June 2025
Beginner to intermediate
484 pages
10h 52m
Korean
Content preview from 잘되는 머신러닝 팀엔 이유가 있다
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196
Part 2
엔지니어링
것을 알 수 있습니다. 자동 테스트가 처음에는 낯설었지만, 결국 그 가치를 깨닫고 작업의 일
환으로 테스트를 작성하게 된 경우도 있었습니다. 테스트를 작성하지 않는 주된 이유는 단순
히 그 방법을 모르거나 배운 적이 없었기 때문입니다.
<
ML
테스트 점수
ML
Test
Score
>
06
논문에서 저자들은
ML
시스템 테스트가 수동으로 코딩 된 시
스템 테스트보다 더 어려울 수 있다고 지적했습니다.
ML
시스템의 동작이 데이터에 크게 의
존할 수 있으며, 모델을 사전에 명확히 지정하기 어렵기 때문입니다
(이 논문에서는
ML
시스
템을 어떻게 테스트하고 모니터링할 수 있는지에 대한 기준을 제시합니다 )
.
이 논문 이후로,
ML
솔루션의 특정 구성 요소를 테스트하는 패턴이 나타나기 시작했습니다.
우리는
ML
시스템의 부분들
( 피처 엔지니어링, 데이터 처리, 모델 서비스)
을 명확히 구분하
고, 각 부분에 대한 적절한 테스트 전략을 찾아냈습니다.
이제 우리는 더 나은 테스트를 작성하고자 하며, 적절한 테스트 유형을 구성할 수 있는 방법
이 있다는 것을 알고 있습니다. 우리를 막고 있는 유일한 것은 어떤 테스트를 작성할 수 있는
지 그리고 어떻게 작성할 수 있는지 아는 것입니다. 이를 위해 다음 절으로 넘어가겠습니다.
5.2 ML
시스템을 위한
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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.