In the context of machine learning, what is the purpose of regularization techniques such as L1 and L2 regularization?
A. To prevent overfitting by adding a penalty term to the loss function
B. To remove outliers from the data
C. To increase model complexity
D. To reduce dimensionality
Answer: Option A

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