Overfitting happens when the model $\_\_\_\_\_\_\_$:

A$)$ has high complexity and captures information as well as noise

B$)$ has poor performance on the training data

C$)$ has good performance on the training dataset but relatively poor performance on the testing dataset

D$)$ has a good performance on the test data

Answer choices

Select an option

A Only

A and D Only

A and C Only

A$,$ C$,$ and D only