Question: Explain the mathematical reason why we need to compensate ( use another formula ) for calculating the sample and population variance. Explain how lasso regression

Explain the mathematical reason why we need to compensate (use another formula) for calculating the sample and population variance.
Explain how lasso regression reduces dimensionality. Moreover, aside from dimensionality reduction, explain what the other uses of lasso regression.

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