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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252
살아 움직이는 머신러닝 파이프라인 설계
에지 장치에 모델 배포하기
텐서플로 또는 케라스 모델을 최적화하고
TFLite
머신러닝 모델을 텐서플로 서빙으로 배포한 후
다음과 같은 다양한 모바일 및 에지 장치에 모델을 배포할 수도 있습니다.
●
안드로이드와
iOS
휴대 전화
●
ARM64
기반 컴퓨터
●
마이크로컨트롤러 및 기타 내장 장치 (예: 라즈베리 파이
Rasberry
Pi
)
●
에지 장치 (예:
IoT
장치 )
●
에지
TPU
(예:
Coral
)
모바일이나 에지 장치에 배포하는 데 관심이 있다면 아니루드 코울
Anirudh
Koul
등의 『
Practical
Deep
Learning
for
Cloud
,
Mobile
,
and
Edge
』(오라일리,
2019
)를 참고하시기 바랍니다.
TFMicro
에 중점을 둔 에지 장치 자료를 찾고 계신다면, 피드 워든
Pete
Warden
과 다니엘 시투나야
케
Daniel
Situnayake
의 『
TinyML
』(오라일리,
2019
)을 추천합니다.
9.5
텐서플로 서빙 인스턴스 모니터링
텐서플로 서빙을 사용하면 추론 설정을 모니터링할 수 있습니다. 텐서플로 서빙은 프로메테우
스
Prometheus
에서 사용할 수 있는 지표 엔드포인트를 제공합니다. 프로메테우스는 실시간 이벤
트 로깅 및 알림을 해주는 무료 애플리케이션으로, 현재 아파치 ...
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and much more.
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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.