What is overfitting?

Question $2$ options:

a$)$ A situation where a model performs well on the training data but poorly on new data.

d$)$ A situation where a model cannot be trained on a certain type of data.

b$)$ A situation where a model performs poorly on the training data but well on new data.

c$)$ A situation where a model performs well on both the training and new data.