July 2023
Beginner to intermediate
496 pages
11h 43m
Korean
Content preview from MLOps 실전 가이드
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382
MLOps 실전 가이드
크플로는 서버리스 방식으로 구축하고, 추후에 필요한 기능이 추가 될 경우 다른 플랫폼으로
확장하는 것을 추천한다.
만약 더 많은 기능이 필요한 경우, 버텍스
AI
플랫폼을 이용하면 더 큰 프로젝트를 위한 데이
터 및 머신러닝 엔지니어링 요소를 활용할 수 있다. 특히 피처 스토어
Feature
Stores
, 설명 가능
한
AI
Explainable
AI
, 모델 품질 추적
tracking
model
quality
등은
MLOps
솔루션의 중요한 구성 요소
이다.
9.3
머신러닝 모델 운영 머신러닝 모델 운영
모든 주요 클라우드 플랫폼에는 이제
MLOps
기능이 포함되어 있다. 구글 클라우드 플랫폼
의
MLOps
인 버텍스
AI
는
AutoML
기술을 포함한 많은 개별 서비스를 통합하여 제공한다.
MLOps
플랫폼들의 필수 요소로는 피처 스토어, 설명 가능한
AI
, 모델 품질 추적 등이 있다.
만약 큰 규모의
MLOps
프로젝트를 진행한다면 구글 클라우드 플랫폼에서는 버텍스
AI
,
AWS
에서는 세이지메이커, 애저에서는 애저 머신러닝 스튜디오에서 시작하면 된다.
구글 클라우드 플랫폼에서는 독립적인 솔루션으로 구성 요소를 조합하여 머신러닝을 운영하는
것도 또 다른 옵션이 될 수 있다. 예를 들어 모델을 배포하여 예측을 수행할 경우 다음과 같은 ...
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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.