Senior ML Engineer — Production ML at Scale

Capital One; Cambridge (MA); On-site; USD 197,000 - 225,000; Full time

Job summary

Capital One is seeking a Machine Learning Engineer to join an Agile team focused on productionizing ML applications and systems at scale. You will design, develop, and implement ML components and ensure high availability and performance.

Work with Product and Data Science teams to build robust data pipelines, optimize models, and apply CI/CD and monitoring. Proficiency in Python, Scala, or Java is required, as is a Bachelor’s degree and multiple years of experience.

Qualifications

• Bachelor’s degree required.
• 6+ years designing data-intensive solutions with distributed computing.
• 4+ years programming in Python, Scala, or Java.
• 2+ years building, scaling, and optimizing ML systems.

Responsibilities

• Design, build, and deliver ML models and components with Product and Data Science teams.
• Inform ML infrastructure decisions including model, data, and feature selection.
• Write, test, and deploy ML applications with automated tests.
• Collaborate in a cross-functional Agile team to enable state-of-the-art big data and ML apps.
• Retrain, maintain, and monitor models in production.
• Leverage cloud-based architectures to deliver optimized ML models at scale.
• Construct optimized data pipelines for ML models.
• Apply CI/CD and monitoring to ensure successful deployment.
• Ensure code quality, governance, and responsible AI practices.
• Use Python, Scala, or Java for implementation.

Skills

Python

Scala

Java

ML modeling concepts

CI/CD

Education

Bachelor’s Degree

Master/Doctoral in CS/EE/Math

Tools

Spark

TensorFlow

PyTorch

scikit-learn

Job description

Capital One is seeking a Machine Learning Engineer to join an Agile team focused on productionizing ML applications and systems at scale. You will design, develop, and implement ML components and ensure high availability and performance.

Work with Product and Data Science teams to build robust data pipelines, optimize models, and apply CI/CD and monitoring. Proficiency in Python, Scala, or Java is required, as is a Bachelor’s degree and multiple years of experience.