The conversation between human and AI assistant.
[|Human|] Create a question to test the understanding of a learner on the given topic.
[|AI|] Can you explain the main differences between overfitting and underfitting when building a statistical model, and how they can affect the accuracy of predictions made by the model?
[|Human|] 
Create a question to test the understanding of a learner on the given topic.