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Consider training a linear separating hyperplane in a 2-dimensional space (i.e., to find a line that separates two classes). Give an upper bound on the
Consider training a linear separating hyperplane in a 2-dimensional space (i.e., to find a line that separates two classes). Give an upper bound on the number of training examples sufficient to assure with 90% confidence that the learned line will have true error of at most 5%.Does this bound seem realistic?
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