Lawrence Berkeley National Laboratory - Nuclear Science

Position ID:Lawrence Berkeley National Laboratory - Nuclear Science-BAYESIANPOSTDOC [#25519, 99820]
Position Title: Bayesian UQ Postdoctoral Fellow
Position Type:Postdoctoral
Position Location:Berkeley, California 94720, United States [map] sort by distance
Subject Areas: Physics / Machine Learning, QCD
Appl Deadline: finished (2023/08/31, finished 2024/03/26, listed until 2023/12/11)
Position Description:    

*** this position has been closed and new applications are no longer accepted. ***

The Nuclear Science Division (NSD) at Lawrence Berkeley National Laboratory has an opening for a Postdoctoral Scholar, with focus on the development of new approaches to Bayesian Inference and Uncertainty Quantification (Bayesian UQ) using Machine Learning and Artificial Intelligence.


The position is hosted by the Relativistic Nuclear Collisions Program (RNC) in the NSD. The RNC carries out experimental research in a broad range of areas in Quantum Chromodynamics (QCD), with strong participation in the ALICE experiment at the LHC, the STAR and sPHENIX experiments at RHIC, and the future EPIC experiment at the EIC. Members of the RNC play a leading role in the JETSCAPE Collaboration of experimentalists and theorists, which applies Bayesian Inference to study the Quark-Gluon Plasma (QGP) and other aspects of QCD. The NSD also has a strong QCD Theory group, whose members collaborate closely with RNC.


The work in this position will be divided evenly between two projects:


  • Collaborate on a new, multi-disciplinary initiative which brings together physicists and data scientists to explore general ML/AI-based solutions to Bayesian UQ problems in diverse areas of Nuclear Physics, including the QGP, neutrinos, and applied NP. This position will focus on QGP physics, utilizing JETSCAPE as the test-bed for new developments.

  • Carry out research in support of one of the areas of interest of the RNC Program, depending upon the interests of the candidate and needs of the RNC Program.


The position is open both to experimentalists and to theory phenomenologists, with an interest in Quantum Chromodynamics (QCD) and the quantitative interpretation of experimental data.


What You Will Do:

  • Contribute to research in an original manner. Create new Bayesian UQ algorithms and apply existing algorithms in novel ways to heavy-ion and other Nuclear Physics data. 

  • Perform novel theoretical modeling calculations of the dynamics of the Quark-Gluon Plasma, or carry out novel analyses of experimental data. 

  • Report results of these calculations to the local and broader scientific communities, in RNC group meetings, NSD meetings, seminars, and conference talks.

  • Publish papers/reports documenting these analyses in refereed journals.

  • Mentor students in their research at LBNL and UC Berkeley.


What is Required:

  • Recent Ph.D. in Nuclear/High-Energy Physics or a related discipline within the last 3 years (excluding career interruptions).

  • Experience with theoretical modeling or data analysis in high energy particles or nuclear physics.

  • Proficiency in written and oral dissemination of scientific results.

  • Ability to work independently and in collaboration in a research environment.


How To Apply:

For inquiries please contact Peter Jacobs (pmjacobs@lbl.gov).

The following requested application materials listed below must be submitted through Academic Jobs Online:

  1. Cover Letter.

  2. Curriculum vitae.

  3. A list of up to ten relevant publications, including contributions for multi-author publications.

  4. A statement describing current and future research interests (3-page limit excluding figures and references).

  5. A statement describing past activities and future interests in diversity, outreach and leadership (1 page maximum).

  6. Arrange to have 3 letters of reference submitted (at least one reference from outside LBNL/UC Berkeley).


Salary:

The monthly salary range for this position is $5,000 - $6,257 and is expected to start at $5,954 or above. Postdoctoral positions are paid on a step schedule per union contract and salaries will be predetermined based on postdoctoral step rates. Each step represents one full year of completed post-Ph.D. postdoctoral experience.


Notes:

  • This is a full-time, 2 year 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. Salary for Postdoctoral positions depends on years of experience post-degree.

  • This position is represented by a union for collective bargaining purposes.

  • This position may be subject to a background check. Any convictions will be evaluated to determine if they directly relate to the responsibilities and requirements of the position. Having a conviction history will not automatically disqualify an applicant from being considered for employment.

  • Work will be primarily performed at: Lawrence Berkeley National Lab, 1 Cyclotron Road, Berkeley, CA.


Berkeley Lab is committed to Inclusion, Diversity, Equity and Accountability (IDEA) and strives to continue building community with these shared values and commitments. Berkeley Lab is an Equal Opportunity and Affirmative Action Employer. We heartily welcome applications from women, minorities, veterans, and all who would contribute to the Lab's mission of leading scientific discovery, inclusion, and professionalism. In support of our diverse global community, all qualified applicants will be considered for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, disability, age, or protected veteran status.

Equal Opportunity and IDEA Information Links: Know your rights, click here for the supplement: Equal Employment Opportunity is the Law and the Pay Transparency Nondiscrimination Provision under 41 CFR 60-1.4. 


Application Materials Required:
Submit the following items online at this website to complete your application:
And anything else requested in the position description.

Further Info:
https://www.lbl.gov/
email address
 
1 Cyclotron Rd
Berkeley, CA 94720