June 2025
Beginner to intermediate
484 pages
10h 52m
Korean
Content preview from 잘되는 머신러닝 팀엔 이유가 있다
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339
Chapter 8
리팩터링과 기술 부채 관리
■ 모든 테스트를 통과할 것
■ 의도를 드러낼 것 (프로그래머에게 중요한 모든 의도를 명시)
■ 중복된 로직이 없을 것
■ 가능한 한 가장 적은 개수의 클래스와 메서드를 사용할 것 (이전 세 가지 규칙에 부합하지 않는 것은 제거 )
이러한 규칙을 방해하는 요소가 있다면
( 성급한 추상화, 불필요한 디자인 패턴, 설계 부재 )
,
더 간단하고 적합한 설계가 있는지 고려해 보세요. 팀원이나 동종 업계 종사자 혹은 인터넷
46
을 통해 의견을 나누는 것도 충분한 도움이 됩니다.
코드베이스 설계 원칙을 시스템 설계로 확장하기
지금까지 이 장에서는 단일 코드베이스의 맥락에서 설계 원칙, 코드 스멜 및 리팩터링에 대해 설명했지만 이
장에서 배운 내용은 업스트림 피처 스토어,
ML
훈련 파이프라인, 추론 서비스 및 데이터 제품과 같은
ML
솔
루션 구성 요소 간의 시스템 수준 상호작용에도 적용할 수 있습니다.
『
Machine Learning: The High-Interest Credit Card of Technical Debt
』(
O
’
Reilly
,
2020
)
에서 저자들은 경
계 침식, 얽힘, 선언되지 않은 소비자, 과도한 데이터 의존성, 죽은 실험 코드 경로, 파이프라인 정글 등 시스템
수준 기술 부채의
14
가지 사례를 열거합니다. ...
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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.