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Lecture 36 GENETIC ALGORITHM (1)

Lecture 36 GENETIC ALGORITHM (1)

Lecture 36 GENETIC ALGORITHM (1). Outline. What is a Genetic Algorithm? An Example Components of a Genetic Algorithm Representation of gene Selection Criteria Reproduction Rules Cross-over Mutation Potential Applications of GA. What is a Genetic Algorithm?.

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750 views • 16 slides
Lecture 14. MLP (VI): Model Selection

Lecture 14. MLP (VI): Model Selection

Lecture 14. MLP (VI): Model Selection . Outline. Universal approximation property Network structure selection Structural Design of MLP Dynamic and Static Growing Methods Dynamic and Static Pruning Methods Batch Learning Methods . Configuration of MLP .

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295 views • 15 slides
Lecture 11. MLP (III): Back-Propagation

Lecture 11. MLP (III): Back-Propagation

Lecture 11. MLP (III): Back-Propagation . Outline. General cost function Momentum term Update output layer weights Update internal layers weights Error back-propagation . General Cost Function . 1 ? k ? K (K: # inputs/epoch); 1 ? K ? # training samples

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273 views • 13 slides
Chapter 5 Unfolding

Chapter 5 Unfolding

Chapter 5 Unfolding. Unfolding is the process of unfolding a loop so that several iterations are unrolled into the same iteration. Also known as (a.k.a.) Loop unrolling (in compilers for parallel programs) Block processing . Applications

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326 views • 11 slides
Lecture 6. Learning (III): Associative Learning and Principal Component Analysis

Lecture 6. Learning (III): Associative Learning and Principal Component Analysis

Lecture 6. Learning (III): Associative Learning and Principal Component Analysis. Outline. Associative Learning: Hebbian Learning Use Associative Learning to compute Principal Component. Associative (Hebbian) Learning.

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263 views • 11 slides
Lecture 9 MLP (I): Feed-forward Model

Lecture 9 MLP (I): Feed-forward Model

Lecture 9 MLP (I): Feed-forward Model. Outline. Multi-Layer Perceptron Structure Feed Forward Model XOR Example MLP Applications. Multi-Layer Perceptron Structure. A Three Layer Feed-forward Multi-Layer Perceptron. Two Layer Perceptron XOR Gate. Decision Boundaries of XOR.

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264 views • 10 slides

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