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Privacy-Preserving Analytics with Apache Teaclave

Overview

Skills Needed

Learn to perform privacy-preserving analytics with Apache Teaclave. Explore differential privacy, secure aggregation, and more. Enroll now!

  • Intermediate knowledge of Apache Teaclave fundamentals
  • Understanding of privacy-preserving techniques

Outline

  • Introduction to Privacy-Preserving Analytics
  • Differential Privacy Concepts and Techniques
  • Secure Multi-Party Computation (SMPC)
  • Secure Aggregation and Summation
  • Secure Counting and Frequency Estimation
  • Privacy-Preserving Data Mining Algorithms
  • Secure Collaborative Filtering
  • Federated Analytics with Privacy Guarantees
  • Cryptographic Protocols for Privacy-Preserving Analytics
  • Case Studies in Privacy-Preserving Analytics with Apache Teaclave
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