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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살아 움직이는 머신러닝 파이프라인 설계
회사 프레임워크 링크
에어비앤비
AirBnb
에어로솔브
AeroSolve
https
://
github
.
com
/
airbnb
/
aerosolve
스트라이프
Stripe
레일야드
Railyard
https
://
stripe
.
com
/
blog
/
railyard
-
training
-
models
스포티파이
Spotify
루이지
Luigi
https
://
github
.
com
/
spotify
/
luigi
우버
Uber
미켈란젤로
Michelangelo
https
://
eng
.
uber
.
com
/
Michelangelo
-
machine
-
learning
-
platform
넷플릭스
Netflix
메타플로
Metaflow
https
://
metaflow
.
org
/
프레임워크는 기업에서 비롯되었기에 특정 엔지니어링 스택을 염두에 두고 설계되었습니다.
예를 들어 에어비엔비의 에어로솔브는 자바 기반 추론 코드, 스포티파이의 루이지는 효율적인
오케스트레이션에 초점을 맞춥니다.
TFX
도 마찬가지입니다. 이때
TFX
아키텍처와 데이터 구
조는 사용자가 텐서플로 (또는 케라스 )를 머신러닝 프레임워크로 사용한다고 가정합니다. 일
부
TFX
컴포넌트는 다른 머신러닝 프레임워크와 함께 사용할 수 있습니다. 예를 들어, 데이터
를 텐서플로 데이터 검증 (
TFDV
)으로 분석한 뒤 사이킷런
scikit
-
learn
모델에서 사용할 ...
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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.