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Related Questions
- What are the key differences between surrogate models and traditional machine learning models in the context of optimization?
- How do surrogate models handle non-linear relationships between input variables and objective functions?
- Can you provide examples of popular surrogate models used in gradient-free optimization techniques?
- What are the common applications of surrogate models in real-world optimization problems?
- How do surrogate models address the curse of dimensionality in high-dimensional optimization problems?
- What is the role of hyperparameter tuning in the development of effective surrogate models?
- How do surrogate models handle noisy or uncertain objective function evaluations?
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