October 2021
Beginner to intermediate
416 pages
9h 3m
Korean
Content preview from 살아 움직이는 머신러닝 파이프라인 설계: 텐서플로와 함께하는 머신러닝 프로젝트 자동화
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172
살아 움직이는 머신러닝 파이프라인 설계
그림
7-7
TFMA
슬라이싱 시각화
NOTE
_ 어떤 클래스가 이로운지 생각해 보세요.
우리는 모델이 사람에게 이로운 어떤 선택이 있다고 가정합니다. 그리고 양성이 인간에게 이로운 결정이라고
가정합니다. 만약 양성이 사람에게 이롭지 않고 음성이 사람에게 해롭다면, 참 음성 비율과 거짓 양성 비율을
고려해야 합니다.
동등한 기회를 위해 그룹별로
FPR
을 확인할 수 있습니다. 이에 관한 자세한 내용은 공정성
지표 프로젝트의 조언 (
https
://
github
.
com
/
tensorflow
/
tensorboard
/
blob
/
master
/
docs
/
fairness
-
indicators
.
md
)을 참고해주세요.
7.3.2
공정성 지표를 사용하여 결정 임곗값 확인하기
공정성 지표도 모델 분석에 매우 유용한 도구입니다.
TFMA
와 몇 가지 기능이 중복되지만, 특
히 다양한 결정 임곗값에서 기능별로 분할된 지표를 볼 수 있는 기능이 특히 유용합니다. 앞에
서 논의한 바와 같이, 임곗값은 분류 모델에 대한 클래스 사이의 경계를 그리는 확률 점수입니
다. 이를 통해 모델이 결정 임곗값이 다른 그룹에 적합한지 확인할 수 있습니다.
173
7
장
모델 분석 및 검증
공정성 지표 도구에 액세스하는 방법은 다양하지만, 독립 실행형 라이브러리로 사용하는 가장 ...
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and much more.
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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.