The Mathematics Behind Differential Privacy

Summary

You can buy me a coffee if you want to support the channel: buymeacoffee.com/secprivaca I explain Companies are collecting more and more data about us and that can cause harm. With In an era of unprecedented data collection, how do we analyze sensitive information without compromising individual Full episode with Michael Kearns (Nov 2019): youtube.com/watch?v=AzdxbzHtjgs New clips channel (Lex Clips): ... How do we ensure we have valuable data while protecting individuals' This video provides a short introduction to Okay birth relaxation is approximate Opacus is a library that enables training PyTorch models with For accompanying lecture notes and readings, see the course website: gautamkamath.com/CS860-fa2020.html. media.ccc.de/v/gpn23-289-a-short-introduction-to- Today I'm very excited to start the day with a bit of privacy um when I asked Gotham to give this tutorial on LLMs often memorize what they see — even a single phone number or address can stick forever in their weights. Google's new ...