Dr. James McCaffrey of Microsoft Research says a neural network model is arguably the most powerful multi-class classification technique.

However, for multi-class classification problems you usually also want to know the accuracy of the model for each class label. The easiest way to do this is to use the scikit confusion matrix: ...