Postdoctoral Research Associate in Machine Learning for Data with Spatial Symmetries
6 days ago
Machine Learning Under Spatial Symmetries Postdoc
Job SummaryWe are seeking a highly motivated Postdoctoral Research Associate to join our team at Los Alamos National Laboratory. The successful candidate will work on a research project focused on building optimally rotation-invariant neural nets using tensor algebra and Lie group theory.
Key Responsibilities- Conduct research on machine learning for data with spatial symmetries
- Develop and implement novel algorithms for rotation-invariant neural nets
- Collaborate with a small team of Ph.D. staff scientists on the research project
- Publish results of the work in high-impact peer-reviewed journals and present at well-known conferences
- Ph.D. in mathematics, computer science, data science, computational science, materials science, or a related discipline
- Strong publication record in mathematics, computer science, data science, computational science, materials science, or related disciplines
- Good presentation, oral, and written communication skills
- Experience with computer programming and applied mathematics
- Expertise in data science and/or machine learning with direct experience using deep neural networks, convolutional neural networks, and/or graph neural networks
- Experience with computer vision, image classification and/or image processing
- Expertise with group theory, in particular with Lie Groups
- Experience designing neural network architectures
- Experience with molecular dynamics for materials science or chemistry
- Experience with materials microstructure
- Strong experience with python programming and machine learning frameworks for neural networks such as pytorch
- Demonstrated experience in interdisciplinary science, especially in the areas mentioned above
The work location for this position is onsite and located in Los Alamos, NM. All work locations are at the discretion of management.
SalaryCompetitive salaries are based on the date the PhD degree requirements were completed or the degree was awarded. Starting salary for a new graduate is currently $94,500.
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