CoreResponsibilities
- Design, build, and maintain end-to-end machine learning pipelines from research through production deployment.
- Engineer scalable training, inference, and retraining workflows using AWS SageMaker.
- Develop and maintain feature engineering, feature storage, and data preparation pipelines.
- Automate model deployment, testing, validation, and release processes using CI/CD practices.
- Build batch, real-time, and event-drivenarchitectures.
- Implement model monitoring for performance, drift detection, data quality, and operational health.
- Partner with quantitative researchers and data scientists toproductionalizeresearch models.
- Manage model versioning, lineage tracking, experiment management, and reproducibility.
- Optimize model performance, scalability, reliability, and cloud cost efficiency.
- Establish engineering standards, testing frameworks, and governance controls for ML solutions.
- Support production operations, incident response, and continuous improvement of deployed models.
Required Qualifications:
- Minimum of eight years related work experience, with at least three years of development experience.
- Undergraduate degree or equivalent combination of training and experience. Graduate degree preferred.
- Experience in software engineering, machine learning engineering, data engineering, or a related technical discipline.
- Strong experience building and deploying machine learning solutions in production environments.
- Expertise in Python and modern data science libraries (Pandas, NumPy, Scikit-Learn,PyTorch, TensorFlow, or similar).
- Hands-on experience with AWS services, including SageMaker
- Experience building and maintaining machine learning pipelines, feature engineering workflows, and model deployment processes.
- Knowledge ofMLOpspractices, including CI/CD, model versioning, experiment tracking, monitoring, and automated retraining.
- Strong understanding of software development lifecycle practices, testing strategies, and production support.
- Ability to work effectively with researchers, data scientists, and business stakeholders to deliver business outcomes.
Special Factors
Sponsorship
Vanguard is not offering visa sponsorship for this position.
