Computing and Mathematical Sciences Division - Postdoctoral Researcher: CryoSTEM Foundation Models

Description

The Mohamed bin Zayed University of Artificial Intelligence (MBZUAI) is seeking a highly motivated Postdoctoral Research Associate to join a cutting-edge interdisciplinary project. In this role, you will deeply understand the physics and operation of cryogenic scanning transmission electron (cryoSTEM) microscopes, and apply this understanding to design the architecture of entirely new foundation models, directly advancing the frontier of computational biology and machine learning.

You will also implement parallel systems capable of training such models across large GPU clusters on cryoSTEM datasets in the multi-terabyte range. This position plays a pivotal role in supporting ongoing, high-impact research programs within our lab.

Abu Dhabi, UAE

The Mohamed bin Zayed University of Artificial Intelligence (MBZUAI) is seeking a highly motivated Postdoctoral Research Associate to join a cutting-edge interdisciplinary project. In this role, you will deeply understand the physics and operation of cryogenic scanning transmission electron (cryoSTEM) microscopes, and apply this understanding to design the architecture of entirely new foundation models, directly advancing the frontier of computational biology and machine learning.

You will also implement parallel systems capable of training such models across large GPU clusters on cryoSTEM datasets in the multi-terabyte range. This position plays a pivotal role in supporting ongoing, high-impact research programs within our lab.

The Successful Candidate Will Be Working Under The Joint Guidance Of Two Experts In Computational Microscopy And Machine Learning Systems, Blending Expertise In Advanced Bioimage Informatics And Parallel Computing

• Dr. Min Xu – Affiliated Associate Professor of Computer Vision, MBZUAI & Associate Professor, Carnegie Mellon University. Dr. Xu directs a dynamic research laboratory focused on computational biology, bioimage informatics, and structural biology. His core scientific research uses computer vision to pioneer new methods for 3D cellular structure analysis and cryo-electron tomography (cryo-ET).
• Dr. Qirong Ho – Assistant Professor of Machine Learning and Computer Science, MBZUAI. Dr. Ho specializes in distributed machine learning and systems architecture. His expertise drives the design of robust, parallelized systems required to scale massive biomedical imaging models efficiently over distributed GPU environments.

• Understand CryoSTEM Microscopy:
  Become deeply familiar with the physics and operation of state-of-the-art cryoSTEM microscopes.
• Design Foundation Models:
  Create new model architectures for cryoSTEM data, which will be informed by the strengths and limitations of cryoSTEM microscopes and their data pipeline. These foundation models will be used to improve the operation of cryoSTEM microscopes when applied to biological samples.
• Parallel Model Training:
  Deploy parallel computing systems for training large-scale cryoSTEM foundation models.
• Project Leadership:
  Manage complex research sub-projects and ensure research milestones are met.
• Mentorship:
  Guide and mentor graduate students and junior researchers within the lab.
• Academic Output:
  Author high-impact publications and produce other key deliverables to share findings with the broader scientific community.

Mohamed bin Zayed University of Artificial Intelligence(MBZUAI) is a world-leading university dedicated to advancing AI as a global force for good. The UAE’s visionary leaders established MBZUAI to educate and develop top talent, conduct advanced research, foster an innovation ecosystem, and act as a strategic think tank for the public and private sectors.

The University attracts world-class thinkers and doers in…