What are ensemble methods in machine learning?
Instruction: Define ensemble methods and discuss how they improve model performance.
Context: This question evaluates the candidate's knowledge of techniques that combine multiple models to improve predictions over a single model.
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Ensemble methods combine multiple models so the final prediction is usually more accurate or more stable than any one component model by itself...