give me correct hands on answer please. I am attaching the picture also Generate $200$ random numbers for salary and years of experience similar to Table $1.$

Table$1.$ Salary data

$\backslash$table$[[$Employees$,$Salary in$[80000,200000],$Years of experience in$[0,30]],[1,110000,4],[2,125000,5],[..,,],[200,95000,1]]$

$(2.$a$)$ Fit a regression model on the data set. Then, forecast salary of a person who has $3$ years of work experience using the regression model that you estimated.

$(2.$b$)$ Explain if there is any bias or variance issues in your model. If so$,$ what is the reason for that issue and how you can fix it$.$