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what is overfitting Informational
- What is the concept of flat minima in the loss landscape and why are they believed to be associated with better generalization?
- What techniques are used to prevent overfitting in neural networks?
- Describe how adding more relevant features to your training data might affect the likelihood of overfitting, assuming the model complexity remains the same.
- How can techniques like rolling window validation help in assessing overfitting in time series?
- What are some techniques for efficient model selection, such as grid search and random search?
- What are some common mistakes to avoid when trying to address overfitting?
- How can cross-validation be used to select the optimal regularization parameter for linear regression?
- How does the architecture of a CNN (e.g., number of layers, filter sizes) affect its capacity and potential for overfitting?
- What are some promising new approaches for addressing the challenges of overfitting in increasingly complex models and datasets?
- 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.
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