marvin minsky - nice workshop · 2018-05-02 · marvin minsky. why vision is a hard problem....
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Marvin Minsky
Why Vision is a Hard ProblemWhy Vision is a Hard Problem
PerceptronPerceptron
1969
Boltzmann MachinesLearning Probability Distributions
Boltzmann MachinesLearning Probability Distributions
Hinton and Sejnowski, 1983
Geoffrey Hinton
)( sleepwake
jijiij ssssw
Visual Cortex
Hubel and Wiesel, 1969
Hubel and Wiesel, 1962Hubel and Wiesel, 1962
Simple CellSimple Cell
Complex CellComplex Cell
Felleman and Van Essen,1991
Geoffrey Hinton and Yann Le Cun
Deep LearningDeep Learning
Yamins and DiCarlo, 2016Yamins and DiCarlo, 2016
Saddle Points in High DimensionsSaddle Points in High Dimensions
Error
Weights
January 5, 2017: “After humanity spent thousands of years improving our tactics, computers tell us that humans are completely wrong.”
Ke JieKe Jie
RUBIRUBI
Javier Movellan
Neuromorphic EngineeringNeuromorphic Engineering
Kwabena Boahen and Kareem Zaghloul
Retinal Ganglion CellsRetinal Ganglion Cells
Kuffler, 1953
Neuromorphic CameraNeuromorphic Camera
Tobi Delbruck
Lichtsteiner, Posch and Delbruck, 2008
Sejnowski and Delbruck, Scientific American 2012
BRAIN InitiativeBrain Research through Advancing
Innovative Neurotechnologies
April 2, 2013
BRAIN InitiativeBrain Research through Advancing
Innovative Neurotechnologies
April 2, 2013 April 2, 2013
Sophie Aimon
BRAIN InitiativeBRAIN Initiative
The Deep Learning RevolutionThe Deep Learning Revolution
Terrence SejnowskiSalk Institute
UCSD
Terrence SejnowskiSalk Institute
UCSD