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Unit 10 · Artificial Intelligence (AI) Paper 2 CS · December 2022 Shift 2

Which Boolean operations on two variables can be represented by a single perceptron layer?
I. X1 AND X2
II. X1 OR X2
III. X1 NOR X2
IV. X1 XOR X2
Choose the most appropriate answer from the options given below:

Pick an option to check yourself, or open the answer below.

Show answer & explanation

Correct answer: C. I, II and III only

Explanation

AND, OR and NOR are linearly separable; XOR is not, so it needs a hidden layer.

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