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Project Proposal (Goals (create interpretable models (revealing…
Project
Proposal
Goals
detect complex patterns
automatically generate hypotheses
create interpretable models
revealing biological mechanism
understanding of
cognitive processes
normal
pathological
in brain disorders
leading to new treatments
design brain-inspired artificial intelligence
which are
biologically plausible
from the point of vie of
neurobiology
neuroscience
competitive
performant
from the point of view of
machine learning
References
slides
Computational Models, Machine Learning, and
Understanding the Brain
(2008)
Research Topic Description
Brain-inspired Machine Learning and Computation for Brain-Behavior Analysis
Editorial
Deep Learning and Computational Neuroscience
Neuroinformatics January 2018, Volume 16
papers
Deep Neural Networks in Computational Neuroscience
(2017)
Toward an Integration of Deep Learning and Neuroscience
(2016)
Human Brain Project
Event
From Neuroscience to Machine Learning
March 12, 2018 – March 13, 2018
Tools
Artificial Intelligence
machine learning
deep learning
(DNN)
cognitive learning models
simulations
convolutional neural networks
can mimick
e.g. inferior temporal cortex (IT)
neuroscience
computational models