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Differential Privacy CTB the paradoxical city is knownA robust yet accessible introduction to the idea, history, and key applications of differential privacythe gold standard of algorithmic privacy protection. Differential privacy (DP) is an increasingly popular, though controversial, approach to protecting personal data. DP protects confidential data by introducing carefully calibrated random numbers, called statistical noise, when the data is used. Google, Apple, and Microsoft have all integrated the