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Assuming that we train the flexible classification models based on two subsamples of the iris dataset, as shown below. The points that fall in the

Assuming that we train the flexible classification models based on two subsamples of the iris dataset, as shown below. The points that fall in the same colour belong to the corresponding category. Please explain why the blue point on the left figure is classifiedinto the category virginica while classified into the category versicolor on the right figure.Please explain what problem we are having with two flexible classification models.

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2.5 2.5 X X X 2.0 X 2.0 X versicolor virginica X 1,5 O Petal. Width 1.5 Petal. Width XX setosa versicolor virginica 1.0 10 Y Y setosa 0.5 0.5 X X x X XXX X X X xx xx : XXXXX 2.5 3.0 3.5 4.0 2.0 2.5 3.0 3.5 4.0 Sepal. Width Sepal. Width Flexible classification trained on a 1st subsample of iris dataset Flexible classification trained on a 2nd subsample of iris dataset

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