April 2022
Beginner to intermediate
200 pages
4h 15m
Korean
Content preview from MLOps 도입 가이드
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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.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.
34
1부MLOps개념과필요성
비즈니스 의사결정 모델링
비즈니스 의사결정 모델링
Business Decision Modeling
은 의사결정 프로세스에 대한 비즈니스 관점의 청
사진
Business
Blueprint
을 생성한다. 따라서 직무 전문가들이 자신들의 요구사항을 직접 구조화하고
서술하는 데 도움을 받을 수 있다. 또한 비즈니즈 의사결정 모델은 머신러닝을 직무 전문가의 관
점에 맞춰준다. 즉, 모델을 비즈니스 규칙과 통합하거나, 직무 전문가가 의사결정의 흐름이나 모
델 변경의 잠재적 영향도를 완전히 이해하는 데 도움이 된다.
MLOps
전략에 직무 전문가를 위한 비즈니스 의사결정 모델링 요소를 포함하면, 실제 업무에서
연관된 머신러닝 모델의 작동 방식을 깊이 이해하지 않고도 머신러닝 모델이 생성하는 결과물을
어느 정도 이해하는 데 도움이 된다.
1
직무 전문가는 머신러닝 모델 생애주기 중 시작점뿐 아니라 종료 시점(배포 이후)에도 필요하
다. 데이터 과학자가 머신러닝 모델의 성능이 적절한지, 기대한 대로 작동하는지 확인하기 위
해 직무 전문가와 협력해야만 반복적인 피드백 단계를 수행할 수 있을 때도 있기 때문이다. 전
통적인 지표(정확도
Accuracy
, 정밀도
Precision
, 재현율
Recall
)로는 평가하기 어려운 경우다.
예를 들어, 데이터 과학자가 상용 ...
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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.