loan_pred.R contains all code. 'data' folder contains test and train datasets. 'Sample_Submission.csv' contains the predicted output To publish this model as a web service i have written a sample code at the end of the file.This web service can be consumed by any third party application.It has been deployed in Azure Machine Learning Studio.