What are some robust learning techniques that are less susceptible to overfitting due to outliers?
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what is overfitting Informational
- How does the structure of the data (e.g., graph data) influence overfitting?
- Consider convolutional neural networks (CNNs). What are some specific regularization techniques used to prevent overfitting, such as dropout and batch normalization?
- How can overfitting affect the generalization ability of a model?
- What are some common feature scaling techniques (e.g., standardization, normalization)?
- Explain how self-supervised learning can be used to learn useful representations from unlabeled data, which can then improve the performance and reduce overfitting when fine-tuned on labeled data for a downstream task.
- How does overfitting affect the robustness of image classification models to adversarial attacks?
- How can you design a machine learning pipeline that includes mechanisms for detecting and mitigating overfitting both during development and after deployment?
- How can monitoring the performance of a model on a separate validation set during training help in determining the optimal stopping point to avoid overfitting?
- How does overfitting manifest in generative models like GANs and VAEs?
- Can a highly interpretable model still overfit the training data? Explain your reasoning.
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