Connectionists: Postdoctoral position in computational neuroscience and machine learning
Maxim Bazhenov
bazhenov at salk.edu
Wed Nov 15 13:24:09 EST 2017
Applications are invited for a post-doctoral research position in the
laboratory of Dr. Maxim Bazhenov at the University of California, San
Diego to develop neuroscience inspired machine learning algorithms
capable of continual learning and adapting to the novel situations and
contexts.This project involves close collaboration with the experimental
laboratory of Dr. Bruce McNaughton (UC Irvine). The ultimate goal of the
work is to advance the knowledge of how human and animal brains learn
from experience and apply these principles to the artificial systems to
enable continuous learning without catastrophic forgetting.
The successful candidate will collaborate with a team of researchers to
design neural network models of dynamic interactions between the
hippocampus and neocortex during learning and memory consolidation based
on experimental data. These models will be used to derive learning
principles that can be combined with advances in artificial intelligence
and machine learning. An ideal candidate should have experience in
computational/theoretical neuroscience and a basic knowledge of machine
learning, or, alternatively, experience in machine learning algorithms
and some basic knowledge ofneuroscience. Experience with hierarchical
learning, reinforcement learning, and/or goal-directed decision-making
would be particularly helpful.
The University of California offers excellent benefits. Salary is based
on research experience. Applicants should send a brief statement of
research interests, a CV and the names of three references to Maxim
Bazhenov at mbazhenov at ucsd.edu
--
Maxim Bazhenov, Ph.D.
Professor, Department of Medicine,
Neurosciences Graduate Program,
UCSD, School of Medicine
http://www.bazhlab.ucsd.edu/
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