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Capital One

Lead Machine Learning Engineer

McLean, VA $197k - $225k/yr Full time Posted 3h ago

Job Description

Capital One is seeking a Lead Machine Learning Engineer to productionize ML applications and systems at scale onsite in McLean, VA.

Responsibilities

  • Design, develop, and deliver ML models and components that address real business needs, collaborating with Product and Data Science teams.
  • Inform ML infrastructure decisions through solid understanding of modeling techniques, data and feature selection, model training, hyperparameter tuning, dimensionality, bias/variance, and validation.
  • Solve complex problems by writing robust application code, developing and validating ML models, and automating tests and deployment processes.
  • Collaborate within a cross-functional Agile team to create and enhance software that enables state-of-the-art big data and ML applications.
  • Retrain, maintain, and monitor models in production to ensure ongoing performance and reliability.
  • Leverage or build cloud-based architectures, technologies, and platforms to deliver optimized ML models at scale.
  • Construct optimized data pipelines to feed ML models with high-quality, timely data.
  • Apply continuous integration and continuous deployment best practices, including test automation and monitoring, for successful deployment of models and code.
  • Ensure code quality and governance to reduce vulnerabilities and align with Responsible and Explainable AI practices.
  • Utilize programming languages such as Python, Scala, or Java to implement ML solutions.

Requirements

  • Bachelor’s degree required.
  • Minimum of 6 years designing and building data-intensive solutions using distributed computing; internship experience does not apply.
  • At least 4 years of experience programming with Python, Scala, or Java.
  • Minimum of 2 years of experience building, scaling, and optimizing ML systems.

Technologies

  • Python
  • Scala
  • Java
  • AWS
  • Azure
  • Google Cloud Platform
  • scikit-learn
  • PyTorch
  • Dask
  • Spark
  • TensorFlow

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