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Introduction
Overview
Why Anonymisation Isn't Enough
Intuition for Differential Privacy
Example: Predict whether Bob has Cancer
Privacy Intuition
Privacy Loss Definition
Definition of Differential Privacy
Role of Noise in DP
Privacy Amplification Theorem
Fundamental Law of Information Recovery
Composition in DP
DP-SGD
Moments Accountant
Google Colab Notebook
Limitations of DP-SGD