Confusion Matrix

You can use a confusion matrix to evaluate the performance of a Classification model. Hypothesis classes (predicted) are the columns and the reference classes (true) are the rows.

However this might not be optimal when using it for a problem with a lot of classes.

You can determine Recall and Precision with a confusion matrix.