MLOps.community ML Security: Why should you care? // Sahbi Chaieb // MLOps Coffee Sessions #51
Aug 17, 2021
Chapters
Transcript
Episode notes
1 2 3 4 5 6 7 8 9 10 11 12 13 14
Introduction
00:00 • 6min
Using a Pretrained Model to Design Attacks
06:00 • 3min
Machine Learning Security - Why Should We Care?
09:08 • 5min
Data Science and the Different Threats That Exist
14:31 • 3min
Security in Data Science?
17:40 • 4min
Defile Development - Is Your Model Secured?
22:10 • 3min
Is the New Regulation a Good Idea?
24:57 • 4min
Federated Learning Is a Threat for Medical Data
28:28 • 3min
Is Federated Learning a Panacea?
31:12 • 6min
What's Happening in Animal Security?
36:58 • 2min
Machine Learning for Siper Security
38:40 • 4min
Is There a Prescription on the Future of Data Security?
43:02 • 3min
What Are Some Ways That My Models Are a Threat?
45:56 • 4min
How to Make Machine Learning Security Work for You
49:56 • 3min