September 2024
Beginner to intermediate
364 pages
8h 27m
Korean
Content preview from 머신러닝 인터뷰 실무 가이드
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168
머신러닝 인터뷰 실무 가이드
결과적으로, 모델은 이미지 분류에 대한 일반적인 이해와 함께 파인 튜닝을 통해 특정 작업
에 맞춤화된 능력을 갖추게 됩니다. 이 과정을 전이 학습
Transfer
learning
이라고 합니다.
다음은 전이 학습을 다루는 몇 가지 튜토리얼입니다.
●
전이 학습과 파인 튜닝 (텐서플로 )(
https
://
oreil
.
ly
/
qVisB
)
●
컴퓨터 비전을 위한 전이 학습 (파이토치 )(
https
://
oreil
.
ly
/
zO3Af
)
TIP
인터뷰에서 전이 학습에 대해 알고 있으면 좋습니다. 많은 상황에서 특정 과업을 위해 적절한 사전 학습
된 모델을 식별하여 이를 기반으로 추가 개발하는 것이 유용합니다. 업계에서는 비용 때문에 새로운 신경망
을 바닥부터 학습시키는 일이 드뭅니다. 만약 컴퓨터 비전 모델을 바닥부터 학습시키는 것만을 언급한다면,
실제 환경에 대한 이해가 부족하다는 인상을 줄 수 있습니다.
생성형 적대 신경망 요약
‘딥페이크’는 딥러닝으로 생성된 가짜 이미지를 뜻하며, 이 기술로 만들어진 정치인과 유명
인사의 가짜 이미지가 뉴스에서 주목을 받고 있습니다. 이 가짜 이미지들은 주로 생성형 적
대 신경망
generative
adversarial
networks
(
GAN
)이라 불리는 신경망을 통해 만들어집니다.
GAN
의 구
조
66
는 생성자와 ...
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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.