



How does the presence of irrelevant features contribute to overfitting?
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what is overfitting Informational
- How does multicollinearity among features affect overfitting?
- How can the quality of the training data affect overfitting? For example, how might noisy labels or biased samples influence the model's generalization ability?
- What are some best practices for building and deploying machine learning systems that are robust to overfitting and that generalize well in real-world settings?
- What is knowledge distillation and how can it be used to transfer knowledge from a large, well-regularized model to a smaller, more efficient one?
- How does the regularization parameter in Ridge and Lasso affect the model and its tendency to overfit?
- How does the learning rate of an optimization algorithm impact overfitting?
- How does setting a minimum number of samples required at a leaf node help prevent overfitting?
- How can dimensionality reduction techniques like PCA help with overfitting?
- What are some novel regularization techniques being explored in current research?
- How does boosting reduce overfitting?
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