June 2025
Beginner to intermediate
484 pages
10h 52m
Korean
Content preview from 잘되는 머신러닝 팀엔 이유가 있다
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201
Chapter 5
자동 테스트: 신속하게 진행하되 문제는 피하기
떤 지표나 수동 테스트가 새로운 모델이 ‘충분히 좋은’지에 대한 확신을 줍니까? 어떤 동작이
바람직하지 않습니까? 이러한 모델 테스트를 자동화하고, 시간이 지남에 따라 더 많은 품질
검사를 자동화하면서 이를 심화시킬 수 있습니다.
이러한 직관적인 기준을 자동화된 적합도 함수
fitness
function
10
로 코드화할 수 있습니다. 적합도
함수는 목표 상태에 얼마나 근접한지를 단일 지표로 요약할 수 있는 객관적이고 실행 가능한
함수입니다. 이러한 적합도 함수를 릴리스 파이프라인에 통합하면
ML
모델을 반복적으로 개
선하고 수동 테스트를 줄이는 기반을 마련할 수 있습니다. 적합도 함수에 대해서는
6
장에서
더 자세히 설명하겠습니다.
모델 테스트는 탐색적 평가, 오류 분석, 운영 모니터링, 데이터 큐레이션과 밀접한 관련이 있
습니다. 이러한 실천들이 서로 어떻게 보완하는지에 대해서도
6
장에서 다룹니다.
종합적으로 살펴보기:
ML
시스템 테스트 피라미드
소프트웨어 테스트, 모델 테스트 및 기타 유형의 테스트가 어떻게 결합되어 포괄적인 테스트
전략을 만드는지 설명하기 위해,
ML
시스템 테스트 피라미드
ML
systems
test
pyramid
를 살펴보겠습
니다
(그림
5
-
5
)
. 이 피라미드는
ML
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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.