prompt engineering, introducing additional web scraping strategies, and developing new LangChain-based extraction workflows
- Built automated product enrichment pipelines combining LLM extraction, traditional scraping libraries, and structured post-processing logic
- Developed product similarity engine using Gower distance for nearest-product matching and recommendation/business analytics use cases
Senior Specialist of Debt Collection Analysis at Raiffeisen Bank Ukraine (2024-10 – 2025-03)
- Developed SQL-based analytical workflows, automated reporting pipelines, and business dashboards to support debt collection and risk management operations Analyzed financial and customer datasets to improve debt collection strategies
- Analyzed financial and customer datasets to identify optimization opportunities in collection strategy and portfolio risk
Data Scientist, NLP (Freelance) at Mantis Analytics (2023-11 – 2024-04)
- Developed NLP pipeline for social media disinformation detection
- Achieved Top 3 placement in Kaggle private competition
- Built multilingual text preprocessing and model evaluation pipelines
Học vấn
M.S. in Economic Analytics – National Technical University of Ukraine "Kyiv Polytechnic Institute" (2024 – 2026)
B.S. in Applied Mathematics – National Technical University of Ukraine "Kyiv Polytechnic Institute" (2020 – 2024)
