Icon

39_​Fraud_​Detection

This directory contains 6 workflows.

Icon01_​Fraud_​Detection_​Model_​Training 

Fraud Detection: Model Training This workflow reads in the creditcard.csv file and trains and evaluates a Random Forest model to classify transactions […]

Icon02_​Fraud_​Detection_​Deployment 

Fraud Detection: Model Deployment This workflow, the deployment workflow, reads the trained model, as well as the new transaction and applies the model […]

Icon03_​Keras_​Autoencoder_​for_​Fraud_​Detection_​Training 

Keras Autoencoder for Fraud Detection Training Partition numeric input data into a training, test, and validation set. Normalize the data into range […]

Icon04_​Keras_​Autoencoder_​for_​Fraud_​Detection_​Deployment 

Keras Autoencoder for Fraud Detection Deployment Read Keras model. Read deployment data, which are normalized into range [0,1]. Apply the Keras model to […]

Icon05_​Isolation_​Forest_​for_​Fraud_​Detection_​Training 

Isolation Forest for Fraud Detection: Model Training This workflow uses the KNIME H2O Machine Learning Integration to train an isolation forest model for […]

Icon06_​Isolation_​Forest_​for_​Fraud_​Detection_​Deployment 

Isolation Forest for Fraud Detection: Model Deployment This workflow reads the trained isolation forest model, as well as the new transaction and applies […]