December 2024
Beginner to intermediate
320 pages
7h 25m
Korean
Content preview from GPT API를 활용한 인공지능 앱 개발(2판)
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186
GPT API를 활용한 인공지능 앱 개발(2판)
4.1.4
사용자 피드백을 통한 반복적 개선
반복적 개선
iterative
refinement
기법은 반복을 통해 초기 입력 프롬프트를 조금씩 개선해 나가는 방
식입니다.
LLM
은 기존 프롬프트를 다시 작성해 더 나은 프롬프트를 만듭니다. 이 과정을 반복
하며 지속해서
LLM
에 프롬프트 최적화를 적용해 모델의 성능을 크게 향상합니다.
프롬프터
promptor
는 반복적 개선 과정에 사용자 피드백을 결합하며,
LLM
은 에이전트 역할을 맡
습니다. 프롬프터는 주기적으로 프롬프트를 평가하고 개선합니다. 프롬프터는 검토자
reviewer
,
질문자
questioner
, 프롬프트 제작자
prompt
maker
라는 세 가지 에이전트로 구성됩니다.
NOTE
에이전트는 특정 프롬프트를 사용해
LLM
으로 생성되고, 목표를 부여받아 여러 행동과 단계를 통해 목표를 달
성합니다. 에이전트에 대해서는
5
장에서 자세히 설명합니다.
[그림
4
-
3
]은 에이전트들이 상호작용하는 방법을 단계별로 정리했습니다. 초기 프롬프트는 현
재 프롬프트 변수에 먼저 입력됩니다. 현재 프롬프트는 검토자 에이전트 (
1
)에게 전달되며, 검
토자 에이전트는 프롬프트의 품질을 평가하고 개선 방법을 제공합니다. 질문자 에이전트(
2
)는
현재 프롬프트와 이 프롬프트에 대한
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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.