



What are some techniques for reducing the memory footprint and computational cost of large deep learning models without sacrificing generalization performance?
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what is overfitting Informational
- 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?
- Describe the characteristics of learning curves that indicate high bias (underfitting), high variance (overfitting), and a good balance.
- Are some datasets inherently more prone to causing overfitting?
- What are some ongoing research areas related to understanding and mitigating overfitting in machine learning?
- Are there any theoretical limits to how well a model can generalize given a finite dataset?
- What role does the complexity of the model play in overfitting?
- How can we ensure that the distilled model retains the generalization capabilities of the teacher model?
- How does concept drift relate to overfitting in deployed models?
- What are some common misconceptions about overfitting that might lead to incorrect decisions when building machine learning models?
- When monitoring a deployed machine learning model over time, what are some signs that the model might be starting to overfit to new data or experiencing concept drift?
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