December 2020
Beginner to intermediate
256 pages
5h 15m
Korean
Content preview from 안전한 인공지능 시스템을 위한 심층 신경망 강화
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159
7
장
시스템에 사용하는 공격 패턴
7
장에서는 공격자의 목표와 특성을 고려해 적대적 입력을 생성하는 다양한 공격 패턴을 살펴
보겠습니다. 공격 패턴은
6
장에 설명한 방법을 활용합니다. 배우면서 점차 알게 되겠지만 공격
자는 적대적 입력을 테스트하고 개발하기 위해 대상에게 접근하는데, 그 방법은 대상 모델과
처리 과정에 대한 지식이나 정보의 수준과 같은 요인에 따라 달라집니다. 또한 적대적 섭동이
나 적대적 패치를 다른 이미지나 오디오 파일에서 사용하는 방법도 살펴보겠습니다.
7.1
공격 패턴
6
장에서는 적대적 사례를 생성하는 여러 가지 기법을 살펴봤습니다. 이런 방법은 ‘실험’ 환경에
서는 증명되었지만, 공격자가 대상 모델이나 시스템에 대해 가진 정보가 부족하거나 접근이 제
한된 실제 상황에서는 어떻게 작동될까요? 실제 상황에 효과적인 적대적 입력을 생성하는 것
은 모든 공격자에게 중대한 과제입니다.
적대적 입력을 생성한 후 교묘하게 공격하기 위해 활용할 수 있는 여러 유형의 패턴이 있습니
다.이런 패턴은 복잡성과 적대적 사례를 생성하는 데 다양한 자원을 필요로 합니다. 게다가 일
부 접근법은 대상 시스템에 대해 많이 알아야 하거나 접근하기 쉬워야 가능합니다. 앞으로 살
펴볼 패턴은 공격의 견고함과 기밀성을 요합니다.
이와 같은 접근방식은 다음과 같이 분류할 수 ...
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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.