Write a computer program to prepare a Linear Support Vector Machine SVM. Prepare a report and deliver the report together with a data set and program code. The grading for the assignment will be based on the written report, program code. The programming language will be C++ and using any standard SVM library is not allowed. Though using a library to just answer the optimization problem in Linear SVM is permissible.
1. Interpret the results you get with different values of penalty multiplier parameter in Linear SVM.
2. Show how you can increase the generalization property of your Linear SVM?