March 2023
Beginner to intermediate
436 pages
9h 20m
Korean
Content preview from 머신러닝 시스템 설계
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393
10
장
MLOps를 위한 인프라와 도구
바이트
레지스트리
UI
모델
엔벨로프
레지스트리
모델 인스턴스
ID
반환
기타 매개변수
함수/객체
훈련 세트 통계량
데이터/실행 정보
태그
깃 환경
파이썬 환경
추론된
API
상세
직렬화된 정보
save
_
model
:
직렬화
수행 가능한 경우
엔벨로프
콘텐츠
S3
그림
10-10
스티치 픽스의 모델 스토어가 추적하는 아티팩트(출처: 스탠퍼드 강의
CS
329S
를 위한 스테판 크라우치
크의 자료
59
를 각색함)
10.4.3 10.4.3
피처 스토어피처 스토어
‘피처 스토어’는 점점 더 많이 사용되는 용어로, 사람마다 서로 다른 것을 지칭하는 데 사용하기
도 합니다.
ML
실무자들은 피처 스토어가 가져야 할 기능을 정의하기 위해 다양한 시도를 했
습니다.
60
그 핵심에는 피처 관리, 피처 변환, 피처 일관성 보장이라는 세 가지 주요 문제가 있
습니다. 이를 해결하는 데 피처 스토어가 도움이 될 수 있습니다. 피처 스토어 솔루션은 다음
중 하나 이상을 해결해줍니다.
59
https://oreil
.
ly/zWQM9
60
Lathia
,
N
. (
2020
,
December
5
).
Building
a
Feature
Store
.
Neal
Lathia
,
PhD
.
https://oreil
.
ly/DgsvA
Volz
,
J
. (
2021
,
September
28
).
Why
Yo ...
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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.