Which of the following layer sets includes the minimum three layers required to constitute an artificial neural network?

The correct answer is C. An input layer, a hidden layer, and an output layer. By definition, an artificial neural network requires at least these three fundamental layers: the input layer to receive data, one or more hidden layers to perform transformations, and the output layer to produce predictions. Pooling, convolutional, and dropout layers are…

Machine Learning

Question

Options

AAn input layer, a pooling layer, and an output layer
BAn input layer, a convolutional layer, and a hidden layer
CAn input layer, a hidden layer, and an output layer
DAn input layer, a dropout layer, and a hidden layer

How the community answered

(43 responses)

A
2% (1)
B
5% (2)
C
91% (39)
D
2% (1)

Explanation

By definition, an artificial neural network requires at least these three fundamental layers: the input layer to receive data, one or more hidden layers to perform transformations, and the output layer to produce predictions. Pooling, convolutional, and dropout layers are useful in specialized architectures (e.g., CNNs) but aren't part of the minimal ANN structure.

Topics

#neural network#input layer#hidden layer#output layer

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