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In practise, how can you determine whether you have overfitted your machine learning system? Please explain. Also, please help with this true/false statement Linear Regression

In practise, how can you determine whether you have overfitted your machine learning system?

Please explain.

Also, please help with this true/false statement

Linear Regression can be characterized as a linear function of non-linear features.

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