9 дней назад
Postdoctoral Research Associate (Machine Learning)
71 900 - 119 000$
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Postdoctoral Research Associate (Machine Learning): Designing, developing, and deploying machine-learning and high-performance computing workflows, algorithms, and software for DOE scientific applications across materials, biology, physics, and nuclear science with an accent on scalable training and inference, surrogate modeling, workflow automation, and performance optimization. Focus on building software for heterogeneous architectures and leadership-class supercomputers, ensuring reproducibility and scalability, and collaborating with interdisciplinary domain scientists.
Location: On-site at the Upton, NY campus, with possible hybrid work arrangements. Moderate domestic and international travel is expected.
Salary: $71,900–$119,000 per year, commensurate with qualifications, education, experience, and internal peer-group considerations.
Company
is a multidisciplinary U.S. Department of Energy laboratory conducting discovery science and transformative technology research across multiple scientific domains.
What you will do
- Design, develop, and deploy machine-learning and HPC workflows, algorithms, and software for DOE mission applications.
- Build software integrating machine-learning and numerical techniques for heterogeneous architectures, including GPUs, accelerators, and leadership-class supercomputers.
- Collaborate with computer scientists, computational scientists, applied mathematicians, and domain scientists to address scientific computing needs.
- Implement correctness and reproducibility testing, then analyze and optimize software scalability and performance.
- Apply software engineering and documentation practices to improve usability and maintainability.
- Present results at conferences and workshops and publish findings in conference proceedings or peer-reviewed journals.
Requirements
- PhD in Computational Physics, Chemistry, Materials Science, Computer Science or Engineering, Applied Mathematics, or a related field; the PhD must be obtained before employment begins.
- Strong experience developing, deploying, and optimizing applications and workflows in HPC environments.
- Programming proficiency in C/C++ and Python, with knowledge of at least one HPC parallel programming model such as MPI, OpenMP/OpenACC, CUDA, HIP, Kokkos, or SYCL/OpenCL.
- Hands-on machine-learning experience covering end-to-end model training, tuning, and evaluation.
- Understanding of DNN, CNN, transformer, and graph-based neural-network models and their scientific applications.
- Eligibility requires no more than five combined years of relevant postdoctoral and/or R&D experience after obtaining the PhD, subject to stated exclusions. The selected candidate must be able to obtain and maintain a DOE Uncleared Personal Identity Verification credential.
Nice to have
- Experience scaling machine-learning training or inference across multi-node HPC systems.
- Experience optimizing ML architectures and evaluating performance on CPUs and GPUs.
- Knowledge of scientific numerical algorithms, adaptive or agent-based workflows, and leadership-class or exascale platforms such as Perlmutter, Frontier, or Aurora.
- Contributions to collaborative or open-source software projects.
Culture & Benefits
- Collaborative, interdisciplinary research environment spanning computer science, mathematics, computational science, and scientific domains.
- Comprehensive employee benefits program.
- Initial two-year appointment with possible extension and career growth based on performance and funding.
- Work guided by integrity, responsibility, innovation, respect, teamwork, safety, and ethical accountability.
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