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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182
살아 움직이는 머신러닝 파이프라인 설계
Learning
in
Deployment
(
https
://
arxiv
.
org
/
pdf
/
1909
.
06342
.
pdf
)』 논문에서 설명
가능성에 대한 자세한 내용을 확인할 수 있습니다.
NOTE
_ 로컬 및 글로벌 설명
우리는
ML
설명 방법을 두 가지 광범위한 그룹, 즉 로컬 및 글로벌 설명으로 나눌 수 있습니다. 로컬 설명은
모델이 단일 데이터 지점에 대해 특정 예측을 한 이유를 설명합니다. 글로벌 설명은 큰 데이터 지점 집합을
사용하여 측정된 모델의 전반적인 작동 방식을 설명합니다. 다음 절에서는 이 두 가지에 대한 기술을 소개하
겠습니다.
다음 절에서는 모델에서 설명을 생성하는 기술을 몇 가지 소개합니다.
7.4.1
WIT
를 사용하여 설명 생성하기
7
.
3
.
3
‘
What
-
If
Tool
로 더 자세히 살펴보기’에서는
WIT
를 사용하여 모델 공정성 질문을 해
결하는 방법을 설명했습니다. 그러나 앞서 언급한 바와 같이
WIT
는 반사실과
PDP
를 사용하
여 모델을 설명하는 데도 유용합니다. 사후 가정은 로컬 설명만 제공하지만,
PDP
는 로컬 또는
글로벌한 설명을 제공할 수 있습니다. 앞서 [그림
7
-
11
]에서 글로벌
PDP
의 예를 보았습니다.
[그림
7
-
13
]에서는 로컬
PDP
를 살펴보겠습니다.
183
7
장
모델 분석 및 검증
그림
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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.