C1 W2: Graph used in lab of feature engineering and polynomial regression

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wont this cause a problem of overfitting

Yes, possibly.
Overfitting (and how to avoid it) is covered in Week 3.

Yes. But it is just for demonstration of the subject which is feature engineering.