Overview
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Explore the future of Multi-Party Computation (MPC) software in this 22-minute conference talk from Conf42 Python 2024. Delve into the world of secure and private data processing as Petr Emeliyanoy introduces Next-Gen PeT technology. Learn about the fundamentals of MPC, including secret sharing, addition/subtraction, and multiplication operations. Discover real-world applications through examples and a case study on linear regression. Examine the drawbacks and security considerations of MPC implementation. Gain insights into CrypTen, a cutting-edge framework for privacy-preserving machine learning. Conclude with a comprehensive overview of MPC's potential impact on the future of data privacy and security in software development.
Syllabus
intro
preamble
security and privacy
examples
mpc in a nutshell
secret sharing
addition/substraction
multiplication
linear regression
real almost case
drawbacks
closing thoughts
security considerations
crypten
conclusions
thank you!
Taught by
Conf42