


What is the concept of transfer learning and how can it help with overfitting when data is limited?
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what is overfitting Informational
- What are some common sources of data leakage?
- What are some considerations when choosing the optimal value of k in KNN to balance bias and variance?
- What strategies can be employed to address overfitting once it has been detected in a machine learning model?
- How to perform statistical significance tests to compare models and assess overfitting?
- What are some common misconceptions about overfitting that might lead to incorrect decisions when building machine learning models?
- How can we ensure that models deployed in sensitive domains are robust and do not exhibit poor generalization on certain subgroups of the population?
- How to calibrate the probabilities predicted by a model to reflect the true uncertainty?
- How can the encoding of categorical features impact overfitting?
- What are some common data augmentation techniques used in computer vision to prevent overfitting?
- Consider the bias-variance trade-off. How do bagging and boosting typically affect the bias and variance of the resulting ensemble model compared to the individual base models?
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