August 2021
Beginner to intermediate
720 pages
15h 32m
Korean
Content preview from fastai와 파이토치가 만나 꽃피운 딥러닝
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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.
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fastai 애플리케이션 계층 이해하기
우리는 반려동물 품종 관련 전문가가 아니므로 오류가 발생한 범주가 실제로 인식이 어려운 품
종을 반영하는지 바로 알 수가 없습니다. 따라서 이번에도 구글 검색을 해봐야겠죠. 제가 검색
해본 결과, 여기 나타난 품종은 전문가 사이에서도 때로는 의견이 갈리는 품종이라는 점을 알
았습니다. 이런 사실을 안다면 올바른 방향으로 나아가고 있다는 심적 안정을 얻을 수 있겠죠.
꽤 좋은 기준선을 구한 것 같습니다. 그렇다면 이를 더욱 좋게 만들려면 무엇을 시도해볼 수 있
을까요?
5.5
이번에는 모델의 학습 능력을 개선하고 성능을 높이는 다양한 기법을 살펴봅니다. 이 과정에서
전이 학습을 좀 더 설명하고 사전 학습된 모델의 가중치를 무너뜨리지 않으면서 최대한 미세
조정하는 방법을 다룹니다.
모델 학습에서는 학습률을 가장 먼저 설정해야 합니다. 앞 장에서 학습률을 적절히 설정해야
학습이 더 효율적으로 이루어짐을 배웠습니다. 그러면 좋은 학습률은 어떻게 고를 수 있을까
요?
fastai
는 이를 위한 도구를 제공합니다.
5.5.1
모델의 학습에서 올바른 학습률을 고르는 일은 굉장히 중요합니다. 학습률이 너무 낮으면 에포
크가 많이 소요될 수 있습니다. 시간이 낭비될 뿐만 아니라 과적합 문제도 발생할 수 있겠죠. ...
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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.