



How to compare the performance of models with different levels of overfitting?
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what is overfitting Informational
- Imagine you have a model that achieves perfect accuracy on the training data but performs poorly on the validation data. What does this strongly suggest, and what are your next steps?
- How does overfitting manifest in logistic regression models?
- How can we develop better theoretical frameworks for understanding generalization in deep learning?
- How can interpretability techniques help us understand why a model is overfitting?
- How can techniques like rolling window validation help in assessing overfitting in time series?
- What are some best practices for documenting and communicating the risk of overfitting in machine learning projects?
- What are some techniques to prevent overfitting in logistic regression, similar to linear regression?
- Consider convolutional neural networks (CNNs). What are some specific regularization techniques used to prevent overfitting, such as dropout and batch normalization?
- How can we design systems that can detect when their performance is degrading on new data and trigger retraining or other corrective actions?
- In generative adversarial networks (GANs), how can the discriminator overfit to the training data, leading to poor generation?
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