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.
385
Chapter 9
MLOps와 ML을 위한 지속적 전달(CD4ML)
CD4ML
의 원칙과 관행을 충분히 이해했다면, 이제 이 장의 마지막 절로 넘어가
CD4ML
이
팀이
ML
거버넌스와 책임 있는
AI
를 실천하는 데 어떻게 지원하는지 살펴보겠습니다.
9.3 CD4ML
이
ML
거버넌스와 책임 있는
AI
를 지원하는 방법
ML
의 성능이 발전하고
AI
서비스에 대한 의존도가 높아짐에 따라, 편견이 증폭되고 예기치
못한 사용 사례로 사회에 해로운 영향을 미치는 등 잠재적 위험이 증가하고 있습니다. 이러
한 피해의 몇 가지 예시는
AIAAIC
46
지포지터리
47
를 참조하세요. 이 지포지터리에는 딥 페
이크, 거짓 주장, 내재된 인종차별, 프라이버시 침해 등
1
,
000
건 이상의 사건과 논란이 포함
되어 있습니다.
ML
팀이 잠재적인 장애 모드와 피해의 원인을 사전에 파악하고, 그에 따라 위험 관리를 구
현하지 않으면, 기능적 실패에 취약할 뿐만 아니라 사용자에게 해를 끼치고 비즈니스의 대외
평판에 손상을 입힐 위험이 있는 일종의 ‘모래성’을 구축하는 셈입니다. 그렇기 때문에
ML
거
버넌스는 책임 있는
AI
와 교차하며,
ML
시스템을 구축하는 모든 팀에게 필수적입니다.
1
장에서 필자는
MIT
Sloan
의 책임 있는
AI
정의
48
를 인용했습니다.
책임 있는
AI
는
AI
시스템이 ...
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.