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Related Questions
- What are the key factors that influence the choice of an acquisition function in active learning?
- How does the acquisition function impact the diversity of the sampled instances in the active learning system?
- What is the relationship between the acquisition function and the quality of the model learned from the selected instances?
- Can you describe the differences between popular acquisition functions, such as Entropy and Margin, in terms of their performance in active learning?
- How does the acquisition function influence the computational resources required for active learning, such as the number of iterations and the model evaluation time?
- What are the trade-offs between different acquisition functions, and how do they affect the overall performance of the active learning system?
- Can you discuss the importance of tuning the hyperparameters of the acquisition function for optimal performance in active learning?
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