Loan Binary Classification Task

We will build and train 5 Machine Learning

Classifiers (Logistic Regression & SVM & KNN & Decision Tree

& Gaussian Naive Bayes) using loan data set

to classify if the client will be given a Loan By the

Bank or not.

Tools :

- we used python language with sklearn library to build and train machine learning classifiers

- we used matplotlib and seaborn libraries to plot histogram and useful charts

- we used pandas library to deal with dataset

- we used numpy library to deal with python arrays

- we used imblearn library to deal with imbalanced dataset

Comparison Table

Logistic Regression Classifier

SVM Classifier

KNN Classifier

Decision Tree Classifier

Gaussian Naive Bayes Classifier