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Sofia Kutuzova

@sofiakutuzova

Machine learning student who developed a CNN for four-class brain tumor classification, reaching 94% accuracy.

Russian Federation
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At Shanghai University of Engineering Science, I assisted with the Mathematical Analysis course, supporting undergraduate students with topics including limits, differential calculus, and series. I also evaluated assignments and tests and supported faculty during final examinations.

For my Brain Tumor Classification from MRI Images project, I developed a lightweight CNN for four-class classification that achieved 94% accuracy and 0.99 recall. I reduced the model to 1.7 million parameters using Global Average Pooling.

I built a semantic image search system using OpenAI’s CLIP for natural-language queries over image archives. I integrated Qdrant Vector DB for similarity search and implemented zero-shot classification for automated image tagging.

On my Real-time Monitoring System project, I designed a concurrent architecture with a Spring Boot backend and a multithreaded socket server. I also implemented synchronization primitives and optimized JPA/Hibernate performance.

Experience

Work history, roles, and key accomplishments

SS

Academic Assistant

Shanghai University of Engineering Science

Apr 2026 - Jun 2026 (2 months)

Assisted in delivering a Mathematical Analysis course, evaluated assignments and exams, and supported faculty in administering final examinations.

Education

Degrees, certifications, and relevant coursework

ITMO University logoIU

ITMO University

Bachelor's degree, System application software

2024 -

Pursuing a degree in System application software at ITMO University from September 2024 to June 2028.

Shanghai University of Engineering Science logoSS

Shanghai University of Engineering Science

Machine Learning track, Machine Learning

2026 - 2026

Machine Learning track at Shanghai University of Engineering Science from March 2026 to July 2026.

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