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Egor IvanchenkoEI
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Egor Ivanchenko

@egorivanchenko

Machine Learning Engineer at Retouch4me & 3D LUT Creator, refining segmentation masks to Boundary IoU 0.9816.

Serbia
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At Retouch4me & 3D LUT Creator (RELU OÜ), I built a mask refinement model using Uformer and global context to turn coarse segmentation masks into high-resolution masks with fine details and clean boundaries. Trained on real and synthetic data with weighted SWA, it reached Boundary IoU 0.9816.

I also implemented computer vision models from papers end to end in PyTorch and exported them to ONNX for ONNX Runtime inference.

As a freelance AI Engineer, I designed and built a Telegram AI assistant for a lighting manufacturer so staff could get luminaire specifications without asking engineers. It used the OpenAI Responses API for multi-step tool calling over structured product data, with source-row citations and Google Sheets syncing to SQLite.

At AI Strategy, I built and maintained APIs and Telegram bots with LLM and RAG integration. I shipped marketplace automation for Wildberries and Ozon sellers and a feedback bot for Territoriya Fitnessa, and implemented and trained AlphaGAN for natural image matting as a personal project.

Experience

Work history, roles, and key accomplishments

RO
Current

Machine Learning Engineer Intern

Retouch4me & 3D LUT Creator (RELU OÜ)

Aug 2025 - Present (1 year 3 months)

Built a mask refinement model (Uformer + global context) that turns coarse segmentation masks into high-resolution masks with fine details and clean boundaries. Trained on real and synthetic data with weighted SWA, achieving high Boundary IoU, Boundary F1, IoU, and Dice scores.

FR

AI Engineer

Freelance

Sep 2026 - Sep 2026 (0 months)

Designed and built end-to-end a Telegram AI assistant for a lighting manufacturer, enabling staff to get luminaire specs on their own. Implemented an LLM agent on OpenAI Responses API with multi-step tool calling over structured product data, and developed an async aiogram backend with document parsing and Docker deployment.

AS

Python Developer

AI Strategy

Jun 2024 - Jul 2025 (1 year 1 month)

Built and maintained APIs and Telegram bots with LLM and RAG integration. Shipped a marketplace automation bot for Wildberries and Ozon sellers and a feedback bot for Territoriya Fitnessa, cutting manual staff work. Led a team, organized workflows, and delegated tasks.

Education

Degrees, certifications, and relevant coursework

University of the People logoUP

University of the People

Bachelor of Science, Computer Science

2026 -

Pursuing a Bachelor of Science in Computer Science, expected to continue beyond November 2026.

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