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Math Foundations
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Calculus
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Loss functions
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631.
Purpose of Loss Function
easy
What is the purpose of a loss function in machine learning?
A
To quantify the difference between model predictions and true labels, providing a signal for parameter updates
B
To regularize model parameters by penalizing large weights during the optimization process
C
To evaluate final model performance on a held-out test set after training is complete
D
To measure the computational efficiency of the model by counting the number of operations per forward pass during model evaluation and deployment
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