Support Vector Machine and Method in Python Project

Using Support Vector Machine (SVM) method in PythonThe goal of this project is to determine which risk factors are the most significant predictors of a patient developing coronary heart disease (CHD) within 10 years. Estimate/Test samples Did you stratify the sampling?Upsampling or Downsampling?Other splits?What variables are expected to make an impact in your model (just a few)Example: We expect studying, tutoring, completing assignments…. Will lead to higher grades.This was determined from visuals, domain expertise, etc.At this stage which model is best? How do you know?Do you think this is an adequate solution to your problem? Can you do better?