Production ML & AI Ops Engineer

Fairview Health Services; Minneapolis (MN); On-site; USD 109,000 - 155,000; Full time

Job summary

Fairview Health Services seeks an AI & ML Operations Engineer to design, build, deploy, and support scalable AI/ML solutions. You will stay hands-on in engineering, testing, deployment, and troubleshooting while using enterprise capabilities for production data movement and integration.

You will collaborate with data scientists, cloud and security teams, and other engineers to deliver robust production services.

Qualifications

• B.S./B.A. in CS/Engineering or equivalent experience.
• At least three years in software Eng/DevOps/MLOps with production systems.
• Proficiency in Python or another modern language (e.g., Java, Go).
• Hands-on experience deploying batch and/or real-time ML models in production.
• Experience with CI/CD tools (GitHub Actions, GitLab CI, Jenkins, Azure DevOps).
• Hands-on experience with containerization and orchestration on enterprise platforms.
• Experience in cloud/hybrid environments (AWS, Azure, GCP).
• Knowledge of SQL and data workflows; API integration with pipelines.
• Experience implementing logging, metrics, monitoring, and incident response.
• Understanding of security best practices and RBAC.

Responsibilities

• Model deployment and orchestration using CI/CD, containers, and APIs.
• Release management for models and services including rollback and retraining workflows.
• Develop ML platform capabilities: feature stores, model registries, experiment tracking.
• Ensure deployed models have governance, lineage, and audit trails.
• Implement monitoring, alerts, and reliability measures for performance and data quality.
• Collaborate with data teams on data pipelines and API integrations.
• Support maintainability with documentation, escalation paths, and ownership.
• Operate LLM/AI applications with quality checks and usage monitoring.
• Adhere to security and enterprise coding standards; manage access controls.
• Help move prototypes to production with code reviews and reliability improvements.

Skills

Python

CI/CD

Containers

Cloud

SQL

Monitoring

Security

Collaboration

Education

B.S./B.A. in Computer Science/Engineering

Tools

MLflow

Kubeflow

SageMaker

Vertex AI

Azure ML

Job description

Fairview Health Services seeks an AI & ML Operations Engineer to design, build, deploy, and support scalable AI/ML solutions. You will stay hands-on in engineering, testing, deployment, and troubleshooting while using enterprise capabilities for production data movement and integration.

You will collaborate with data scientists, cloud and security teams, and other engineers to deliver robust production services.