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fraud-detection's Introduction

Fraud detection with cost-sensitive machine learning

Summary

I am training and testing the following five models for fraud prediction on a credit card fraud data set (available on Kaggle)

  • Logistic regression (regular)
  • Artificial Neural Network (regular)
  • Cost-sensitive Artificial Neural Network
  • Cost-classification Logistic regression
  • Cost-classification Artificial Neural Network

All models are evaluated with 5-fold cross-validation in terms of both, F1-score and cost savings

For a detailed description of this project, please refer to the article here

Repository organization

main.py: Train, test and evaluate all models

eval_results.py: Function to evaluate results

ANN.py: Artificial Neural Network with custom loss function (built in Keras)

results.ipynb: Generate plots to visualize results

results folder that contains results generated by running main.py in .npy file format

fraud-detection's People

Contributors

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