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