Introduction to CKKS (Approximate Homomorphic Encryption)

The Private AI Bootcamp offered by Microsoft Research (MSR) focused on tutorials of building privacy-preserving machine learning services and applications with homomorphic encryption (HE). Around 30 PhD students were invited to gather at the Microsoft Research Lab in Redmond on Dec 2nd - 4th, 2019. The program contents were specifically designed for training. Participants mastered the use of HE, the Microsoft SEAL library, and the methodology behind building privacy-preserving machine learning solutions. As a project as well as a competition, students worked in teams, designed and pitched a novel technology built upon what they had learned during the bootcamp, and received feedback and scores from experts. There was a secret prize for the winning team. There were also social events where all participants had a chance to meet and network with other PhD students and experts from MSR.
See more from Microsoft Research's Private AI Bootcamp: www.microsoft....

[@leizhao8936]

Could anyone suggest some other videos (or some other presenters) that introduce CKKS? I have found some videos, but all are presented by the same person. I didn't mean his presentation is bad, actually he would be the best presenter as he is the author. As I am a non-native English speaker, I found it very difficult for me to understand what he said.I know it is my problem, but I really want to understand the details. Thanks.

[@macknightxu2199]

find some videos and blogs of MS SEAL, that would help

[@macknightxu2199]

hi, at 7:03, how to find the coefficients of the m(X)? I mean, how to find 435, -706, 282, -308? what's the algorithm to find these coefficients? BR

[@anupamgolder3998]

Hi, could you please make the slide deck available? It would really help.

[@ImtiyazuddinShaik]

why is relinearization a key operation in SEAL library when the same CKKS scheme implemented in HEAAN library doesn't have one?

[@jonabirdd]

That's because they implement it as an integral part of the multiply operation

[@macknightxu2199]

@@jonabirdd I guess you mean rescaling, not relinearization. But the question is for why there's no relinearization in HEAAN.

[@abhijeet6989]

Thank you so much for sharing the video. The video is really helpful. However, I am getting an error at no seal/seal.h file found. How to execute code? Sir, This will be a great help for all here If you share.

[@zn4q3oi18zx]

6:30