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Related Questions
- What is the query-by-committee algorithm and how does it enhance uncertainty-based active learning?
- Can you explain the process of combining multiple models to generate diverse and uncertain predictions in query-by-committee?
- How does query-by-committee handle model disagreement to improve the selection of uncertain samples for active learning?
- What are the advantages and disadvantages of using query-by-committee in uncertainty-based active learning?
- Can you provide an example of how query-by-committee is used in a real-world active learning scenario?
- How does query-by-committee compare to other uncertainty-based active learning methods, such as entropy-based or margin-based methods?
- What are some common applications of query-by-committee in machine learning and data science?
- Can you explain the relationship between query-by-committee and ensemble learning?
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