Fitting a Support Vector Machine (SVM) Model - Learn how to fit a support vector machine model and use your model to score new data In Part 6, Part 7, Part 9, Part 10, and Part 11 of this series, we fit a logistic regression, decision tree, random forest, gradient boosting and neural network model to the Home Equity data we saved in Part 4. In this post we will fit a support vector machine (SVM) model to the same data to predict who is likely to go delinquent on their home equity loan and we ...