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JHU BME

Laboratory for Computational
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580.691/491 Learning Theory
This course
introduces the probabilistic foundations of learning theory. We will discuss
topics in regression, estimation, optimal control, system identification,
Bayesian learning, and classification. Our aim is to first derive some of the
important mathematical results in learning theory, and then apply the
framework to problems in biology, particularly animal learning and control of
action. However, this is not a
machine learning course. Rather, our aim is to use these mathematical results
to better understand learning and control processes in the central nervous
system. This course is taught in the Spring semester.
440.600 Core Course on Neuroscience
This course
introduces the human central nervous system to first year medical students
and graduate students at Johns Hopkins. The four lectures introduce the
spinal motor structures, descending tracts, posterior parietal cortex, and
the motor system of the frontal lobe.
This course is taught in the spring semester.
580.423/623
Systems Bioengineering: The
nervous systems
This is
one of the core courses in undergraduate education at Hopkins BME. The
purpose of this course is to introduce the central nervous system from an
engineering perspective. This course is taught in the spring semester.
580.431/631
Computational Motor Control
This
course uses topics from robotics, control theory, and neuroscience to
understand in some depth the primate motor system. Our approach is to use
mathematics to explore functions of muscles, spinal reflex systems, posterior
parietal cortex, frontal motor areas, cerebellum, and basal ganglia. Our
focus is on how these various parts of the motor system contribute to the
control and learning of reaching movements. The last time this course was offered was in spring 2003.
Text book: Shadmehr R, Wise SP (2005) Computational
Neurobiology of Reaching and Pointing: A Foundation for Motor Learning, MIT
Press, Cambridge MA.
Web resources.
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