August 2021
Beginner to intermediate
720 pages
15h 32m
Korean
Content preview from fastai와 파이토치가 만나 꽃피운 딥러닝
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
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.
316
2
fastai 애플리케이션 계층 이해하기
지금까지는 크기가
244
인 이미지에서만 학습을 수행했습니다. 하지만 좀 더 작은 크기로 먼저
학습을 수행해볼 수 있습니다. 이를
progressive
resizing
이라고 합니다.
7.3
2018
년
fast
.
ai
연구진과 학생으로 구성된 팀이
DAWNBench
경연 대회(
https
://
oreil
.
ly
/
16tar
)에서 우승했을 때 보여준 혁신 중 하나는 매우 간단한 아이디어였습니다. 작은 이
미지로 학습을 시작해서 큰 이미지로 학습을 끝내자는 아이디어죠. 학습 에포크의 대부분을 작
은 이미지로 진행하면 학습에 걸리는 시간이 많이 단축되며, 큰 이미지로 학습을 마무리하면
최종 정확도가 훨씬 높아집니다. 우리는 이 접근법을
이라고 명명했습니다.
NOTE
_
학습하면서 점진적으로 더 큰 이미지를 사용하는 방법입니다.
지금까지 살펴본 내용에 따르면, 합성곱 신경망이 학습해 얻은 특징은 이미지 크기와는 무관합
니다. 초기 계층은 직선 및 그레이디언트를, 후기 계층은 코나 일몰 같은 구체적인 특징을 찾
죠. 따라서 학습 도중에 이미지 크기가 바뀌더라도 전혀 다른 파라미터를 찾아야 한다는 의미
는 아닙니다.
하지만 큰 이미지와 작은 이미지 사이에는 분명한 ...
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Read now
Unlock full access
More than 5,000 organizations count on O’Reilly
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.