How to Diagnose Why Your Classification Model Fails

In classification models , failure occurs when the model assigns the wrong class to a new data observation; that is, when its classification accuracy is not high enough over a certain number of predictions.

source https://machinelearningmastery.com/how-to-diagnose-why-your-classification-model-fails/