Dataset: https:$//$drive$.$google.com$/$file$/$d$/1$NgfdUriW$5$pubYGjzpxZ$4$qWQTkZ$\_$EX$9$Jy$/$view$?$usp$=$share$\_$link

Use python based APIs and perform the following following classes of activities by using above dataset.

Write Ensemble ML activity on above datasets

Justify your design choices at each step: Write as a markdown cell in jupyter notebook at the beginning of each subsection.

$1.$ Perform and explain necessary pre$-$processing $/$ feature engineering on this dataset

$2.$ Perform the Machine Learning activity. Explain Attributes of interest, base classifier chosen with reason, model selected with reason

$3.$ Quantify and explain the quality of your ML model. Explain the choice of evaluation metric

$4.$ Your observation about the results $($Hint: comment on the problem statement and conclude the effectiveness of the machine learning activity$)$