You let me know when you find a system that analyzes your data locally and chooses an ad to show without letting anyone know anything. Even just delivering the ad is violating a level of privacy because they know it targets you at the very least. But beyond that, targeted ads require statistics to build to know how to target. You need data to build a model. You can't build that without sharing.