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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839
19
장
대규모 텐서플로 모델 훈련과 배포
NOTE
_
AI
플랫폼의 작업은 대량의 데이터에서 모델을 효율적으로 실행하기 위해서 사용할 수 있습니다.
각 워커가
GCS
에서 데이터의 일부분을 읽고 예측을 만들어
GCS
에 저장할 수 있습니다.
이제 여러분은 다양한 분산 전략을 사용해 대규모 훈련을 하기 위한 도구와 지식을 갖췄습니다.
심지어 하이퍼파라미터 세부 튜닝을 위해 강력한 베이즈 최적화를 할 수도 있습니다.
19.5
연습문제
1. SavedModel
에 포함된 것은 무엇인가요? 이 내용을 어떻게 조사할 수 있나요?
2. TF
서빙을 언제 사용해야 하고 주기능은 무엇인가요? 배포를 위해 쓸 수 있는 도구는 무
엇인가요?
3.
여러
TF
서빙 인스턴스로 모델을 어떻게 배포하나요?
4. TF
서빙으로 서비스되는 모델에 쿼리하기 위해
REST
API
대신
gRPC
API
를 사용
해야 할 때는 언제인가요?
5. TFLite
가 모바일이나 임베디드 장치에서 실행되도록 모델 크기를 줄이기 위한 방법은
무엇인가요?
6.
양자화를 고려한 훈련
quantization
-
aware
training
은 무엇인가요? 왜 필요한가요?
7.
모델 병렬화와 데이터 병렬화는 무엇인가요? 왜 일반적으로 후자를 권장하나요?
8.
서버 여러 대에서 모델을 훈련할 때 어떤 분산 전략을 쓸 수 있나요? 선택 ...
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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.