July 2023
Beginner to intermediate
496 pages
11h 43m
Korean
Content preview from MLOps 실전 가이드
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
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.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.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.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.
402
MLOps 실전 가이드
2021-03-23 INFO - Model inputs: ['input']
2021-03-23 INFO - Model outputs: ['output']
2021-03-23 INFO - ONNX model is saved at mobilenet_v2_1.0_224_quant.onnx
양자화된 텐서플로 라이트 모델의
ONNX
변환이 완료되었다. 얕은 깊이의 실습이었지만 모
델의 생성, 변환, 입출력에 대해 이해할 수 있으면 된다. 다양한 프레임워크로 개발된 모델
을
ONNX
로 변환하는 과정에 이어서, 클라우드 환경에서 활용하는 방법에 대해 간단히 살펴
보자.
10.2.4 10.2.4
애저에서 애저에서
ONNXONNX
모델 배포 모델 배포
애저에서
ONNX
모델을 배포하려면 애저 파이썬
SDK
를 이용하면 좋다. 애저 파이썬
SDK
는
애저의 머신러닝 서비스와 상호작용을 지원하기 때문에, 머신러닝 워크로드를 단순화하는 데
도움이 된다. 이번 실습에서는 애저 파이썬
SDK
를 통해
ONNX
모델을 애저의 컴퓨팅 클러스
터에 배포하는 것을 보여 주고자 한다.
앞서
4
장에서 ‘머신러닝 모델 패키징’에서는 모델을 애저로 불러오고, 컨테이너에 패키징하는
것에 대한 내용을 다루었다. 코드 일부를 재사용하여 배포될 서비스에서 사용할 스코어링 파일
을 만들어보자. ...
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Read now
Unlock full access
More than 5,000 organizations count on O’Reilly
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.