About This Role
This senior data scientist role focuses on designing, implementing, and supporting MLOps infrastructure and deployment patterns. It involves building and improving CI/CD workflows, establishing training patterns, and ensuring production readiness for machine learning models. The position requires a candidate with extensive experience in MLOps and a commitment to continuous improvement in data science operations.
Responsibilities
- Design, implement, and support reusable MLOps infrastructure, templates, and deployment patterns
- Build and improve CI/CD workflows for automated testing, model packaging, artifact versioning, release approval, deployment, rollback, and promotion across environments
- Establish repeatable training and retraining patterns, production-readiness standards, technical documentation, and operational runbooks
- Design and maintain monitoring for model performance, data and feature quality, drift, pipeline health, latency, failures, usage, and other operational indicators
- Implement actionable alerts and diagnostic capabilities
- Troubleshoot production issues across models, application code, data, pipelines, and platform components
- Conduct root-cause analysis and implement durable corrective actions
- Create governed and scalable development and deployment patterns in partnership with Data Engineering, IT, Security, and platform teams
- Improve reproducibility, testing, dependency management, access controls, secrets management, auditability, and maintainability
- Develop reusable components, documentation, and self-service capabilities that make approved patterns easier for data science teams to adopt
- Evaluate emerging tools, approaches, and automation opportunities
- Develop proofs of concept and reusable assets that improve deployment speed, reliability, governance, cost efficiency, and overall MLOps maturity
- Recommend practical improvements based on measurable organizational needs
Requirements
- 12+ years of experience
- Must be a US Citizen or Green Card holder
Important Details
About the Company
This company is seeking a Senior Data Scientist to enhance their MLOps capabilities.
