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Related Questions
- What are the key differences between entropy, margin, and variance uncertainty sampling methods in active learning?
- How does the choice of uncertainty sampling method affect the accuracy of the active learning model?
- Can you explain the concept of expected model change and its role in active learning?
- How does the combination of uncertainty sampling and expected model change impact the efficiency of the active learning process?
- What are the trade-offs between using entropy, margin, and variance as uncertainty sampling methods?
- Can you provide examples of scenarios where one uncertainty sampling method outperforms the others?
- How does the choice of uncertainty sampling method impact the generalizability of the active learning model to new, unseen data?
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