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Oak Ridge National Laboratory

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Postdoctoral Research Associate Data Science for Advanced Manufacturing

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You will develop sensing, data-processing, analytics, machine-learning, and statistical-modeling workflows for manufacturing datasets. You will build and evaluate AI models for monitoring, anomaly detection, prediction, optimization, and decision support, including real-time and edge deployment. You will collaborate across disciplines and publish and present research results.

Responsibilities

  • Develop and integrate imaging and sensing modalities for manufacturing data collection and monitoring
  • Develop modular data-processing workflows
  • Develop and deploy data analytics, machine learning, and statistical-modeling methods for multimodal manufacturing data
  • Develop, integrate, and evaluate AI and machine-learning models for anomaly detection, predictive modeling, process optimization, and automated decision support
  • Collaborate with multidisciplinary teams to provide sensing, computational, and analytical expertise
  • Support research and development activities within the Manufacturing Demonstration Facility

Requirements

  • PhD in mechanical engineering, materials science, electrical engineering, computer engineering, computer science, data science, applied mathematics, or a closely related field
  • Experience with multimodal data acquisition, data analytics, statistical modeling, and machine learning in manufacturing
  • Proficiency in Python and data-science and machine-learning libraries including NumPy, Pandas, SciPy, scikit-learn, PyTorch, and TensorFlow
  • Experience developing and deploying machine-learning or deep-learning models
  • Ability to present complex results to multidisciplinary stakeholders
  • Verbal and written communication skills
  • Must be qualified for export-controlled technology access without an export-control license
  • Must have received a PhD no more than five years before application and complete degree requirements before appointment

Benefits

  • Medical plans
  • Retirement plans
  • Flexible work hours
  • On-site fitness facilities
  • On-site banking facilities
  • On-site cafeteria facilities
  • Prescription Drug Plan
  • Dental Plan
  • Vision Plan
  • 401(k) Retirement Plan
  • Contributory Pension Plan
  • Life Insurance
  • Disability Benefits
  • Vacation and holidays
  • Parental Leave
  • Legal Insurance with Identity Theft Protection
  • Employee Assistance Plan
  • Flexible Spending Accounts
  • Health Savings Accounts
  • Wellness Programs
  • Educational Assistance
  • Relocation Assistance
  • Employee Discounts

Skills

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See also

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