March 2023
Beginner to intermediate
436 pages
9h 20m
Korean
Content preview from 머신러닝 시스템 설계
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.
282
머신러닝 시스템 설계
다운타임 또는 충돌
시스템 구성 요소가 다른 곳에 있는 서버, 예컨대
AWS
나 호스팅 서비스에서 실행되는
경우 해당 서버가 다운되면 시스템도 따라서 다운됩니다.
몇몇 오류가
ML
에 속하지 않는다고 해서
ML
엔지니어가 그것을 이해할 필요조차 없는 건 아
닙니다.
2020
년 구글의 두
ML
엔지니어인 다니엘 파파시안
Daniel
Papasian
과 토드 언더우드
Todd
Underwood
는 구글의 대규모
ML
파이프라인이 중단된 사례
96
건을 조사했습니다. 원인을 파악
하기 위해 지난
15
년간의 데이터를 검토한 결과 장애
96
건 중
60
건이
ML
과 직접 관련이 없음
을 알게 됐습니다.
4
문제는 대부분 분산 시스템과 관련되거나 (워크플로 스케줄러나 오케스트
레이터에 문제가 생긴 경우) 데이터 파이프라인과 관련됐죠(여러 소스에서 온 데이터를 잘못
결합하거나 부적절한 데이터 구조를 사용한 경우 ).
소프트웨어 시스템 장애를 해결하려면
ML
기술이 아니라 전통적인 소프트웨어 엔지니어링 기
술이 필요합니다.
ML
시스템 배포에도 전통적인 소프트웨어 엔지니어링 기술이 중요한 만큼
ML
엔지니어링은 보통
ML
이 아닌 엔지니어링에 중점을 둡니다.
5
자세한 내용은 이 책의 범위
를 벗어나므로, 소프트웨어 엔지니어링 관점에서
ML
시스템을 안정적으로 만드는 ...
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.