June 2025
Beginner to intermediate
484 pages
10h 52m
Korean
Content preview from 잘되는 머신러닝 팀엔 이유가 있다
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359
Chapter 9
MLOps와 ML을 위한 지속적 전달(CD4ML)
사용 가능한 도구로는 아마존 세이지메이커 피처 스토어,
Feast
,
Tecton
,
Feathr
등이
있습니다.
8
. 운영 모니터링
6
장에서 논의한 바와 같이, 운영 모니터링은 여러 수준에서 이루어질 수 있으며, 이루어
져야만 합니다. 첫 번째 수준
(서비스 상태)
은 웹
API
로 배포된
ML
모델에 적용되며, 팀
에게 중요한 서비스 수준의 상태 지표
(
HTTP
상태 코드, 오류, 지연 시간)
를 모니터링
합니다. 모델 서비스는 또한 시스템 동작에 대한 귀중한 통찰을 제공하기 위해 잘 구조
화된 로그를 생성해야 합니다.
다음 수준의 모니터링
(모델 상태 )
은 주요 성능 지표, 데이터 드리프트, 모델 저하를 시
간에 따라 추적하고 평가하는 것을 포함합니다
(모델 드리프트 유형에 대한 정의는 ‘
6
.
2
.
2
릴리스 단계에서 데이터 수집 루프를 닫아 학습하기’를 참조하세요 )
. 이를 통해 팀은 실사용
성능을 평가하고 배포된 모델의 잠재적 문제를 식별할 수 있습니다. 모델의 실사용 성능
을 모니터링하려면, 운영 환경에서 모델이 만든 새로운 예측에 새로운 레이블을 추가해
야 합니다. 관련 내용은 다음 절에서 더 자세히 짚고 넘어가겠습니다.
모니터링의 최종 단계
(비즈니스 건강 )
는
ML
모델과 관련된 비즈니스
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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.