Originally shared at the Gartner Symposium/ITxpo 2018, this presentation looks at the conflicts between privacy and machine learning, including common concerns such as link attacks and profiling. The presentation also explores strategies that allow usage of personal information while protecting privacy, including concepts around consent and analytical context and techniques for implementing privacy by design – a cornerstone of General Data Protection Regulation (GDPR) compliance.