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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294
살아 움직이는 머신러닝 파이프라인 설계
예제 프로젝트에서는 컴포넌트 인스턴스화를 파이프라인 구성에서 분리하여 서로 다른 오케스
트레이터의 파이프라인 설정에 초점을 맞춥니다.
init
_
components
함수는 컴포넌트를 인스턴스화합니다. 학습과 평가 단계 수 외에도 다음과
같은 세 가지 입력이 필요합니다.
●
data_dir
학습/평가 데이터를 찾을 수 있는 경로입니다.
●
module_file
Transform
(
5
장)및
Trainer
(
6
장) 컴포넌트에 필요한 파이썬 모듈입니다.
●
serving_model_dir
내보낸 모델을 저장할 경로입니다.
12
장에서 논의할 구글 클라우드 설정에 대한 작은 수정 사항 외에 각 오케스트레이터 플랫폼
에 대한 컴포넌트 설정은 동일합니다. 따라서 아파치 빔, 아파치 에어플로, 쿠브플로 파이프라
인의 다양한 예시 설정에서 컴포넌트 정의를 재사용하겠습니다. 빔은 쿠브플로 파이프라인을
사용할 때 디버깅에 도움이 되기도 합니다. 하지만 바로 쿠브플로 파이프라인으로 뛰어들고 싶
다면, 다음 장으로 넘어가세요!
11.3
빔과 에어플로를 위한 대화형 파이프라인 변환
아파치 빔이나 에어플로를 사용하여 파이프라인을 관리하려면 다음 단계를 통해 노트북을 파
이프라인으로 변환할 수도 있습니다. 노트북에서 내보내지 않을 셀이라면
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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.