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General Dynamics Information Technology

Builds and runs technology for government agencies

Machine Learning Operations Engineer SME

Applied Machine LearningPosted on Nov 9
Full-timeMcLean, VA, USA

About the Job

Requirements

  • Fifteen or more years of related experience.
  • An active Top Secret/Sensitive Compartmented Information clearance with polygraph.
  • Develop and manage infrastructure for model training, deployment, and serving across on-premises environments.
  • Manage containerization and orchestration of machine learning services, such as Docker and Kubernetes.
  • Build and maintain continuous integration and continuous deployment pipelines for machine learning models and data workflows.
  • Collaborate with data scientists, data engineers, and software developers to operationalize machine learning solutions.
  • Troubleshoot production issues and optimize system reliability, scalability, and cost.
  • Document processes, standards, and best practices for machine learning operations.
  • Automate model packaging, versioning, testing, and release processes.
  • Implement monitoring for model performance, data quality, drift, latency, and system health.
  • Maintain reproducible environments and experiment tracking for model development.
  • Support data and model governance, including security, access controls, and auditability.

Responsibilities

  • Create and maintain custody of production machine learning models for tasks including audio extraction, object recognition, natural language processing, and other classification tasks.
  • Optimize existing machine learning services to better use current GPU capabilities and assist with planning future GPU requirements.
  • Deploy machine learning models against streaming data to provide near-real-time analytics that augment decision-making.
  • Improve data architecture decisions with data engineers to better stage data for continuous training models in production.
  • Provide support for data extraction, transformation and loading, data mapping, analytics, operations, databases, and maintenance of data and associated systems.

About the Company

General Dynamics Information Technology

Builds and runs technology for government agencies

GDIT builds and runs technology systems for U.S. government agencies, including defense, intelligence and civilian organizations. Its work spans cloud infrastructure, cybersecurity and software development, with tools tailored to sensitive missions and large agency operations. The company combines its own reusable technology solutions with commercial products, then earns revenue through contracts to design, integrate, modernize and operate customer systems, including support for both classified and unclassified networks. It also supplies technical expertise and daily operational support, and is a business unit of General Dynamics headquartered in Falls Church, Virginia.

Company size
10,001+
Company stage
Not listed
Total funding
Not listed
Headquarters
Falls Church, VA
Founded
1999

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