It is practically impossible to remove noise completely from a dataset which justifies the high usage of probability and statistics in machine learning models. Probability helps to quantify uncertainty caused due to noise in a prediction. Overfitting is a major problem as far as any machine learning algorithm is concerned. And it has been proven…

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