
Bryan User
@bryanuser8
I build practical production machine learning solutions from data exploration through monitoring and retraining.
What I'm looking for
I've delivered production machine learning solutions at Accenture, turning ambiguous client needs into measurable prediction targets, evaluation frameworks, and operational models.
I build recommendation, document-processing, forecasting, classification, and predictive analytics systems using Python, scikit-learn, PyTorch, and TensorFlow.
At EPAM Systems and Tietoevry, I developed scalable inference services, monitoring, validation workflows, and backend components for high-volume and security-focused data.
I also bring experience from IBM Romania building Python and Flask services, REST APIs, PostgreSQL data workflows, and React-connected operational dashboards.
Experience
Work history, roles, and key accomplishments
Applied data science and production machine learning across diverse industries, translating business problems into measurable analytical and ML solutions. Performed exploratory analysis, designed ML solutions, and supported production systems.
Designed and delivered cloud-based machine learning solutions for production environments, focusing on scalable inference, model reliability, and measurable business outcomes. Built reproducible workflows and model-serving services.
Built machine learning and Python backend components for security-focused systems, combining model development with reliable data processing and production services. Processed high-volume telemetry and implemented classification and anomaly-detection models.
Developed data-driven Python services and analytical foundations for enterprise applications, combining data analysis, backend engineering, and production data workflows. Built Flask services, REST APIs, and data pipelines.
Education
Degrees, certifications, and relevant coursework
University POLITEHNICA of Bucharest
Master's Degree, Artificial Intelligence and Optimization
2019 - 2020
Master's Degree in Artificial Intelligence and Optimization from the University POLITEHNICA of Bucharest, completed in 2020.
University POLITEHNICA of Bucharest
Bachelor's Degree, Computer Science
2011 - 2015
Bachelor's Degree in Computer Science from the University POLITEHNICA of Bucharest, completed in 2015.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Salary expectations
Skills
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