Next-Gen PeT: The Future of Multi-Party Computation Software - Conf42 Python 2024
Offered By: Conf42 via YouTube
Course Description
Overview
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
Related Courses
Federated Learning - Machine Learning on Decentralized DataTensorFlow via YouTube Smartphone Impostor Detection with Behavioral Data Privacy and Minimalist Hardware Support
tinyML via YouTube Multiparty Computation
TheIACR via YouTube Fast Large Scale Honest Majority MPC for Malicious Adversaries
TheIACR via YouTube Private Resource Allocators and Their Applications
IEEE via YouTube