July 2023
Beginner to intermediate
496 pages
11h 43m
Korean
Content preview from MLOps 실전 가이드
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106
MLOps 실전 가이드
기술과 지식을 요구하기 때문에 복잡도가 크게 상승한다는 점이다. 이렇게 다양한 기술들이 복
잡하게 얽힌 내용을 다룰 때는 항상 작은 것부터 시작하는 게 좋다. 가장 간단하고 작은 솔루션
이 잘 작동하도록 만들고 난 이후에 조금씩 복잡성을 더하며 확장해나가야 한다.
MLOps
도입을 희망한다면 당연히 앞서 설명한 리눅스 터미널 사용법과 클라우드 컴퓨팅의
기본 개념을 알고 있어야 한다. 앞서 언급했듯
MLOps
를 수행하려면
DevOps
(
CI
/
CD
설정
및 사용 방법 )에 대해서도 심도 깊게 이해하고 있어야 한다. 이 장의 마지막에 제공하는 연습
문제는 책의 후반부에서 등장하는 복잡한 주제들을 살펴보기 전에 기술을 시험해볼 수 있는 좋
은 테스트가 될 것이다. 또한 이 장에서 소개한 모든 기본 요소를
MLOps
프로젝트로 통합해
보는 연습이기도 하다.
3
장에서는 컨테이너와 엣지 디바이스에 대해 살펴볼 것이다. 이는
AWS
세이지메이커나 애저
머신러닝 스튜디오와 같은
MLOps
플랫폼의 필수적인 구성 요소이다. 이번 장에서 짚고 넘어
간 내용들이 다음 장을 학습하는 데 도움이 될 것이다.
연습해보기연습해보기
●
AWS
, 애저,
GCP
모두에서
hello world
파이썬 깃허브 프로젝트를 실행해보자.
●
플라스크 기반의 머신러닝 애플리케이션이 ...
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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.