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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372
살아 움직이는 머신러닝 파이프라인 설계
모델을 정상적으로 학습하고 암호화된 버전으로 변환할 수 있으므로 이 방법은 오늘날의 머신
러닝 파이프라인에 가장 적합한 방법일 수 있습니다. 또한
DP
를 사용하여 학습을 받은 모델에
도 사용할 수 있습니다. 암호화되지 않은 모델과 가장 큰 차이점은 여러 대의 서버가 필요하다
는 점입니다. 각 서버는 원래 모델의 공유를 호스팅합니다. 누군가가 한 서버로 보내진 모델이
나 데이터의 일부를 본다고 할지라도 아무것도 알 수 없습니다.
케라스 모델은 다음과 같이
TFE
모델로 변환할 수 있습니다.
tfe_model = tfe.keras.models.clone_model(model)
이 시나리오에서는 다음 단계를 수행해야 합니다.
●
클라이언트의 로컬에서 데이터를 로드하고 전처리합니다.
●
클라이언트의 데이터를 암호화합니다.
●
암호화된 데이터를 서버로 보냅니다.
●
암호화된 데이터에 대해 예측합니다.
●
암호화된 예측값을 클라이언트로 보냅니다.
●
클라이언트에서 암호화된 예측을 해독하고 결과를 사용자에게 표시합니다.
TFE
는 개인 정보 보호를 강화한 예측을 수행하는 여러 가지 노트북을 제공합니다(
https
://
oreil
.
ly
/
r0cKP
).
14.6
기타 데이터 개인 정보 보호 방법
머신러닝 모델에 데이터가 ...
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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.