October 2021
Beginner to intermediate
416 pages
9h 3m
Korean
Content preview from 살아 움직이는 머신러닝 파이프라인 설계: 텐서플로와 함께하는 머신러닝 프로젝트 자동화
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39
1
장
머신러닝 파이프라인
안, 텐서플로
TensorFlow
ML
메타데이터스토어
MetadataStore
와 같은 파이프라인 아티팩트
artifact
저장
소는 개별 프로세스의 산출물을 저장합니다.
2
장에서는
TFX
메타데이터스토어의 개요를 제공
하고
TFX
와
TFX
파이프라인 컴포넌트를 자세히 살펴봅니다.
1.4.1
파이프라인 오케스트레이션의 필요성
2015
년, 구글의 머신러닝 엔지니어 그룹은 머신러닝 프로젝트가 실패하는 주요 원인으로 대
부분의 프로젝트가 머신러닝 파이프라인 단계 사이를 연결할 때 커스텀 코드를 사용한다는 점
을 밝혔습니다.
2
커스텀 코드는 한 프로젝트에서 다음 프로젝트로 쉽게 연결되지 않습니다. 「머
신러닝 시스템의 숨겨진 기술적 부채
Hidden
Technical
Debt
in
Machine
Learning
Systems
3
」라는 논문에 관련
연구 결과가 요약되어 있습니다. 이 논문에서는 파이프라인 단계 사이의
글루 코드
glue
code
는 불
안정하며 커스텀 스크립트가 특정 사례 이상으로 확장되지 않는다고 주장합니다. 시간이 지나
면서 아파치 빔, 아파치 에어플로, 쿠브플로 파이프라인과 같은 도구가 개발되었습니다. 이런
도구를 사용하여 머신러닝 파이프라인 작업을 관리하고 표준화된 오케스트레이션과 작업 간
글루 코드를 추상화할 수 있습니다.
처음에는 ...
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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.