What is the purpose of a loss function in machine learning?
Instruction: Explain what a loss function is and its role in the training of machine learning models.
Context: This question tests the candidate's understanding of loss functions and their importance in optimizing machine learning models.
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The way I'd explain it in an interview is this: The loss function is how you tell the model what a mistake looks like...