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loan-default-prediction

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vishnukanduri / Credit-Risk-Modeling-in-Python

Star 73

Modeled the credit risk associated with consumer loans. Performed exploratory data analysis (EDA), preprocessing of continuous and discrete variables using various techniques depending on the feature. Checked for missing values and cleaned the data. Built the probability of default model using Logistic Regression. Visualized all the results. Com…

python machine-learning tutorial numpy modeling machine-learning-algorithms pandas loans tutorial-code machine-intelligence loan-default-prediction credit-risk machinelearning-python dummy-variables matpllotlib
  • Updated Mar 31, 2020
  • Jupyter Notebook

naveen-chauhan / Loan-Prediction-Classification

Star 34

A Classification Problem which predicts if a loan will get approved or not.

python machine-learning scikit-learn machine-learning-algorithms jupyter-notebook python3 machinelearning jupyter-notebooks scikitlearn-machine-learning loan-default-prediction machine-learning-tutorials loan-prediction-analysis loan-application machinelearning-python machinelearningprojects loan-prediction-problem machine-learning- loan-prediction matpolotlib
  • Updated Aug 4, 2022
  • Jupyter Notebook
Home-Credit-Default-Risk-Recognition

abhishekdbihani / Home-Credit-Default-Risk-Recognition

Star 16

The project provides a complete end-to-end workflow for building a binary classifier in Python to recognize the risk of housing loan default. It includes methods like automated feature engineering for connecting relational databases, comparison of different classifiers on imbalanced data, and hyperparameter tuning using Bayesian optimization.

scikit-learn feature-selection xgboost hyperparameter-optimization lightgbm hyperopt feature-engineering bayesian-optimization hyperparameter-tuning binary-classification imbalanced-data automl loan-default-prediction udacity-machine-learning-nanodegree f1-score automated-feature-engineering featuretools auc-roc-curve auc-roc-score k-fold-cross-validation
  • Updated Jul 1, 2020
  • Jupyter Notebook

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