3min chapter

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2022 Predictions for MLOps and the Industry // Reah Miyara // MLOps Coffee Sessions #70

MLOps.community

CHAPTER

Is Your Model Robust?

Model robustness is defined as a model's resistance to performance regressions under various conditions. In other words, it's the stability of the output of your model against or in the face of both organic and adversarial perturbations. And there have been advancements and kind of learning paradimes across the board that have created tremendous opportunities for scaling these tedious and prone human processes. But they simultaneously create opportunities for manipulation and gamefication.

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