July 2023
Beginner to intermediate
496 pages
11h 43m
Korean
Content preview from MLOps 실전 가이드
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55
1
장
MLOps 세상으로 초대
연습해보기연습해보기
●
메이크파일, 린팅, 테스트와 같이 파이썬 프로젝트 스캐폴딩에 필수적인 요소가 포함된 깃허브 저장
소를 생성해보자. 그리고 간단하게 코드 포매팅
formatting
을 수행하도록 메이크파일 스크립트를 작성
해보자.
●
깃허브 액션을 사용하여 두 개 이상의 파이썬 버전에 대해 깃허브 프로젝트 테스트를 수행해보자.
●
클라우드 네이티브 빌드 서버(
AWS
코드빌드,
GCP
클라우드 빌드, 애저
DevOps
파이프라인 )를
사용하여 지속적 통합을 수행해보자.
●
깃허브 프로젝트를 도커파일로 컨테이너화하고, 자동으로 컨테이너 레지스트리에 새로운 컨테이너
가 등록되도록 만들어보자.
●
locust
또는
loader
io
와 같은 부하 테스트 프레임워크를 사용하여 애플리케이션에 대한 간단한 부
하 테스트 코드를 작성한다. 그리고 스테이징 브랜치에 변경 사항을 푸시할 때 이 테스트가 자동으로
수행되도록 만들어보자.
생각해보기생각해보기
●
지속적 통합 (
CI
) 시스템은 어떤 문제를 해결하는가?
●
지속적 통합 시스템이
SaaS
소프트웨어 제품과 머신러닝 시스템 모두에 필수적인 요소인 이유가
무엇인가?
●
데이터 분석 애플리케이션을 구축할 때 클라우드 플랫폼을 이용하는 것이 이상적인 이유가 무엇인
가? 클라우드 기반 데이터
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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.