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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312
살아 움직이는 머신러닝 파이프라인 설계
쿠브플로 대 쿠브플로 파이프라인
쿠브플로와 쿠브플로 파이프라인은 자주 혼용됩니다. 쿠브플로는
TFJob
(기계 모델 학습),
Katib
(모델 하이퍼파라미터 최적화),
KFServing
(머신러닝 모델 배포)을 비롯한 다양한 머신러
닝 도구를 포함하는 오픈 소스 프로젝트 세트입니다. 쿠브플로 파이프라인은 쿠브플로 제품군의
프로젝트로, 엔드 투 엔드
ML
워크플로를 배포하고 관리하는 데 중점을 둡니다.
이 장에서는 쿠브플로 파이프라인의 설치와 운영에만 초점을 맞추겠습니다. 쿠브플로에 관한 자
세한 내용을 알고 싶다면 쿠브플로 프로젝트 문서(
https
://
oreil
.
ly
/
cxmu7
)를 읽어보세요.
더불어 쿠브플로 책 두 권을 추천합니다.
●
『
Kubeflow
Operations
Guide
』(오라일리,
2020
)
●
『
Kubeflow
for
Machine
Learning
』(오라일리,
2020
)
쿠브플로 파이프라인은 머신러닝 파이프라인을 운영하는 확장성이 뛰어난 방법을 제공합니다.
쿠브플로 파이프라인은 개별 컴포넌트 의존성을 조정하기 위해 내부적으로
Argo
를 운영합니
다.
Argo
를 통한 이런 오케스트레이션 때문에 (
11
장에서 논의한 바와 같이 ) 우리의 파이프
라인 오케스트레이션은 다른 워크플로를 갖게 됩니다.
12
.
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and much more.
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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.