Neural networks · Question 50 of 60

Which logical function can a single-layer perceptron learn?

1 answer is correct. Hard

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Answer

  • D The AND function, because it is linearly separable

Explanation

The single-layer perceptron can learn binary classifiers for linearly separable problems by separating the classes with a straight line in the input space. The AND function is linearly separable, so a perceptron can learn it until the error is zero. XOR is not linearly separable and therefore beyond what a single perceptron can do.

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