/loan-prediction

Loan Prediction using Machine Learning algorithms

Primary LanguageJupyter NotebookMIT LicenseMIT

Loan Prediction

The goal of this project is to develop some ML models to predict whether or not a loan application will be approved.

Problem Estatement

Company wants to automate the loan eligibility process (real time) based on customer detail provided while filling online application form.

Data Dictionary

Variable - Description

Loan_ID - Unique Loan ID

Gender - Male/ Female

Married - Applicant married (Y/N)

Dependents - Number of dependents (0,1,2,3+)

Education - Applicant Education (Graduate/ Under Graduate)

Self_Employed - Self employed (Y/N)

ApplicantIncome - Applicant income

CoapplicantIncome - Coapplicant income

LoanAmount - Loan amount in thousands

Loan_Amount_Term - Term of loan in months

Credit_History - Credit history meets guidelines

Property_Area - Urban/ Semi Urban/ Rural

Loan_Status - Loan approved (Y/N)

This dataset can be obtained in the following challenge: https://datahack.analyticsvidhya.com/contest/practice-problem-loan-prediction-iii/

License MIT