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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309
12
장
파이프라인 2부: 쿠브플로 파이프라인
11
장에서는 아파치 빔과 아파치 에어플로를 사용한 파이프라인 오케스트레이션을 살펴봤습니
다. 아파치 빔은 설정이 간편하며 아파치 에어플로는 다른
ETL
작업에 널리 채택된다는 이점
을 제공합니다.
이 장에서는 쿠브플로 파이프라인을 사용한 파이프라인 오케스트레이션을 다룹니다. 쿠브플로
파이프라인은 확장성이 뛰어난 파이프라인 솔루션을 제공하는 쿠버네티스 클러스터 내에서 머
신러닝 작업을 실행할 수 있도록 합니다.
11
장에서 살펴봤듯이, 우리의 오케스트레이션 도구
는 파이프라인 컴포넌트 간의 조정을 처리합니다 (그림
12
-
1
).
데이터
수집
파이프라인
오케스트레이션
메타데이터스토어 데이터베이스
데이터
검증
데이터
전처리
모델 피드백 루프
모델
학습
모델 분석 및
검증
모델
배포
그림
12-1
파이프라인 오케스트레이터
쿠브플로 파이프라인 설정은 아파치 에어플로나 아파치 빔 설치보다 더 복잡합니다. 그러나
이 장의 뒷부분에서 설명하겠지만, 파이프라인 계보 탐색기
Pipeline
Lineage
Browser
, 텐서보드 통합
TensorBoard
Integration
,
TFDV
및
TFMA
시각화 보기 등 훌륭한 기능을 제공합니다. 또한 컴퓨팅
파이프라인
2
부:
쿠브플로 파이프라인
CHAPTER
12
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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.