April 2022
Beginner to intermediate
200 pages
4h 15m
Korean
Content preview from MLOps 도입 가이드
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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.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.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.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.
104
2부MLOps적용방법
6.1
CI
/
CD
파이프라인
CI
/
CD
는 지속적인 통합
Continuous
Integration
과 지속적인 전달
Continuous
Delivery
(좀 더 간단히 표현하
자면 배포
Deployment
)을 나타내는 약자다. 이 두 가지로 인해 애자일
Agile
소프트웨어 개발의 현대
적 철학과 관련 실천 사례 및 도구들을 형성하여, 더 자주, 더 빨리 응용 프로그램을 출시하면
서도 품질과 리스크를 더 잘 통제할 수 있게 되었다.
이러한 아이디어는 이미 수십 년 전부터 소프트웨어 엔지니어들이 다양한 영역에서 활용해 왔
지만, 사람마다 조직마다 완전히 다른 용어로 제각각 사용했었다.
CI
/
CD
를 머신러닝 작업에
적용하는 방법을 확인하기 전에, 이러한 개념들은 품질을 유지하면서 빠르게 전달하기 위한 도
구일 뿐이고 첫걸음은 조직 내에 존재하는 리스크를 식별하는 것이라는 점을 명심해야 한다.
즉, 언제나 그렇듯,
CI
/
CD
방법론은 팀의 필요와 비즈니스의 특성에 따라 조정되어야 한다.
CI
/
CD
개념은 전통적인 소프트웨어 엔지니어링 분야에서 등장하였으나 머신러닝 시스템에도
동일하게 적용할 수 있고,
MLOps
전략 중 중요한 부분이다. 모델을 성공적으로 개발한 후에
도, 데이터 과학자는 코드, 메타데이터 및 문서를 중앙 저장소에 등록하고
CI
/
CD
파이프라인
을 촉발해야 한다. 이러한 파이프라인의 예시는 다음과 같다.
1
모델 구축
a
모델아티팩트생성
b
아티팩트를장기보관소에저장
c
기본점검수행(스모크테스트 ...
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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.