C2_W3_Regularization and bias/variance

Here, the slide opens with “Linear regression with regularization” how is that a linear regression model ?

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Can you post a screen capture image that shows the topic you’re asking about? Please include the time mark.

As in the first course it is mentioned that linear regression also include polynomial regression. As linear regression is a way to calculate some values not necessary through linear function , but may be polynomial function.