Podknife - Practical Differential Privacy at LinkedIn with Ryan Rogers - #346 by This Week in Machine Learning & Artificial Intelligence (AI) Podcast

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Practical Differential Privacy at LinkedIn with Ryan Rogers - #346

Podcast |: This Week in Machine Learning & Artificial Intelligence (AI) Podcast
Publisher |: Sam Charrington
Media Type |: audio
Podknife tags |: Data Science,; Interview,; Machine Learning,; Tech News,; Technology
Categories Via RSS |: Tech News,; Technology
Publication Date |: Feb 07, 2020
Episode Duration |: 00:33:43

Today we’re joined by Ryan Rogers, Senior Software Engineer at LinkedIn, to discuss his paper “Practical Differentially Private Top-k Selection with Pay-what-you-get Composition.” In our conversation, we discuss how LinkedIn allows its data scientists to access aggregate user data for exploratory analytics while maintaining its users’ privacy through differential privacy, and the connection between a common algorithm for implementing differential privacy, the exponential mechanism, and Gumbel noise.

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