Peter Horvat

Senior MLOps Engineer

Zagreb, Croatia · Europe/Zagreb (UTC+2) · 11 years of experience

Peter focuses on reproducible model delivery, promotion controls, observability, and rollback.

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Why this profile fits

Reproducible model delivery

Versions code, data references, configuration, and artifacts so training and promotion can be repeated and audited.

Safe promotion and rollback

Uses evaluation gates, staged rollout, lineage, and a tested rollback path for model changes.

Operational measurement

Monitors service health, data quality, drift, cost, and model behavior with clear ownership.

Relevant toolkit

Python

Kubernetes

MLflow

TerraformCI/CD

Delivery evidence

Selected work

Edge Vision Release System

manufacturing quality

Designed and delivered a production ML platform focused on computer-vision operations; held inference availability above 99.9% across 42 edge production lines. The release included reproducible pipelines, promotion gates, lineage, drift alerts, and a documented rollback path.

Factory Drift Monitor

manufacturing quality operations

Built the supporting control and measurement layer for the primary system, covering review queues, regression checks, operational visibility, and a documented handoff to the owning team.

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Relevant experience

Career timeline

Senior MLOps Engineer

2023–Present

Devlyn client assignments · Remote

Led computer-vision operations delivery for a manufacturing quality team and held inference availability above 99.9% across 42 edge production lines.

MLOps Engineer

2015–2022

manufacturing quality product company (confidential) · Zagreb, Croatia

Built production systems in manufacturing quality, with increasing ownership of reliability, testing, and stakeholder delivery.

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Skill depth

Show experience in context.

Competency shapeAssessment across the same six dimensions used for every profile.

Relevant experience by skill

Python11 years

Kubernetes10 years

MLflow9 years

Terraform8 years

CI/CD11 years

Model Monitoring10 years

See the complete skill index

Languages

Frameworks

Tools

Platforms

Storage

Paradigms

Credentials

Certifications

Google Cloud Professional Machine Learning Engineer

Google Cloud · 2025 · Certified

Google Cloud Professional Cloud DevOps Engineer

Google Cloud · 2024 · Certified

Communication

Languages

English

Fluent

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