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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261
10
장
고급 TFX
모델 배포를 다룬 이전 두 장을 통해 개별 파이프라인 컴포넌트의 개요를 살펴보았습니다. 이런
파이프라인 컴포넌트를 조정하기 전에, 이 장에서는
TFX
의 고급 개념을 소개하려고 합니다.
지금까지 소개한 파이프라인 구성 요소를 사용해 대부분의 문제에 대한 머신러닝 파이프라인
을 만들 수 있습니다. 그러나 때로는 자체
TFX
컴포넌트나 더 복잡한 파이프라인 그래프를 구
축해야 합니다. 따라서 이번 장에서는 사용자 지정
TFX
컴포넌트를 구축하는 방법을 중점적으
로 살펴보겠습니다. 컴퓨터 비전 머신러닝 파이프라인을 위해 이미지를 직접 수집하는 사용자
지정 수집 컴포넌트와 함께 이 주제를 소개합니다. 또한 두 모델을 동시에 생성하기 (예: 텐서
플로 서빙 및
TFLite
배포용 )와 파이프라인 워크플로에 사람 검토자 추가하기와 같은 파이프
라인 구조의 고급 개념을 소개합니다.
WARNING
_ 현재 진행 중인 개발
지금 소개하는 개념 중 일부는 아직 개발 중이므로 향후 업데이트될 수 있습니다. 이 책을 만드는 동안
TFX
기능의 변경 사항을 적용해서 코드 예제를 업데이트하는 데 최선을 다했으며, 모든 예제는
TFX
1
.
2
.
0
에서 작
동합니다.
TFX
API
업데이트는
TFX
문서(
https
://
oreil
.
ly
/
P0S
_
m
)에서 확인할 수 있습니다. ...
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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.