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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353
13
장
피드백 루프
그러나 이 방법에는 여러 가지 단점이 있습니다. 예를 들어, 개인 데이터나 민감한 데이터에는
적합하지 않을 수 있습니다. 제품과 사회 전체의 사용자를 반영하는 다양한 주석자 풀이 있는
지도 확인해야 합니다. 또한, 비용이 많이 발생할 수 있으며 다양한 사용자를 늘리기에 적합하
지 않을 수 있습니다.
13.2.5
전문가 주석
전문가 주석은 크라우드소싱과 유사하게 설정되지만 신중하게 선택한 주석자를 사용합니다.
텍스트 데이터에 대해
Prodigy
(
https
://
prodi
.
gy
/
)와 같은 주석 도구를 사용하는 사용자
(파이프라인을 작성하는 사용자)일 수 있습니다. 또는 도메인 전문가가 주석을 달 수 있습니
다(예: 의료 이미지에서 이미지 분류기를 학습할 때 ). 이는 특히 다음과 같은 상황에 적합합니다.
●
데이터에 주석을 달려면 전문 지식이 필요할 때
●
개인 정보나 민감한 데이터가 필요할 때
●
적은 수의 레이블만 필요할 때 (예: 전이 학습, 준지도 학습
semi
-
supervised
learning
).
●
주석의 실수가 사람들에게 실제로 많은 영향을 미칠 때
이 방법을 사용하면 고품질 피드백을 수집할 수 있지만 비용이 많이 들고 수동적이며 확장성이
좋지 않습니다.
13.2.6
피드백 자동 생성
일부 머신러닝 파이프라인에서는 피드백 ...
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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.