July 2023
Beginner to intermediate
496 pages
11h 43m
Korean
Content preview from MLOps 실전 가이드
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130
MLOps 실전 가이드
3.2.1 3.2.1
구글 코랄구글 코랄
엣지 배포의 본질은 빠르고, 사용자와 밀접하게 상호작용하고, 인터넷 없이도 잘 작동하도록
만드는 것이다. 코랄 프로젝트
Coral
Project
17
는 엣지 배포의 본질을 지키며 엣지 디바이스에서 머
신러닝 추론을 할 수 있도록 돕는 플랫폼이다.
18
이번 절에서는 텐서플로 라이트 모델들을 실
행할 수 있는
USB
형태의 가속기에 대해 다룬다. 대부분의 텐서플로 라이트 모델들을 컴파일
하여 이 엣지 텐서 처리 장치
Tensor
Processing
Unit
(
TPU
)에서 실행할 수 있다. 엣지 디바이스에서
머신러닝 모델이 실행되도록 만들 때 고려해야 하는 점들이 있다. 첫째, 실행하고자 하는 머신
러닝 연산 및 가속이 지원되는 하드웨어인지 확인해야 한다. 둘째, 엣지 디바이스에 머신러닝
모델을 설치하는 방법이 잘 안내되어 있는지와 셋째, 엣지 배포 관련 소프트웨어 간의 호환성
은 괜찮은지를 확인해야 한다. 코랄 엣지
Coral
Edge
TPU
는 이 세 가지 측면을 모두 충족했다고
생각한다. 대부분의 텐서플로 라이트 모델들은 컴파일만 무사히 마치면 별다른 문제없이
TPU
에서 실행이 가능하다.
간단한 코랄 예제를 실행하기 위해서는 코랄
TPU
런타임과 텐서플로 런타임이 필요하다. 먼
저 코랄
TPU
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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.