June 2025
Beginner to intermediate
484 pages
10h 52m
Korean
Content preview from 잘되는 머신러닝 팀엔 이유가 있다
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58
잘되는 머신러닝 팀엔 이유가 있다
ML
을 위한 지속적 전달
ML
종사자가 반복 작업을 줄이고 테스트 속도를 높이며 고품질
제품을 만들 수 있는 방법이 있다면 얼마나 좋을까요? 바로 그것이
ML
을 위한 지속적 전달
continuous
delivery
for
ML
(이하
CD4ML
)
38
이 팀을 돕는 방식입니다.
CD4ML
은 지속적 전달
39
원
칙과 관행을
ML
프로젝트에 적용한 것입니다. 이를 통해 팀은 피드백 루프를 단축하고 품질
관리를 확립하여 소프트웨어와
ML
모델이 높은 품질을 유지하고 안전하게 배포될 수 있도록
합니다.
『디지털 트랜스포메이션 엔진』의 연구에 따르면, 지속적 전달 관행은 팀이 가치를 안정적으
로 전달하고 시장 요구 변화에 빠르게 대응할 수 있게 하여 조직이 더 나은 기술적, 비즈니스
성과를 달성하도록 돕습니다. 이는 우리가
ML
팀과 함께 일하면서 경험한 바와 일치합니다.
CD4ML
은 우리의 속도, 대응력, 인지 부하, 만족도, 제품 품질을 향상시키는 데 도움이 되었
습니다.
9
장에서
CD4ML
에 대해 자세히 다룰 것입니다. 지금은 그 기술적 구성 요소를 미리 살펴보
겠습니다
(그림
1
-
5
)
.
■ 재현 가능한 모델 훈련, 평가, 실험
■ 모델 제공
■ 테스트 및 품질 보증
■ 모델 배포
■ 모델 모니터링 및 관찰 가능성
38
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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.