What are some advanced techniques for assessing the generalization ability of a model beyond simple train-validation splits, such as bootstrapping and permutation tests?
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what is overfitting Informational
- Consider a gradient boosting machine (GBM) model. How can techniques like limiting the number of trees and shrinkage (learning rate) help prevent overfitting?
- How can pruning help prevent overfitting in decision trees?
- How to determine the optimal stopping point to avoid overfitting?
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