



What are some common misconceptions about overfitting?
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what is overfitting Informational
- How to perform statistical significance tests to compare models and assess overfitting?
- What are some common data augmentation techniques used in computer vision to prevent overfitting?
- Can domain knowledge help in choosing appropriate model complexity and features?
- What are some specific regularization techniques used in transformer models for NLP?
- What does a large gap between the training accuracy/loss and the validation accuracy/loss typically indicate?
- What are some common self-supervised learning tasks, such as contrastive learning and masked language modeling?
- What are some practical guidelines for choosing an appropriate level of model complexity?
- How does the learning rate schedule affect the training process and the potential for overfitting in neural networks?
- What are some techniques for dealing with imbalanced datasets, such as oversampling the minority class or undersampling the majority class, and how might these techniques impact overfitting?
- How can we encourage the development and adoption of best practices for building machine learning models that generalize well?
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