PYTHON CODE : Consider the attached dataset. This data set is an illustrative example of a nonlinear dataset. The following

figure shows the scatter plot of this dataset and its info$().$

In this assignment, you are requested to use four types of SVM:

LinearSVC

LinearSVC with polynomial transfer as a preprocessing

SVC with linear kernel

SVC with poly kernel

Split the dataset at $80$:$20$ and try to find the best accuracy using the four options. Show your result over

the training set and test set. Write a small report to highlight your findings.