The underpinnings of ML

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The following questions are based on a sample of observations based on two variables - x1 and x2. The values of x1 and x2 range from 0 to 2 as seen from the graph.

Linearly Separable Dataset The sample contains two classes of observations - one represented in blue and the other represented in red.

Can these two classes be linearly separated ?

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