June 2025
Beginner to intermediate
484 pages
10h 52m
Korean
Content preview from 잘되는 머신러닝 팀엔 이유가 있다
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
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.
354
Part 2
엔지니어링
9.1 MLOps
의 강점과 부족한 퍼즐 조각들
[그림
9
-
1
]에서 볼 수 있는 것처럼,
CD4ML
은 피드백 루프를 단축하고
ML
시스템의 신뢰
성을 향상시키는 일련의 원칙과 실천을 추가하여
MLOps
를 잘 보완합니다. 이 절에서는
MLOps
에 대해 간략하게 짚고 넘어가고, 모델이 제품으로 가는 과정에서 피드백 메커니즘에
격차가 있음을 시사하는 일반적인 문제점들을 살펴보겠습니다. 다음 절에서는
CD4ML
이 이
러한 격차를 어떻게 해결하는지 알아보겠습니다.
실험 추적
ML 플랫폼
인프라
(훈련 및 서비스)
피처 스토어
자동 테스트
보안의 선제적 적용
재현 가능한
개발 환경
지속적 통합
트렁크 기반 개발
카이젠
(지속적인 개선)
주체적인
책임감 갖기
데이터 중심 모델 개선
모델 모니터링 및
드리프트 감지
운영 환경 아티팩트에
대한 버전 관리
CI 파이프라인
배포 자동화
MLOps CD4ML
그림
9-1
CD4ML
은 피드백 루프를 단축하고
ML
시스템의 신뢰성을 향상시키는 일련의 원칙과 실천을 추가하여
MLOps
를 잘 보완합니다.
9.1.1
MLOps
101
MLOps
는
ML
모델의 개발, 배포, 관리 과정을 간소화하는 것을 목표로 하는
ML
엔지니어링
문화이자 실천입니다.
MLOps
를 실천한다는 것은 모델, 데이터, 소프트웨어를 포함한
ML
시스템의 훈련 및 배포에 ...
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Read now
Unlock full access
More than 5,000 organizations count on O’Reilly
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.