June 2025
Beginner to intermediate
484 pages
10h 52m
Korean
Content preview from 잘되는 머신러닝 팀엔 이유가 있다
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351
Chapter 9
MLOps와 ML을 위한 지속적 전달(CD4ML)
불안이 나타나는 순간이야말로 모든 것이 변화할 수 있는 때입니다.
- 쇠렌 키르게고르
Søren
Kierkegaard
, 『불안의 개념』(한길사,
1999
)
01
저자
오전
10
시
36
분, 다나는 인프라 기술자인 테드와 함께 몇 달 동안 작업해 온 새로운 모델을 배포
하기 위해 협업하고 있습니다. 방 안에는 결단력과 불안이 혼재해 있습니다. 이번에 배포될 모델은
세간의 이목을 끌 수 있을만한 새로운 모델입니다. 그들은
3
주 동안 모델을 테스트해 왔지만, 운영
환경 배포는 보통 문제가 많아서 여러 번 재시도해야 했습니다.
배포 스크립트, 구성 파일 및 인프라 구성 요소의 복잡한 거미줄 속을 탐색하면서 다나는 무언가
잘못되었다고 느꼈습니다. 테스트 데이터셋이 운영 환경에서 모델이 보게 될 데이터를 충분히 대
표한다고 확신하지 못했습니다. 시스템의 복잡성이 너무 압도적이어서, 어디에서 문제가 발생할지
감을 잡기 어려웠습니다.
오후
12
시
45
분입니다. 다나와 테드는
10
분 전에 마지막 배포 절차를 완료했지만, 경고 메시지가
계속해서 들어오고 있어 뭔가 잘못되었다는 것을 상기시켜 줍니다.
오후
7
시
10
분, 몇 시간의 문제 해결 끝에 마침내 수정이 배포되었습니다. 다나와 테드는 안도의
한숨을 내쉬며 ...
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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.