September 2023
Beginner to intermediate
1044 pages
27h 52m
Korean
Content preview from 핸즈온 머신러닝(3판)
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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.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.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.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.
429
10
장
케라스를 사용한 인공 신경망 소개
심지어
2018
년
4
월 얀 르쿤
Yann
LeCun
은 ‘여러분 주변에
32
보다 큰 미니배치를 사용하는 사람
이 있으면 말려주세요’라고 트윗을 보냈습니다.
42
그는 작은 배치가 적은 훈련 시간으로 더 좋
은 모델을 만들기 때문에 작은 배치 (
2
에서
32
까지 )를 사용하는 것이 바람직하다는 도미니크
마스터스
Dominic
Masters
와 카를로 루스키
Carlo
Luschi
의
2018
년 논문
43
을 인용했습니다. 그러나 반대
의견도 있습니다.
2017
년 일래드 호퍼
Elad
Hoffer
등의 논문
44
과 프리야 고얄
Priya
Goyal
등의 논문
45
은 학습률 예열
warming
up
(즉, 작은 학습률로 훈련을 시작해서 점점 학습률을 크게 합니다.
11
장
에서 다룹니다) 같은 다양한 기법을 사용하면 매우 큰 배치 크기(
8
,
192
까지 )를 사용할 수 있
다고 밝혔습니다. 큰 배치 크기는 일반화 성능에 영향을 미치지 않고 훈련 시간을 매우 단축합
니다. 따라서 한 가지 전략은 학습률 예열을 사용해 큰 배치 크기를 시도해보는 것입니다. 만약
훈련이 불안정하거나 최종 성능이 만족스럽지 못하면 작은 배치 크기를 사용해보세요.
46
활성화 함수
이 장의 서두에 활성화 함수를 선택하는 방법을 소개했습니다. 일반적으로
ReLU
활성화 ...
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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.