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Two hundred labeled samples are used to train two binary classifiers M 1 and M 2 . For classifier M 1 , the dataset is

Two hundred labeled samples are used to train two binary classifiers M1 and
M2. For classifier M1, the dataset is divided into training and validation
sets of 100 samples each and the classifier is trained on the training set. The
performance of M1 on this validation set provides a 80% accuracy. For classifier
M2, the dataset is divided into a training set of 150 samples and a validation set
of 50 samples, and the classifier is trained on the training set. The performance
of M2 on the corresponding validation set provides and accuracy of 90%. Is
classifier M2 to be preferred to classifier M1? Justify your answer.

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