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Related Questions
- What are the key differences between uncertainty sampling and other active learning strategies?
- Under what conditions does uncertainty sampling outperform other active learning methods?
- How does uncertainty sampling compare to expected model change in terms of sample efficiency?
- What are some scenarios where uncertainty sampling is more effective than query by committee?
- Can you provide examples of real-world applications where uncertainty sampling has been shown to be more effective?
- How does uncertainty sampling handle class imbalance, and what strategies can be employed to mitigate its effects?
- What are some potential drawbacks or limitations of uncertainty sampling, and how can they be addressed?
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