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.
24
1부MLOps개념과필요성
비즈니스 질의
상용화 준비 개발에서 상용으로 모니터링과 피드백 루프
모델 개발
사업 부서
품질 보장
CI
/
CD
리스크 평가
컨테이너화
실행 환경 탄력적 확장
로깅 및 경고
입력값 드리프트 추적
성능 드리프트
온라인 평가
데이터 엔지니어
소프트웨어 엔지니어
머신러닝 아키텍트
데이터 엔지니어
DevOps
DevOps
직무 전문가
데이터 수집
데이터 준비 모델 학습 및 실험
모델 평가 및 비교
특성 엔지니어링
데이터 엔지니어
데이터 과학자
직무 전문가
데이터 과학자
그림
1-3
오늘날일반적인조직내머신러닝모델생애주기에대한사실적도식화:완전히다른기술과완전히다른도
구를사용하는다양한사람들이참여한다.
MLOps
라는 이름과 개념이 익숙하다고 느낄 수 있는데, 그 이유는
MLOps
의 많은 부분을
DevOps
의 개념에서 차용했기 때문이다.
DevOps
는 소프트웨어 변경 및 갱신 작업을 간소
화하는 과정이기도 하다.
MLOps
와
DevOps
에는 상당한 공통점이 있는데, 예를 들면 다음과
같다.
●
팀들을이어주는견고한자동화와신뢰
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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.