August 2021
Beginner to intermediate
720 pages
15h 32m
Korean
Content preview from fastai와 파이토치가 만나 꽃피운 딥러닝
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154
1
실전 딥러닝
3.3.3
온라인상에서의 편향에 관한 토론은 순식간에 혼란해지는 경향이 있습니다. ‘편향’이라는 단어
에는 매우 다양한 의미가 있습니다. 통계학자들은 편향에 관해 이야기하는 데이터 윤리학자를
보고 통계적인 용어로서의 편향을 정의한다고 생각할지도 모릅니다. 하지만 그렇지 않습니다.
그리고 모델 파라미터를 구성하는 가중치와 편향에 나타나는 편향을 의미하지도 않습니다!
데이터 윤리학자들은 사회 과학적 개념으로서의 편향을 말합니다. 「
A
Framework
for
Understanding
Unintended
Consequences
of
Machine
Learning
(
https
://
oreil
.
ly
/
aF33V
)」에서
MIT
의 하리니 수레시
Harini
Suresh
와 존 구탁
John
Guttag
은 [그림
3
-
6
]에 요약된
여섯 가지 유형의 머신러닝 편향을 설명합니다.
실세계
표본
데이터셋
학습용 데이터
학습용 데이터
모델 출력
후처리, 시스템 통합,
사람의 해석
실세계의 의미
데이터 생성
표본 선택
측정
측정
선택
최적화
검증
모델
모델 정의
모델
실행
전처리
전처리, 학습/
테스트용 분리
검증용
데이터
검증용
데이터
벤치마크용
벤치마크용
그림
3-6
머신러닝에서의 편향은 다양한 경로에서 발생할 수 있습니다(출처: 하리니 수레시 ...
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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.