May 2020
Beginner to intermediate
952 pages
24h 11m
Korean
Content preview from 핸즈온 머신러닝(2판): 사이킷런, 케라스, 텐서플로 2를 활용한 머신러닝, 딥러닝 완벽 실무
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784
2
부
신경망과 딥러닝
만약 여러분의 모델이 변화에 빠르게 적응해야 하는 종류라면 긴 훈련 시간은 장애물이 될 수
있습니다 (예를 들어, 지난 주 뉴스를 추천하는 새로운 추천 시스템을 생각해보세요). 훈련 시
간이 길어지면 새로운 아이디어를 실험하지 못하게 될 수 있고 이는 꽤 중요한 문제입니다.
(다른 많은 분야와 마찬가지로) 머신러닝에서는 어떤 아이디어가 좋은 성과를 낼지 미리 알기
어렵습니다. 따라서 가능한 한 빨리 많은 시도를 해보아야 합니다. 훈련 속도를 높이는 한 방법
은
GPU
나
TPU
와 같은 하드웨어 가속기를 사용하는 것입니다. 하드웨어 가속기를 여러 개 가
진 서버를 여러 대 가지고 모델을 훈련하면 더 빨리 훈련할 수 있습니다. 간단하지만 강력한 텐
서플로의 분산 전략
distribution
strategies
API
를 사용하면 이를 쉽게 구현할 수 있습니다.
이 장에서
TF
서빙과 구글 클라우드
AI
플랫폼에 모델을 배포하는 방법을 살펴보겠습니다. 모
바일 앱, 임베디드 기기, 웹 앱에 모델 배포하는 방법도 간단히 둘러보겠습니다. 마지막으로
GPU
를 사용해 계산 속도를 높이는 방법과 분산 전략
API
를 사용해 여러 대의 서버와 장치에
서 모델을 훈련하는 방법을 알아보겠습니다. 설명할 것이 많네요. 그럼 시작해보죠!
19.1
텐서플로 모델 서빙 ...
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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.