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PART 5 Supervised Hebbian Learning

PART 5 Supervised Hebbian Learning

PART 5 Supervised Hebbian Learning. Outline. Linear Associator The Hebb Rule Pseudoinverse Rule Application. Hebb ’ s Postulate.

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975 views • 48 slides
Unsupervised learning The Hebb rule – Neurons that fire together wire together. PCA

Unsupervised learning The Hebb rule – Neurons that fire together wire together. PCA

Unsupervised learning The Hebb rule – Neurons that fire together wire together. PCA RF development with PCA. Classical Conditioning and Hebb’s rule. Ear. A. Nose. B. Tongue. “When an axon in cell A is near enough to excite cell B and

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688 views • 48 slides
Simple learning in connectionist networks

Simple learning in connectionist networks

Simple learning in connectionist networks. Learning associations in connectionist networks Associationism (James, 1890) Association by contiguity Generalization by similarity. Connectionist implementation

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625 views • 47 slides
Hebb Rule

Hebb Rule

Hebb Rule. Linear neuron Hebb rule Similar to LTP (but not quite…). Hebb Rule. Average Hebb rule= correlation rule Q: correlation matrix of u. Hebb Rule. Hebb rule with threshold= covariance rule C: covariance matrix of u

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779 views • 41 slides
Associative Learning

Associative Learning

Associative Learning. Outline. Simple Associative Network Unsupervised Hebb Rule Simple Recognition Network Instar Rule Simple Recall Network Outstar Rule. Simple Associative Network. Banana Associator. Unsupervised Hebb Rule. Banana Recognition Example. Example.

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677 views • 28 slides
Unsupervised learning The Hebb rule – Neurons that fire together wire together. PCA RF development with PCA

Unsupervised learning The Hebb rule – Neurons that fire together wire together. PCA RF development with PCA

Unsupervised learning The Hebb rule – Neurons that fire together wire together. PCA RF development with PCA. Classical Conditioning . Classical Conditioning and Hebb’s rule. Ear. A. Nose. B. Tongue. “When an axon in cell A is near enough to excite cell B and

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528 views • 21 slides
The delta rule

The delta rule

The delta rule. Learn from your mistakes. If it ain’t broke, don’t fix it. Outline. Supervised learning problem Delta rule Delta rule as gradient descent Hebb rule. Given examples. Find perceptron such that. Supervised learning. Example: handwritten digits.

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653 views • 19 slides
Supervised Hebbian Learning

Supervised Hebbian Learning

Supervised Hebbian Learning. Hebb’s Postulate.

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1.63k views • 14 slides
Supervised Hebbian Learning

Supervised Hebbian Learning

Supervised Hebbian Learning. Hebb’s Postulate.

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457 views • 14 slides
Supervised Hebbian Learning

Supervised Hebbian Learning

Supervised Hebbian Learning. Hebb’s Postulate.

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681 views • 14 slides

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