Data Augmentation Techniques

Data augmentation increases data diversity via domain-specific transforms, synthetic examples, and augmentation policies. Strong augmentation pipelines (for images, text, time series) and automated methods (AutoAugment, RandAugment) improve robustness and generalization when applied carefully.