October 2021
Beginner to intermediate
416 pages
9h 3m
Korean
Content preview from 살아 움직이는 머신러닝 파이프라인 설계: 텐서플로와 함께하는 머신러닝 프로젝트 자동화
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.
168
살아 움직이는 머신러닝 파이프라인 설계
그림
7-6
두 모델을 비교하는
TFMA
시각화
여기서 주목해야 할 핵심은
TFMA
의 분류 모델과 회귀 모델 모두 학습 중에 하나 또는 두 개로
제한되지 않고 한 번에 여러 지표를 볼 수 있다는 점입니다. 이렇게 하면 모델을 배포한 후 예
상하지 못한 작동을 방지할 수 있습니다.
또한 데모 프로젝트에서 제품별 정확도를 얻기 위해 데이터셋의 피처에 따라 평가 데이터를 분
할할 수도 있습니다. 다음 절에서 이를 수행하는 방법을 설명합니다.
7.3
공정성을 위한 모델 분석
우리가 모델을 훈련할 때 사용하는 모든 데이터는 어떤 식으로든 편향되어 있습니다. 현실 세
계는 매우 복잡한 곳입니다. 그리고 이 모든 복잡성을 적절히 포착하는 데이터 샘플을 채취하
기란 불가능합니다.
4
장에서는 파이프라인으로 들어가는 데이터의 편향에 대해 살펴보았습니
다. 이 장에서는 모델의 예측이 공정한지를 살펴보겠습니다.
169
7
장
모델 분석 및 검증
NOTE
_ 공정성과 편향
‘공정성’과 ‘편향’이라는 용어는 머신러닝 여러 그룹의 사람이 하나의 모델로부터 다른 결과를
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.