I'm Matt Sherafati.

I am a Senior Machine Learning Engineer based in Helsinki, currently focusing on building scalable lead generation engines at KONE and optimizing MLOps infrastructure at Resoniks.

With over 5 years of experience in the intersection of data engineering and software architecture, I specialize in turning complex algorithms into production-ready distributed systems. I have a deep love for clean code, robust backend architecture, and the Finnish sauna.

Work Experience

Senior ML Engineer @ KONE

2025 — Present
Helsinki, Finland

Engineering a scalable Lead Engine Pipeline to drive sales intelligence. Focused on distributed systems and high-throughput data processing.

Software Engineer | ML @ Resoniks

2024 — Present
Remote

Optimizing MLOps infrastructure and async backend services. Reduced response times by 25% through architectural refinements in Pydantic-based services.

Software Engineer @ DGShahr

2022 — 2023
Tehran, Iran

Designed and implemented scalable Python/Django backends. Improved task execution speed by 15% using Celery and Redis.

Data Engineer @ Divar

2022
Tehran, Iran

Built robust fraud detection pipelines, significantly reducing financial losses through real-time behavioral analysis.

Education

Aalto University

2023 — 2025
M.Sc. Computer Science

G.P.A: 4.56/5. Awarded the Dean's Scholarship for academic excellence.