Руслана User
@user266
Machine Learning Engineer and Data Scientist building fraud, segmentation, and forecasting systems that drive measurable impact.
What I'm looking for
I’m a Machine Learning Engineer/Data Scientist focused on end-to-end pipelines that turn data into measurable outcomes. At ’Alpha Oil’ LLC (Red Petroleum), I boosted marketing campaign conversion rates by 15–25% through a segmentation pipeline, managed a 500GB ClickHouse DWH for 600K+ profiles, and trained a Gaussian Mixture Model (GMM).
I also reduced repetitive internal analytics requests by 40% by co-developing a corporate AI agent and knowledge base, and I built a transaction fraud scoring model with Python and CatBoost (feature engineering, Optuna, calibration, inference pipeline, and automated alert/report generation). From freelancing and building projects, I’ve deployed time-series forecasting, NLP pipelines using text embeddings, and a job recommendation engine with Sentence-BERT—implemented with Celery/Redis and production-ready Docker workflows.
Experience
Work history, roles, and key accomplishments
ML Engineer/Data Scientist
Alpha Oil LLC (Red Petroleum)
Nov 2025 - Present (10 months)
Designed and deployed ML pipelines for customer segmentation, internal AI/LLM evaluation, and transaction fraud scoring. Built supporting data aggregation and automated alert/reporting workflows.
Data Scientist
Freelance
Oct 2024 - Nov 2025 (1 year 1 month)
Delivered machine learning solutions remotely, including time-series forecasting, NLP-based competitor analysis, and churn/engagement modeling for mobile app data.
ML Engineer(Python)
EmployMe
Oct 2023 - Jun 2025 (1 year 8 months)
Built a hybrid job recommendation engine using collaborative filtering and Sentence-BERT embeddings, and implemented asynchronous scoring/inference workflows for user-resume matching.
Bid Data Engineering
TSI AUCA
Aug 2022 - Present (4 years 1 month)
Worked in bid data engineering for TSI AUCA (Bishkek, Kyrgyzstan).
Education
Degrees, certifications, and relevant coursework
University of Klagenfurt
Bachelor of Robotics and Artificial Intelligence, Robotics and Artificial Intelligence
2026 - 2029
Pursuing a Bachelor of Robotics and Artificial Intelligence at the University of Klagenfurt (Mar 2026–Jun 2029).
TSI AUCA
Bid Data Engineering
2022 - 2025
Studied Bid Data Engineering at TSI AUCA in Bishkek (Aug 2022–Jul 2025).
Availability
Location
Authorized to work in
Portfolio
github.com/Ruslana15Job categories
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