Jack Fitzsimons | Data Security, Privacy, & Artificial Intelligence
Description
Dr. Jack Fitzsimons (Oblivious AI) gives a high-level introduction to the technologies that can either exploit or protect your data privacy. If you'd like to survey the landscape of data privacy-preserving technologies (from someone who's building the tech) this is a good place to start!
#datascience #privacy #ai
0:00 - Coming up...
3:24 - Introduction
6:20 - Data privacy and privacy enhancing technologies
13:00 - History of privacy enhancing technologies
19:54 - Differential privacy: Hiding the influence of a single data point
22:52 - Trading data utility for data privacy
38:32 - Tracking algorithms and how they decide user preferences
42:04 - Preserving privacy: Anonymizing data & VPNs
50:17 - Exploration vs Exploitation: Combining best of multiple domains to tackle problems
54:13 - Federated learning, input and output privacy of data
58:45 - Balancing data privacy vs data-driven personalization
1:05:50 - What should data scientists/statisticians debate?
United States
