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Related Questions
- How does Bayesian optimization handle noisy objective functions in the context of hyperparameter tuning?
- What strategies can be employed to reduce the impact of noise on the objective function in Bayesian optimization?
- Can you explain the concept of exploration-exploitation trade-off in Bayesian optimization and its relation to noisy objective functions?
- How does the choice of acquisition function affect the performance of Bayesian optimization when dealing with noisy objective functions?
- What are some common methods for handling noisy objective functions in Bayesian optimization, and what are their advantages and disadvantages?
- Can you discuss the role of surrogate models in Bayesian optimization and their impact on handling noisy objective functions?
- How does Bayesian optimization compare to other hyperparameter tuning methods in terms of handling noisy objective functions?
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