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Home Credit Default Risk: Open Solution

This repository has been forked from https://github.com/bielrv/open-solution-home-credit-1.git and has been later modified by myself.

1. Installation

  1. Clone repository
git clone https://github.com/bielrv/open-solution-home-credit-1.git
  1. Create virtual environment
virtualenv -p python3 venv
  1. Activate virtualenv
source venv/bin/activate
  1. Install requirements
pip install -r requirements.txt

2. Train and predict

Execute main.py

python main.py -- train_evaluate_predict_cv --pipeline_name lightGBM

4. Issues

Increase SWAP memory

In order to successfully train the model an increase of the swap might be required.

What is SWAP space?

Swap space is a restricted amount of physical memory that is allocated for use by the operating system when available memory has been fully utilized. It is memory management that involves swapping sections of memory to and from physical storage.