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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228
살아 움직이는 머신러닝 파이프라인 설계
이전 예제와 마찬가지로 다음 예제와 같이 구성 매개변수를
docker
run
명령에 전달할 수 있
습니다.
docker run -p 8500:8500
\
-p 8501:8501
\
--mount
type=bind
,source
=
/path/to/models,target
=
/models/my_model
\
-e
MODEL_NAME=
my_model -t tensorflow/serving
\
--tensorflow_intra_op_parallelism
=4
\
--tensorflow_inter_op_parallelism
=4
\
--file_system_poll_wait_seconds
=10
\
--tensorflow_session_parallelism
=
2
이런 구성 옵션은 성능을 향상하고 불필요한 클라우드 공급자 비용을 절감할 수 있습니다.
8.17
텐서플로의 대체 서비스
텐서플로 서빙은 머신러닝 모델을 배포하는 좋은 방법입니다. 텐서플로
Estimator
와 케라스
모델에서는 다양한 머신러닝 개념을 다루어야 합니다. 그러나 레거시 모델을 배포하거나, 머신
러닝 프레임워크가 텐서플로나 케라스가 아니라면 다음과 같은 몇 가지 옵션이 있습니다.
8.17.1
BentoML
BentoML
(
https
://
bentoml
.
org
/
)은 머신러닝 ...
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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.