June 2025
Beginner to intermediate
484 pages
10h 52m
Korean
Content preview from 잘되는 머신러닝 팀엔 이유가 있다
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
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.
42
잘되는 머신러닝 팀엔 이유가 있다
1.2.2
전체를 보는 관점:
ML
효과적 구현을 위한 시스템 사고
시스템 사고
19
는 시스템의 개별 부분보다, 모든 요소 간의
관계
와
상호작용
에 초점을 맞추도
록 도와줍니다. 시스템 사고는 우리가 잘못된 구조를 이해하고 개선할 수 있도록 정신 모델
과 도구를 제공합니다. 여기에는 우리의 사고 방식과 인식도 포함됩니다.
왜
ML
제품 전달을 시스템으로 봐야 할까요? 그리고 시스템이란 무엇일까요? 시스템 사고의
선구자인 도넬라 메도우스
Donella
H
.
Meadows
20
는 시스템을 ‘서로 연결된 요소들이 일관되게 조직
되어 어떤 목적을 달성하는 집합’으로 정의합니다. 시스템은
요소
,
상호 연결
,
기능 또는 목적
이라는 세 가지 요소로 구성되어야 합니다.
이제
ML
제품 전달의 맥락에서 다시 읽어 보겠습니다. 시스템은 방금 말한 것처럼 세 가지
요소로 구성됩니다
(그림
1
-
3
)
.
요소
데이터,
ML
실험, 소프트웨어 엔지니어링, 인프라 및 배포, 사용자 및 고객, 제품 설계
및 사용자 경험 등
상호 연결
크로스 기능 협업 및 이후 레이블링과 재훈련을 위한 데이터를 생성하는 운영
ML
시스
템 등
ML
제품의 기능 또는 목적
사용자가 가장 적합한 제품을 찾도록 돕는 것 등
19
https
://
oreil
.
ly
/
dcAJ
-
20
https
://
oreil ...
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Read now
Unlock full access
More than 5,000 organizations count on O’Reilly
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.