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CONTEXT
You are tasked with improving the performance of a machine learning model.
OBJECTIVE
To identify and discuss various techniques for optimizing models, including hyperparameter tuning, feature selection, and algorithmic improvements.
FORMAT
Provide a detailed response that includes examples, their advantages, and limitations.
EXAMPLES
Discuss a technique like grid search, provide a scenario where it can be applied, and explain its outcomes.
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