Completed
Presentation Summary
Class Central Classrooms beta
YouTube videos curated by Class Central.
Classroom Contents
Differentially Private Model Publishing for Deep Learning
Automatically move to the next video in the Classroom when playback concludes
- 1 Intro
- 2 Deep Learning
- 3 Model Publishing
- 4 Differential Privacy
- 5 Composition Theorem
- 6 Multistep Machine Learning
- 7 Stochastic Gradient Descent
- 8 Technical Challenge
- 9 Summary
- 10 Minibatch
- 11 Random shuffling
- 12 Zero concentrated differential privacy
- 13 Random sampling preserves privacy
- 14 Smarter budget allocation
- 15 SGD graph
- 16 Budget Allocation
- 17 Presentation Summary
- 18 Questions
