March 2023
Beginner to intermediate
436 pages
9h 20m
Korean
Content preview from 머신러닝 시스템 설계
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312
머신러닝 시스템 설계
ML
엔지니어는 데이터가 이미 부분적으로 처리된 데이터 웨어하우스에서만 데이터를 질의할
수 있습니다. 원시 입력 모니터링은 데이터 과학 팀이나
ML
팀이 아닌 데이터 플랫폼 팀이 담
당하는 경우가 많으므로 이 책에서는 다루지 않습니다.
지금까지 다양한 모니터링 지표를 살펴봤습니다. 지표에는 소프트웨어 시스템에 일반적으로
사용되는 운영 지표부터
ML
모델 상태를 추적하는 데 유용한
ML
관련 지표에 이르기까지 다
양한 유형이 있습니다. 이어서 지표 모니터링에 사용할 수 있는 도구 상자를 알아봅니다.
8.3.2 8.3.2
모니터링 도구모니터링 도구
복잡한 시스템에 대한 지표를 측정, 추적, 해석하기는 쉽지 않으며 엔지니어는 모니터링에 다
양한 도구를 활용합니다. 업계에서는 일반적으로 지표, 로그, 추적 등 세 가지를 모니터링의 큰
기둥으로 여깁니다. 하지만 필자는 셋을 구별하기가 모호하다고 생각합니다. 모니터링 시스템
을 개발하는 사람 관점에서 만들어진 것 같습니다. 추적은 로그의 한 형태이고 지표는 로그에
서 계산할 수 있습니다. 여기서는 모니터링 시스템 ‘사용자’ 관점으로 도구 집합을 살펴봅시다.
도구 집합에는 로그, 대시보드, 경고가 있습니다.
로그
전통적인 소프트웨어 시스템은 로그를 사용해 런타임에 발생한 이벤트를 기록합니다. 이벤트 ...
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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.