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Rostislav ShigapovRS
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Rostislav Shigapov

@rostislavshigapov

Machine Learning Engineer at Technopark who developed a retail product recommendation system from customer purchase and browsing data.

Spain
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At Technopark, I worked with a team developing a product recommendation system for store customers, using their previous purchases and expressed product interest. I prepared customer purchase and browsing data, engineered features, and trained the recommendation model.

For my Google Analytics Customer Conversion Prediction project, I built an end-to-end classification pipeline using 1.2 million user sessions and 4 million events. I compared CatBoost, Random Forest, and Logistic Regression models; the final CatBoost model reached 0.75 ROC-AUC and 0.70 accuracy.

I also saved the model and implemented a FastAPI REST API with a /predict endpoint. Before my Machine Learning Engineer role, I worked as a Sales Consultant at Technopark, where I ranked among the top-performing consultants and trained and supported new employees.

Experience

Work history, roles, and key accomplishments

TE

Machine Learning Engineer

Technopark

Jan 2026 - Aug 2026 (7 months)

Worked in a team developing a product recommendation system for store customers, based on their previous purchases and the products they showed interest in. Prepared data and engineered features from customer purchase and browsing behavior, and trained the recommendation model.

TE

Sales Consultant

Technopark

Apr 2023 - Jan 2026 (2 years 9 months)

Consulted customers on smartphones, laptops and consumer electronics, translating technical specifications into practical recommendations. Ranked among the top-performing sales consultants for multiple consecutive months and trained new employees.

Education

Degrees, certifications, and relevant coursework

Altai State University logoAU

Altai State University

Bachelor's degree, Mathematics and Information Technologies

2018 - 2022

Studied at the Faculty of Mathematics and Information Technologies, Department of Differential Equations.

Skillbox logoSK

Skillbox

Machine Learning Engineer, Machine Learning

Completed a Machine Learning Engineer course.

Yandex logoYA

Yandex

Data Analysis for Machine Learning, Data Analysis

Completed a Data Analysis for Machine Learning course.

Stepik logoST

Stepik

Python Programming, Programming

Completed a Python Programming course.

Tech stack

Software and tools used professionally

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