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Details
Posted: 22-Jul-22
Location: Irvine, California
Salary: Open
Internal Number: 3271113
University of California Irvine
Postdoctoral Scholar-Mjolsness
The 'Mathematical AI for Science' group in the Computer Science Department, and the Institute for Genomics and Bioinformatics, at the University of California, Irvine, seeks a postdoctoral scholar.
Primary project area:
Machine-learning and AI based model reduction methods for stochastic, spatial, structural models of cytoskeleton in synapses and in plant cells.
This work will be in collaboration with researchers in neurobiology and in plant science.
Secondary project areas:
Potential overlap with other scientific applications of quantitative graph dynamics and machine-learned model reduction will be explored.
Requirements:
- PhD in physics, quantitative biology, or related discipline.
- Strong skills in applied mathematics
- Knowledge of current methods in physics-informed machine learning, including current software.
- Knowledge of and experience with numerical simulation methods, including solution of partial differential equations and/or stochastic biochemical network models.
- Experience with current computational science software, including distributed parallelism.
- Knowledge of graph algorithms.
- Excellent skills in verbal and written communication.
Desired:
- Knowledge of and fluency with quantum field theory and/or the Doi-Peliti formalism of classical nonequilibrium statistical mechanics.
To apply, visit https://recruit.ap.uci.edu/JPF07106
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About University of California Irvine (UCI)
Since 1965, the University of California, Irvine has combined the strengths of a major research university with the bounty of an incomparable Southern California location. UCI's unyielding commitment to rigorous academics, cutting-edge research, and leadership and character development makes the campus a driving force for innovation and discovery that serves our local, national and global communities.
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