March 2023
Beginner to intermediate
436 pages
9h 20m
Korean
Content preview from 머신러닝 시스템 설계
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355
10
장
MLOps를 위한 인프라와 도구
CHAPTER
10
MLOps
를 위한 인프라와 도구
4
장에서
6
장까지는
ML
시스템 개발과 관련된 로직을 알아봤습니다.
7
장에서
9
장까지는
ML
시스템을 배포, 모니터링하고 지속적으로 업데이트할 때 고려해야 할 사항을 살펴봤습니다. 지
금까지는
ML
실무자가 로직을 구현하고 고려 사항을 수행하는 데 필요한 도구와 인프라에 접
근하기 쉽다고 가정했습니다. 하지만 현실은 다릅니다. 많은 데이터 과학자는
ML
시스템을 개
선하려면 무엇을 해야 하는지는 알지만 그것을 지원하는 인프라가 제대로 설정돼 있지 않아 진
행에 어려움을 겪죠.
ML
시스템은 복잡합니다. 시스템이 복잡할수록 인프라에서 발생하는 편익 또한 큽니다. 인프
라를 올바르게 설정하면 프로세스를 자동화해 전문 지식과 엔지니어링 공수를 줄일 수 있습니
다. 이는 결과적으로
ML
애플리케이션 개발과 제공 속도를 높이고 버그가 존재하는 영역을 줄
이며 새로운 유스 케이스를 만들어냅니다. 반면에 잘못 설정하면 인프라는 사용하기 어려워지
고 교체하는 데 비용이 많이 들게 됩니다. 이 장에서는
ML
시스템에 적합한 인프라를 설정하
는 방법을 알아봅니다.
본론으로 들어가기에 앞서 주의할 점은 회사마다 인프라 요구 사항이 다르다는 점입니다. 각
회사에 필요한 인프라는 개발하는 애플리케이션의 ...
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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.