Performance of different machine learning algorithms for classification in predictive maintenance.

Classes:

• 1: Failure of the machine within 30 days or less
• 0: No failure within 30 days or less

Prediction of the machine learning algorithms are compared based on:

• Training Accuracy
• Testing Accuracy
• ROC AUC

Additionally two different performance plots:

• Validation curve
• Reciever operating characteristic