The Trade-Offs of Private Prediction

Understand

Machine learning models leak information about their training data every time they reveal a prediction.

• This is problematic when the training data needs to remain private.
• Private prediction methods limit how much information about the training data is leaked by each prediction.
• Private prediction can also be achieved using models that are trained by private training methods.