July 2023
Beginner to intermediate
496 pages
11h 43m
Korean
Content preview from MLOps 실전 가이드
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211
5
장
AutoML과 KaizenML
7
.
만들어진 모델을 활용한다. 구글
AutoML
vision
을 사용하면 모델을 호스팅하고 추론작업을 수행하는
엔드포인트를 만들 수 있다. 그뿐만 아니라, 모바일 운영체제나 코랄
TPU
와 같은 엣지 디바이스에서
실행될 수 있는 형태로 모델 파일을 다운로드하는 작업을 수행할 수 있다 (그림
5
-
24
).
그림
5-24
모델 다운로드
여기에서 주목해야 하는 점은 구글 클라우드가 모델을 학습시킬 데이터를 업로드하는 일부터
엣지 디바이스에 배포할 수 있는 형태의 머신러닝 솔루션을 구축하기까지 전 과정을 최소한의
코드만으로 진행할 수 있도록 제공한다는 것이다. 이 과정에서 등장하는 다양한 선택지와 워크
플로에서 필요한 기능들이 전부 구글의 머신러닝 플랫폼 버텍스
AI
의 일부로 통합되어 있다는
점도 기억할 만하다. 다음으로는 애저와
AWS
가 제공하는 머신러닝 플랫폼과
AutoML
솔루션
에 대해 알아보자.
5.4
애저의 애저의
AutoMLAutoML
애저
AutoML
도구에 접근하는 방법은 크게 두 가지가 있다. 첫 번째는 클라우드 콘솔을 이용
하는 방법이고, 두 번째는 파이썬 스크립트를 통해
AutoML
Python
SDK
23
를 이용하는 방법
이다.
우선 콘솔을 이용해보자. 애저 머신러닝 스튜디오를 실행하고 ‘자동 머신러닝
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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.