April 2022
Beginner to intermediate
200 pages
4h 15m
Korean
Content preview from MLOps 도입 가이드
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
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.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.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.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.
21
1장 왜지금이고도전과제는무엇인가
머신러닝 운영
Machine Learning Operations
(
MLOps
, 이하 동일)은 기업의 성공적인 데이터 사이언스
프로젝트에서 필수 요소가 되어가고 있다. 즉, 조직과 비즈니스 리더들이 장기적 가치를 창출
하고 데이터 사이언스, 머신러닝 및
AI
를 주도할 때 리스크
Risk
를 제거하는 데 도움이 되는 프로
세스다.
MLOps
가 다소 새로운 개념임에도 불구하고 데이터 사이언스의 대표 어휘 중 하나로
간주되어 큰 관심을 받고 있는 이유는 무엇인가? 이번 장에서
MLOps
의 추상적 개념과 도전
과제, 기업의 성공적 데이터 사이언스 전략에서
MLOps
가 핵심인 이유를 알아보고, 가장 중요
한 내용으로서 최근에
MLOps
가 뜨겁게 부상한 이유에 대해 살펴보겠다.
MLOps
,
ModelOps
,
AIOps
MLOps
(혹은
ModelOps
)는 다소 새로운 원칙
discipline
으로서,
2018
년 후반부터
2019
년 사이에
부각되기 시작하였다. 이 책을 쓰는 시점에 두 용어
MLOps
와
ModelOps
가 많은 경우 같은 의
미로 사용되고 있다. 하지만 일부의 주장에 따르면
ModelOps
는 머신러닝 모델뿐만 아니라 다
른 종류의 모델(예를 들면, 룰 기반 모델)도 포함하므로
MLOps
보다 더 포괄적이다. 이 책은 머
신러닝
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Read now
Unlock full access
More than 5,000 organizations count on O’Reilly
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.