menisadi / Awesome Differential Privacy
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awesome-differential-privacy
list of differential-privacy related repositories (and a bit more)
code and projects
- Harvard University Privacy Tools Project
- google's Reporting Algorithms
- PyDp - python implementation of some algorithms
- MW - synthetic data
- GUPT - Data Mining Platform
- Easy differential privacy in R
- Dataflow analysis & differential privacy for SQL queries
- Differential Privacy package for WEKA
- ARX - open source data anonymization tool
- diffpriv - Easy differential privacy in R
learn
- Wikipedia
- A Primer for a Non-technical Audience
- Differential privacy for dummies
- An illustrated primer
- Win-Vector Blog
- The Algorithmic Foundations of Differential Privacy - Book
- The Promise of Differential Privacy - A Tutorial on Algorithmic Techniques
Industry and Articles
- Apple - Learning with Privacy at Scale
- Apple - Differential Privacy
- Google - Deep Learning with Differential Privacy
- Microsoft - Privacy and accuracy: How Cynthia Dwork is making data analysis better
- Microsoft - Collecting telemetry data privately
- How One of Apple's Key Privacy Safeguards Falls Short
- Google’s Differential Privacy May be Better Than Apple’s
- Privacy and machine learning: two unexpected allies?
youtube
- The Definition of Differential Privacy - Cynthia Dwork
- Differential Privacy: From Theory to Practice
- Tutorial on Differential Privacy
- A Practical Beginners' Guide to Differential Privacy
- Accessing Data while Preserving Privacy
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