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Mher SukiasyanMS
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Mher Sukiasyan

@mhersukiasyan

I build production ranking, recommendation, and LLM workflows for personalized sports-betting products.

Armenia
Message

What I'm looking for

I'm looking to build and improve production ML, recommendation, personalization, and LLM-powered automation systems, working across the full ML lifecycle from experimentation to monitoring and iteration.

At SOFTCONSTRUCT, I build and improve ranking models and recommendation systems for personalized sports-betting decisions. I've developed ML pipelines that predict users' favorite teams and connect those signals to relevant player-to-score bet recommendations, while supporting deployment, monitoring, and iteration with production teams.

I work across data analysis, feature engineering, model training, A/B testing, and LLM-assisted automation. Using BigQuery, SQL, Python, MLflow, Redis, and Grafana, I helped reduce query billing by approximately 45% and turn multi-hour manual workflows into processes completed in under 30 minutes.

Experience

Work history, roles, and key accomplishments

SO
Current

Machine Learning Engineer

SoftConstruct

Jan 2026 - Present (7 months)

Build and improve ranking models and recommendation systems for personalized product decisions in production. Develop production-ready ML pipelines for sports-betting personalization, including a model that predicts users' favorite teams and connects that signal to relevant player-to-score bet recommendations.

Education

Degrees, certifications, and relevant coursework

PA

Picsart Academy

AI Engineering Program, Artificial Intelligence

2024 - 2026

Completed the AI Engineering Program at Picsart Academy, focusing on applied artificial intelligence and machine learning.

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