How do you approach the tuning of hyperparameters in large-scale machine learning models?
Instruction: Describe the strategies and tools used for hyperparameter tuning in complex and large-scale models.
Context: This question evaluates the candidate's ability to optimize machine learning models effectively, a critical skill for ensuring model performance and efficiency.
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At large scale, I treat hyperparameter tuning as a budgeted search problem...