bvshyam / ctgan_tabular_data

Creating tabular GAN on credit card dataset

ctgan_tabular_data

This repo is to validate if we can use CTGAN to generate tabular data and improve imbalanced dataset

To follow along, please check the Medium article: Can we handle an Imbalanced dataset by generating Synthetic data with Conditional Tabular GAN? | Credit data.

Analysis

1. Get Kaggle credit card dataset
2. Use SMOTE andg generate synthetic data
3. Use CTGAN and generate data
4. Create model and compare results

Author

Shyam BV

GITHUB

BLOG