mplement a logistic regression classifier with maximum likelihood $($ML$)$ estimator using

Stochastic gradient descent and Mini$-$Batch gradient descent algorithms. Divide the data into

training and test. Choose a proper learning rate. Use cross$-$validation on the training data to

choose the best model and report the recall, precision, and accuracy on malignant class prediction

$($class label malignant is positive$)$ on the test data using the best model. Write down each step of

your solution.