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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살아 움직이는 머신러닝 파이프라인 설계
tf.Examples
train
image/encoded: b'_9j_4AAQSkZJRgABAQAAAQ
label: 1
...
dog-1.jpeg
cat-1.jpeg
dog-2.jpeg
eval
image/encoded: b'_lslxwcKcpLDAxNDQ0Hy98
label: 0
...
TFRecord
사용자 지정 컴포넌트 사용자 지정 컴포넌트
파일과 레이블을 수집하는
사용자 지정 컴포넌트
그림
10-6
데모 사용자 지정 컴포넌트의 피처
10.3.1
사용자 지정 컴포넌트 사용 사례
사용자 지정 컴포넌트의 예로서 수집 컴포넌트를 살펴보는 중이지만 아키텍처의 제한을 받지
는 않습니다. 사용자 지정 컴포넌트는 머신러닝 파이프라인의 어디에나 적용할 수 있습니다.
다음 절에서 설명하는 개념은 머신러닝 파이프라인을 필요에 따라 임의의 기능을 지정할 수 있
는 최고의 유연성을 제공합니다. 다음은 사용자 지정 컴포넌트를 활용하는 몇 가지 아이디어입
니다.
●
사용자 지정 데이터베이스에서 데이터 수집
●
생성된 데이터 통계가 포함된 이메일을 데이터 과학팀에 전송
●
새 모델을 배포하면 데브옵스팀에 알림
●
도커 컨테이너 내보낸 후 빌드 프로세스 시작
●
머신러닝 감사 기록에 추가 정보 기록
이를 각각 구축하는 방법은 설명하지 않지만, 이런 아이디어가 ...
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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.