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Some of my work and interests

I hold a degree in Radiophysics from Lomonosov Moscow State University. My background includes telecommunications, software engineering, and applied data analysis, combining hands-on technical work with experience in operations, support, and engineering management.

Data science and machine learning remain areas of strong personal and professional interest for me, especially in applied and exploratory contexts. Alongside this, I work on system-level and networking projects, including traffic control and automation for embedded and Linux-based systems.

Most of the work presented in this profile consists of independent and pet projects. They are driven by technical curiosity, practical problem-solving, and a desire to better understand systems from both data-driven and low-level engineering perspectives, rather than by direct production needs of large organizations.



Featured Project

MAC-Shaper
A lightweight traffic shaping solution for OpenWrt that provides per-MAC upload and download bandwidth control using Linux tc and ifb.
Includes a backend daemon, LuCI web interface, and prebuilt packages for embedded devices.
Fully documented, actively maintained, and production-ready.


Independent & Applied Projects

Classical ML

Project Job Type Status
NPD prediction Predicting the next purchase to better understand customer behavior and optimize business decisions. Complete
NP Multilabel prediction Predicting a user's next order as a set of product categories using a fully connected neural network. Complete

Data Science & Machine Learning (Applied & Educational Projects)

Yandex Data Science Practicum

Project Study Type Status
Basic Python Data validation and user behavior comparison using real Yandex.Music data. Complete
Data preprocessing Studying the impact of family status and children on loan repayment. Complete
Exploratory Data Analysis Real estate market analysis based on Yandex.Real Estate data. Complete
Statistical Data Analysis Customer behavior analysis for tariff optimization. Complete
Composite Project - 1 Identifying patterns that determine game success. Complete
Introduction to Machine Learning Building a classification model for tariff selection. Complete
Supervised Learning Predicting bank customer churn. Complete
Machine Learning in Business Profit and risk analysis for oil extraction regions. Complete
Composite Project - 2 Predicting gold recovery rates in industrial processes. Complete
Linear Algebra Data transformation for personal information protection. Complete
Numerical Analysis Car price prediction based on technical characteristics. Complete
Time Series Forecasting taxi demand at airports. Complete
Machine Learning for Text Toxic comment detection for moderation. Complete
Computer Vision Age prediction from facial images. Complete
Diploma Project Predicting customer churn for a telecom operator. Complete

Deep Learning: NLP & Computer Vision

Project Job Type Status
DL & NLP – GeoNames Geographical name normalization using GeoNames. Complete
DL & CV – Music Genre Prediction Music genre classification based on album cover images. Complete