Postdoctoral Research Associate Data Science for Advanced Manufacturing
Oak Ridge National Laboratory Postdoctoral Research Associate Data Science for Advanced Manufacturing
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