Explain the following concepts:

$$ Classification with Logistic Regression

Ans:

$$ Logistic Regression Decision Boundary

$$ Classification with k$-$Nearest Neighbors

$$ Accuracy Measure

$$ Sensitivity Measure

$$ Specificity Measure

$$ Precision Measure

$$ Performance Measures

$$ Classification Tree

$$ Bagging Ensembles