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No BackProp, Please! How can a biological network learn deep representations without Backprop? This video shows that biologically plausible learning rules with a…
25VideoPreparation-allrec2
From Wulfram Gerstner
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Introduction to Biological Background:From Biological to Artificial Neural Networks
VideoLecture00.2IntroBiology
From Wulfram Gerstner
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Three-factor learning rules:Three-factor rules add to Hebbian rules a neuromodulator that conveys a global feedback signal.
videoLecture01.3-ThreeFactorRules-rec
From Wulfram Gerstner
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Hebb Rule: a framework for learning rules
videoLecture01.2HebbRules-part2-rec3
From Wulfram Gerstner
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Biological Learning means Synaptic Plasticity
videoLecture01.1HebbRules-part1rec1
From Wulfram Gerstner
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No Backprop, please !BackProp is the most widely used algorithm in machine learning and artificial neural networks, but it is biologically not plausible. Why? And are…
videoLecture00.1noBackProp
From Wulfram Gerstner
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The formalism of low-rank recurrent neural networks is introduced. It is shown that trajectories of the dynamics of all N neurons stays in a D-dimensional space, if the…
Low-rank recurrent neural networks
From Wulfram Gerstner
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This video presents two views of neural activity. The first view is the classic view in the tradition of Hubel and Wiesel, i.e., neurons have characteristic functional…
Two views of neural activity in the brain
From Wulfram Gerstner
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Neural Manifold is the name used by neuroscientists for the following observation: when experimentalists record from, say, N = 500 neurons, the activity vector of all N…
What are Neural Manifolds?
From Wulfram Gerstner
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CS-456 Artificial Neural Networks Summer 2024 -…
From Wulfram Gerstner
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CS-456 Artificial Neural Networks Summer 2024 -…
From Wulfram Gerstner
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CS-456 Artificial Neural Networks Summer 2024 -…
From Wulfram Gerstner
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CS-456 Artificial Neural Networks Summer 2024 -…
From Wulfram Gerstner
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CS-456 Artificial Neural Networks Summer 2024 -…
From Wulfram Gerstner
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CS-456 Artificial Neural Networks Summer 2024 -…
From Wulfram Gerstner
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