~/talk

Trust No One

Talkat Data Con LA 2021 · 2021-09-17..09-19· [cryptography, security]
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Claim: fully homomorphic encryption lets external services run ML and search while data never leaves ciphertext. Demonstration uses the IBM FHE toolkit (GitHub, Docker, runs on Linux and IBM Z), showing a privacy-preserving key-value search (country→capital) and an encrypted credit-card fraud model processed in 24 batches with client/server encrypted inputs and encrypted predictions. Code examples in C are included, performance is usable for analytics/ML workloads (not low-latency transactions), and the schemes are lattice based and quantum‑safe.

AI-written summary · about

  1. 0:00Introduction and welcome
  2. 1:05Speaker background and mainframe focus
  3. 2:28Traditional encryption limitations
  4. 10:10Role-based data access risks
  5. 13:38Data privacy in cloud environments
  6. 15:24Fully homomorphic encryption explained
  7. 22:03FHE toolkit demo walkthrough
  8. 28:23Credit card fraud detection demo
  9. 30:52Q&A session
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