April 2026
Intermediate
592 pages
13h 28m
Korean
Content preview from 에이전트 시대의 AI 시스템 설계
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331
5
장
모델 능력 확장
늘어나서 쿼리 비용이 증가하긴 하겠지만, 모델 버전을 유지보수하거나 관리할 필요가 없다.
시연 가능한 논리적 단계가 필요한 작업이라면
사고 연쇄
패턴(제
5
장 패턴
13
)으로 해결될 가
능성이 크다. 퓨샷 학습과 마찬가지로 쿼리 비용이 더 높을 수 있지만, 모델을 훈련하거나 관리
할 필요가 없다는 점이 추가 비용을 상쇄하고도 남을 수 있다.
다양한 입력과 바람직한 응답으로 구성된 훈련 데이터셋이 준비되어 있지 않다면,
콘텐츠 최적
화
패턴(제
2
장 패턴
5
)이 좋은 선택일 수 있다. 이 패턴은
LLM
응답의 자연스러운 변형을 바
탕으로 성능을 개선해 나가고 가장 좋은 성과를 내는 콘텐츠 유형을 모델이 학습하게 하는데
유용하다.
5.4.5
참고문헌
웨이
Wei
등의
2021
년 논문(
https
://
arxiv
.
org
/
abs
/
2109
.
01652
)은 어시스턴트 모델 개
발에 획기적인 발전을 가져왔다. 이들은 모델이 접하지 못한 작업들 전반에 걸쳐서 제로샷 성
능을 향상하는 방법을 제시했다. 리
Li
와 리양
Liang
은 훈련 가능한 매개변수의 아주 일부만 사용
해서 생성 작업에서 전체 미세조정에 버금가는 성능을 내는 방법을 제시했다(
2021
,
https
://
arxiv
.
org
/
abs
/
2101
.
00190
). 레스터
Lester
등은 프롬프트 임베딩 층에서의 ...
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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.