October 2021
Beginner to intermediate
416 pages
9h 3m
Korean
Content preview from 살아 움직이는 머신러닝 파이프라인 설계: 텐서플로와 함께하는 머신러닝 프로젝트 자동화
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370
살아 움직이는 머신러닝 파이프라인 설계
를
FL
과 함께 사용하면 데이터를 한 곳에서 수집할 수 없는 상황에 유용합니다. 그러나,
SMPC
와
FL
의 조합은 모델이 민감한 데이터를 암기하는 상황을 막지 못합니다. 이 상황에서는
DP
가
최선의 해결책입니다.
암호화된
ML
은
TFE
TensorFlow
by
TensorFlow
(
https
://
tf
-
encrypted
.
io
/
)용으로 제공되며, 주
로
Cape
Privacy
(
https
://
capeprivacy
.
com
/
)에서 개발합니다. 또한
TFE
는
FL
에 필요한
보안 집계 (
https
://
oreil
.
ly
/
VVPJx
)를 제공합니다.
14.5.1
암호화된 모델 학습
암호화된 머신러닝은 암호화된 데이터에 대한 모델을 학습할 때 사용할 수 있습니다. 이 기능
은 모델을 학습하는 데이터 과학자에게 원시 데이터를 비공개로 유지해야 할 때 도움이 됩니
다. 또한 둘 이상의 당사자가 자신의 원시 데이터를 공유하지는 않은 채 다른 모든 당사자의 데
이터를 사용하여 모델을 학습하려 할 때도 유용합니다. [그림
14
-
4
]와 같이 이 시나리오에서
는 데이터 소유자만 신뢰할 수 있습니다.
데이터 소유주
신뢰할 수 있음 신뢰할 수 없음
학습된 모델 예측
학습 데이터
스토어
그림
14-4
암호화된 모델 학습을 받은 신뢰할 수 있는 당사자
TFE
를 사용하여 이 ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.