Is our model suited for processing confidential information?

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Security Category
Design PhaseModel Phase
Is our model suited for processing confidential information?
  • There are certain kinds of machine learning (ML) models which actually contain parts of the training data in its raw form within them by design. For example, ‘support vector machines’ (SVMs) and ‘k-nearest neighbours’ (KNN) models contain some of the training data in the model itself.
  • Algorithmic leakage is an issue that should be considered carefully. Source: BerryVilleiML

If you answered No then you are at risk

If you are not sure, then you might be at risk too

Recommendations

When selecting the algorithm perform analyses and test to rule out algorithmic leakage.