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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41
1
장
머신러닝 파이프라인
1.5
예제 프로젝트
여기서는 오픈 소스 데이터를 이용하는 예제 프로젝트를 사용합니다. 데이터셋은 미국 금융 제
품 관련 소비자 불만 사항 모음 (출처: 미국 소비자 금융 보호국,
https
://
oreil
.
ly
/
0RVBG
)
입니다. 정형 데이터(범주/숫자 데이터 )와 비정형 데이터 (텍스트 )가 혼합된 데이터셋입니다.
[그림
1
-
3
]은 해당 데이터셋의 예시입니다.
그림
1-3
데이터 예시
머신러닝 문제는 불만 사항 데이터를 통해 소비자가 불만 사항을 통해 이의를 제기했는지 여부
를 예측할 수 있습니다. 이 데이터셋에서는
30
%의 소비자가 이의를 제기하므로 불만 사항을
제기한 소비자와 그렇지 않은 소비자 데이터셋의 균형이 맞지 않습니다.
1.5.1
프로젝트 구조
예제 프로젝트는 깃허브 저장소 (
https
://
github
.
com
/
chris
-
chris
/
building
-
machine
-
learning
-
pipelines
.
git
)에 있으며, 다음 명령으로 복제할 수 있습니다.
$ git clone https://github.com/chris-chris/building-machine-learning-pipelines.git
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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.