


What are the default values for max depth in popular decision tree implementations?
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what is max depth in decision tree
- Can a tree grown to a large depth and then pruned achieve better results than a tree with a limited max depth from the start?
- In what situations might a very shallow decision tree be preferred?
- How does max depth relate to the concept of regularization in machine learning?
- How do underfitting and overfitting relate to the choice of max depth and its impact on generalization?
- How does limiting max depth encourage the learning of more general and robust rules? How does max depth affect the ability of a decision tree to extrapolate beyond the range of the training data (in regression tasks)?
- Are standard decision trees with a fixed max depth well-suited for time series analysis?
- Do deeper trees require more data to avoid overfitting?
- What are some common challenges in implementing decision trees with very large max depths?
- Can limiting depth make the model more resilient to noise?
- Do shallower trees inherently provide better explanations of their predictions?
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