Jack Fitzsimons | Data Security, Privacy, & Artificial Intelligence

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?