December 2020
Beginner to intermediate
256 pages
5h 15m
Korean
Content preview from 안전한 인공지능 시스템을 위한 심층 신경망 강화
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21
1
장
소개
TIP
_
이미지넷
이미지넷
ImageNet
은 머신 비전 분야를 발전시키기 위해 생성한 이미지에 대한 링크 데이터베이스입니다.
1
,
400
만 개 남짓한 이미지에는 링크가 달려 있으며 각 이미지에는 내용에 따라 하나 이상의 범주가 할당됩
니다. 데이터베이스는 다양한 수준의 일반화(예: ‘개’ 또는 ‘래브라도’와 같은 구체적인 품종)를 사용할 수 있도
록 계층 구조로 구성됩니다. 이미지넷 프로젝트는 크라우드소싱을 활용해 각 이미지에 적절한 라벨을 직접
적었습니다.
이 프로젝트는
2010
년부터 매년 시각적인 물체 인식 소프트웨어 영역에 대한 연구를 진행하기 위해 연례적
으로 이미지넷 대규모 시각 인식 대회
ImageNet
Large
Scale
Visual
Recognition
Challenge
(
ILSVRC
)를 개최합니다.
하드웨어 기술도 발전하고 있습니다. 특히 컴퓨터 그래픽과 이미지 처리 (특히 게임용)를 위해
개발된
GPU
Graphics
Processing
Unit
는 심층 신경망 학습에 필요한 복잡한 매트릭스를 처리하는 속도
에 도달했습니다. 이로 인해
2010
년 무렵부터 심층 신경망 개발이 가능했으며, 곧이어 인공지
능 영역에서 인간의 능력과 동등한 수준의 시각적 인식과 음성 번역이 가능한 정확성과 속도에
도달했습니다.
1.3
인공지능의 ‘착시 현상’ ...
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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.