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Calendar

Course Overview

Aug 28
Course Overview
Slides, HW0

Privacy Attacks

Aug 30
Reconstruction Attacks (Part 1)
Slides, Note, Reading
Sept 1
RecitationReview on HW0
Sept 4
No Class / Office HourLabor Day
Sept 6
Reconstruction Attacks (Part 2)
Slides, Note, Reading
Sept 8
RecitationReview on HW0

Definitions and Basic Techniques

Sept 11
Definition of Differential Privacy
Randomized Response
Slides, Note
Sept 13
Global Sensitivity and the Laplace Mechanism
Reading, Slides, Note, Homework 1

Definitions and Basic Techniques

Sept 18
Laplace Mechanism and Properties of DP
Slides, Note
Sept 20
Properties of DP, Selection problem
Slides, Note
Sept 22
Recitation Review on Laplace, DP properties, and HW1

Properties and Mechanisms

Sept 25
Exponential mechanism
Slides, Note
Sept 27
Exponential mechanism and report noisy max
Slides, Note
Sept 29
No recitation
Homework 2

Other notions of DP and Gaussian Mechanism

Oct 2
Approximate DP
Slides, Note
Oct 5
Approximate DP (cont’d)
Slides, Note
Oct 9
Gaussian mechanism
Slides, Note

Differential Privacy and Machine Learning

Oct 11
Basic ML
Slides, Note
Oct 13
Recitation
HW2 Due
Oct 23
DP-SGD
Slides, Note
Oct 25
DP-SGD (continued), PATE
Slides

Differential Privacy and Machine Learning

Oct 30
DP-SGD and PATE
Slides, Homework 3
Nov 2
Differentially Private Machine Learning
Slides, Membership inference paper, Training Data extraction paper

Privacy for Distributed Data

Nov 6
Local differential privacy (part 1)
Slides
Nov 8
Local differential privacy (part 2)
Slides
Nov 13
Federated Learning
Slides

Private Synthetic Data

Nov 15
Private Synthetic Data (Part 1)
Slides
Nov 20
Private Synthetic Data (Part 2)
and applications to reconstruction attacks
Slides

Privacy Review, Intro to Fairness

Nov 27
Review of Privacy Preserving ML (Recap)
Slides, Review paper on Federated Learning, ProPublica Article on Machine Bias
Nov 29
Fairness Metrics (Part I)
Slides

Fairness in Big data

Dec 4
Fairness metrics, continued
Slides
Dec 6
Course Review
Slides