Demo

Machine Learning Postdoc and High Performance Computing

Lawrence Berkeley National Laboratory
San Francisco, CA Full Time
POSTED ON 2/23/2025
AVAILABLE BEFORE 5/22/2025

Machine Learning Postdoc and High Performance Computing

AM-Applied Mathematics and Computational Research

103557

Lawrence Berkeley National Lab’s ( LBNL ) Applied Mathematics and Computational Research Division has an opening for a Postdoctoral Fellow to join the team.

In this exciting role, you will conduct fundamental and applied research in the use of AI / ML for the generation and transpilation of accurate, distributed memory, high-performance computations on GPU-accelerated supercomputing platforms.

What You Will Do :

  • Leverage AI / ML including existing large language models (LLMs) to generate (prompt-based) or transpile (source to source) distributed-memory, high-performance computations targeting GPU-accelerated supercomputing platforms.
  • Augment such technologies and techniques to maximize performance and scalability, maintain numerical properties, and enhance readability and maintainability.
  • Publish and present research results in high-impact journals and top conferences in the areas of machine learning and parallel computing.

What is Required :

  • PhD degree, within the last 3 years, in Computer Science, Computational Sciences, Applied Mathematics, or a related technical field.
  • Proficiency in C and / or C programming language.
  • Proficiency in one or more of the parallel libraries / languages such as MPI, OpenMP, CUDA.
  • Experience with one or more large language models (LLM)
  • Experience in one or more of the popular scripting languages such as Python.
  • Experience in optimization of HPC on multicore or GPU-accelerated architectures.
  • Ability to publish in top journals and conferences.
  • Ability to conduct research in a highly collaborative environment.
  • Excellent verbal and written communication skills.
  • Desired Qualifications :

  • Software engineering tools such as make and git.
  • We invite everyone to apply, but for full consideration, please apply by March 31, 2025, with an anticipated start date of October 1, 2025.

    Notes :

  • This is a full-time, 2 years, postdoctoral appointment with the possibility of renewal based upon satisfactory job performance, continuing availability of funds and ongoing operational needs. You must have less than 3 years of paid postdoctoral experience.
  • This position is represented by a union for collective bargaining purposes.
  • The monthly salary range for this position is $8,321-$10,418 and is expected to start at $8,321 or above.
  • This position is subject to a background check. Any convictions will be evaluated to determine if they directly relate to the responsibilities and requirements of the position.
  • Work may be performed on-site, hybrid, or full-time telework. The primary location for this role is Lawrence Berkeley National Lab, 1 Cyclotron Road, Berkeley, CA. Work must be performed within the United States.
  • Want to learn more about working at Berkeley Lab? Please visit : careers.lbl.gov

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