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Need help with ai homework
1) Construct a support vector machine that computes the xor function. Use values of +1 and 1
(instead of 1 and 0) for both inputs and outputs, so that an example looks like ([1,1],1) or ([1,1],1).
Map the input into a space consisting of . Draw the four input points in this space and the maximal
margin separator. What is the margin? Now draw the separating line back in the original Euclidean
input space.
2) A simple perceptron can represent AND and OR but not XOR. Consider a hard-threshold
perceptron with input , explain the reason and prove that this perceptron cannot represent XOR.

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  • 1. Need help with ai homework 1) Construct a support vector machine that computes the xor function. Use values of +1 and 1 (instead of 1 and 0) for both inputs and outputs, so that an example looks like ([1,1],1) or ([1,1],1). Map the input into a space consisting of . Draw the four input points in this space and the maximal margin separator. What is the margin? Now draw the separating line back in the original Euclidean input space. 2) A simple perceptron can represent AND and OR but not XOR. Consider a hard-threshold perceptron with input , explain the reason and prove that this perceptron cannot represent XOR.