

How does the evaluation metric used affect our perception of overfitting?
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what is overfitting Informational
- What are some of the challenges and limitations of adversarial training?
- How to build a culture of responsible AI development that prioritizes generalization and avoids the pitfalls of overfitting?
- You are training a deep neural network, and you observe that the training loss is decreasing steadily, but the validation loss starts to increase after a certain number of epochs. What phenomenon are you observing, and how can you address it?
- Explain how dropout works to prevent overfitting in neural networks.
- How does k-fold cross-validation work in detecting overfitting?
- How does early stopping work in the context of gradient boosting to prevent overfitting?
- Consider transformer networks. With their large number of parameters, how are they typically trained to avoid overfitting, especially in natural language processing tasks?
- What is overfitting?
- How does the presence of irrelevant features contribute to overfitting?
- What are some common pitfalls to avoid when trying to prevent overfitting, such as using the test set for hyperparameter tuning?
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