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Related Questions
- What are the common causes of domain shift, and how can they affect the performance of machine learning models?
- How does domain shift impact the accuracy of a model's predictions on a new task, and what are the consequences of ignoring this issue?
- Can you describe the concept of covariate shift and how it relates to domain shift in machine learning?
- What are some strategies for mitigating the effects of domain shift on model performance, and how can they be implemented?
- How does transfer learning address the problem of domain shift, and what are its limitations in this context?
- Can you explain the difference between distribution shift and concept drift in the context of domain shift, and how they impact model performance?
- What are the implications of domain shift on model interpretability, and how can it be addressed?
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