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Mr. Mehedi Hasan selected a decision boundary to classify two objects with high bias & faced some problems. When he chose the decision boundary with

Mr. Mehedi Hasan selected a decision boundary to classify two objects with high bias & faced some problems. When he chose the decision boundary with high variance, he also faced another kind of challenge. So, finally, he kept the bias & variance low for choosing a decision boundary and found a good classification result. Now explain why it is good to keep low bias and low variance in the case of decision boundary?

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