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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52
살아 움직이는 머신러닝 파이프라인 설계
2.5
대화형 파이프라인
머신러닝 파이프라인을 설계하고 구현하는 일은 때때로 좌절감을 줍니다. 예를 들어 파이프라
인 내에서 컴포넌트를 디버깅하기가 어려울 수 있습니다. 대화형 파이프라인이
TFX
의 기능으
로 도입된 이유기도 하죠. 다음 장에서는 머신러닝 파이프라인을 단계별로 구현하고 대화형 파
이프라인을 사용한 구현을 시연할 예정입니다. 파이프라인은 주피터 노트북에서 실행되며, 구
성 요소의 아티팩트를 즉시 검토할 수 있습니다. 파이프라인의 전체 피처를 확인한 후,
11
장과
12
장에서는 아파치 에어플로에서 실행할 수 있도록 대화형 파이프라인을 실제 제품 단계 수준
의 파이프라인으로 변환하는 방법을 설명합니다.
모든 대화형 파이프라인은 주피터 노트북이나 구글 코랩
Google
Colab
세션의 콘텍스트에서 프로
그래밍됩니다.
11
장과
12
장에서 다룰
오케스트레이션
툴과는 달리, 대화형 파이프라인은 사용
자가 명령을 입력하고 실행합니다.
필요한 패키지를 가져와 대화형 파이프라인을 시작해 보겠습니다.
import tfx
import tensorflow as tf
from
tfx.orchestration.experimental.interactive.interactive_context
import
\
InteractiveContext ...
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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.