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Exam AIP-210 Topic 1 Question 38 Discussion

Actual exam question for CertNexus's AIP-210 exam
Question #: 38
Topic #: 1
In which of the following scenarios is lasso regression preferable over ridge regression?

Suggested Answer: B Vote an answer

Explanation
Lasso regression is a type of linear regression that adds a regularization term to the loss function to reduce overfitting and improve generalization. Lasso regression uses an L1 norm as the regularization term, which is the sum of the absolute values of the coefficients. Lasso regression can shrink some of the coefficients to zero, which effectively eliminates some of the features from the model. Lasso regression is preferable over ridge regression when there are many features with no association with the dependent variable, as it can perform feature selection and reduce the complexity and noise of the model.

by Erin at Oct 24, 2024, 01:47 AM

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