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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229
8
장
텐서플로 서빙을 사용한 모델 배포
러스터에 배포됩니다. 이 장을 작성할 당시,
Seldon
은 텐서플로, 사이킷런,
XGBoost
은 물론
이고
R
로 훈련된 머신러닝 모델을 지원했습니다.
Seldon
은 자체적인 도커 이미지로 전처리를 구성할 수 있는 자체 생태계를 갖추고 있습니다.
이 이미지는 배포 이미지와 함께 배포됩니다. 또한
A
/
B
테스트나 멀티 암드 밴디트
multiarm
bandit
실험을 수행하는 라우팅 서비스도 제공합니다.
Seldon
은 쿠브플로 환경과 고도로 통합되어 있으며 텐서플로 서빙과 유사하게 쿠버네티스에
서 쿠브플로를 사용하여 모델을 배포하는 방법입니다.
8.17.3
GraphPipe
GraphPipe
(
https
://
oreil
.
ly
/
w
_
U7U
)도 텐서플로와 비
非
텐서플로 모델을 배포하는 방법
입니다. 오라클은 오픈 소스 프로젝트를 추진합니다. 이를 통해 텐서플로(케라스 포함 ) 모델
뿐만 아니라
Caffe2
모델과
ONNX
Open
Neural
Network
Exchange
형식
24
으로 변환 가능한 모든 머신
러닝 모델을 배포할 수 있습니다.
ONNX
형식으로
GraphPipe
를 사용하여 파이토치 모델을
배포할 수 있습니다.
GraphPipe
는 텐서플로, 파이토치 등에 모델 서버를 제공하면서 파이썬, 자바,
Go
와 같은 프
로그래밍 언어를 ...
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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.