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[D] Thinking about augmentation as invariance assumptions

Via r/MachineLearning
Saturday, Mar 28, 2026 · 2:12AM
Summary

Data augmentation is still used much more heuristically than it should be. A training pipeline can easily turn into a stack of intuition, older project defaults, and transforms borrowed from papers or blog posts. The hard part is not adding augmentations. The hard part is reasoning about them: what

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