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home-credit-default-risk's Introduction

Table of Contents

  1. Installation
  2. Project Motivation
  3. File Descriptions
  4. Results
  5. Licensing, Authors, and Acknowledgements

Installation

libraries needed by this project are provided by the Anaconda distribution of Python. he code should run with no issues using Python versions 3.*.

Project Motivation

In this project, I look into home credit default data and try to build a model that predict the likelihood of each applicant repaying a loan .

Features are generated both manually and automaticly.

LightGBM is used to predict likelihood.

File Descriptions

Data file can be found at Kaggle

EDA notebook contain all steps of data EDA and cleaning process.

Features_Models notebook contain all steps of building the model

Result

The final model gives local cv 0.77954 and 0.78205 on test data

The full findings of the code can be found at the post available here.

Licensing, Authors, Acknowledgements

Data Source can be acquired from Kaggle

home-credit-default-risk's People

Contributors

haataa avatar

Watchers

James Cloos avatar  avatar

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