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Artificial Intelligence207610 marksLearning with Neural Networks

Define mathematical model of artificial neural network. Discuss how Hebbian learning algorithm can be used to train a neural network. Support your answer with an example.

Define mathematical model of artificial neural network. Discuss how Hebbian learning algorithm can be used to train a neural network. Support your answer with an example.[10]

An Artificial Neural Network (ANN) is inspired by the biological neural network of the human brain. The mathematical model of a single artificial neuron (also called a McCulloch-Pitts neuron, first proposed in 1943) consists of the following components: Symbol Meaning ----------------- x₁, x₂, .....

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