Umit Coskun

About Umit Coskun

I specialize in architecting and deploying self-healing machine learning pipelines that operate autonomously, directly translating to maximized operational uptime and eliminated manual intervention in complex factory environments.Over 8+ years, I’ve refined a unique approach: combining a physicist\'s intuition for pattern recognition with deep MLOps and cloud engineering expertise. This allows me to preemptively identify manufacturing bottlenecks and turn complex, ambiguous challenges into elegant, automated solutions.My Expertise Ecosystem:End-to-End MLOps: Architecting, building, and deploying scalable ML pipelines on cloud infrastructure.Real-Time Orchestration: Using Kubernetes for effortless scalability and ensuring high-availability models.Predictive Analytics: Developing real-time dashboards that offer high-fidelity anomaly detection, predicting issues before they impact production.

Experience

1. Machine Learning Engineer

   Intel

   Oct 2022 — Present · Hillsboro, OR, US

   Design and deploy end-to-end automated deep learning pipelines on cloud, leveraging Python and Docker to enable scalable model training and inference for production environments.• Architect continuous learning systems that automatically retrain and deploy machine learning models, eliminating manual intervention while ensuring models evolve with changing factory conditions.• Build real-time monitoring dashboards for mission-critical factory operations, delivering instant status visibility and automated alerts that minimize downtime and maintain production stability.• Deploy and manage diverse applications across Kubernetes clusters spanning Linux and Windows environments, enabling reliable orchestration at scale.• Drive DevOps transformation by establishing CI/CD pipelines and consulting across teams, accelerating development cycles and improving operational efficiency.

Education

• Caltech

  Visiting Graduate Student

• Orta Doğu Teknik Üniversitesi / Middle East Technical University

  Bachelor's degree, Physics

  2010 — 2015

• Orta Doğu Teknik Üniversitesi / Middle East Technical University

  Master's degree, Theoretical and Mathematical Physics

  2015 — 2017

• University of Kentucky

  Doctor of Philosophy - PhD, Nuclear Physics

  2017 — 2022