



What are some techniques to prevent overfitting in logistic regression, similar to linear regression?
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what is overfitting Informational
- Explain in simple terms why a more complex model is more prone to overfitting than a simpler model, given the same amount of training data.
- How does self-supervised learning enable the training of powerful representations on large amounts of unlabeled data, which can then improve generalization and reduce overfitting when fine-tuned on labeled data?
- What is the role of education and training in equipping future machine learning practitioners with the skills to avoid overfitting?
- What are the consequences of using a biased test set?
- How can you ensure that your training, validation, and test sets are properly separated to avoid data leakage and get a reliable measure of generalization?
- How do ensemble methods like bagging and boosting address overfitting?
- What are some common self-supervised learning tasks, such as contrastive learning and masked language modeling?
- How does regularization help in preventing overfitting?
- Is there a point where adding more data no longer helps with overfitting?
- What are some domain adaptation techniques that can help reduce overfitting when there is a distribution shift between the source and target domains?
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