This depends on details of the ML model. There is a mathematical field devoted to this specific question, differential privacy, and the techniques are in produc

This depends on details of the ML model. There is a mathematical field devoted to this specific question, differential privacy, and the techniques are in production at scale at Google, Apple and in the US census.