/LoanDefault-Prediction

LoanDefault-Prediction

Primary LanguageJupyter Notebook

LoanDefault-Prediction

Model Accuracies:

  • Random Forest with Randomized search CV -- 82.09
  • Logistic Regression with Grid search CV -- 83.18
  • Support Vector Machine with Grid search CV -- 82.50
  • K Nearest Neighbors with Grid search CV -- 77.40
  • Bagging with Base estimator as Random Forest -- 84.10
  • Bagging with Base estimator as Logistic Regression -- 83.10
  • AdaBoost Classifier ----- 83.60
  • MultilLayer Perceptron Classifier ----- 83.40

Technologies:

  • Programming Language: Python
  • Libraries: Pandas, Scikit-learn, Matplotlib, Seaborn

Data Source:

https://www.lendingclub.com/info/download-data.action