December 2024
Beginner to intermediate
320 pages
7h 25m
Korean
Content preview from GPT API를 활용한 인공지능 앱 개발(2판)
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230
GPT API를 활용한 인공지능 앱 개발(2판)
다이어그램은 작업의 흐름을 시각적으로 표현한 것으로 프롬프트 엔지니어링,
RAG
, 파인 튜
닝이 적합한 상황을 나타냅니다. 뒤로 돌아가는 화살표가 많은 점에서 알 수 있듯이, 반복적 작
업이 중요합니다. 이 다이어그램에는 다양한 판단 기준이 존재합니다. 다음 절에서 자세히 알
아봅시다.
4.4.2
평가
시스템을 개선할 때 복잡한 해결책을 무작정 시도하기보다 작은 부분부터 점진적으로 개선해
나가는 것이 좋습니다. 이를 위해서는 솔루션과 구현을 다양한 기준에서 효과적으로 비교할 수
있도록 결과를 평가하는 것이 매우 중요합니다. 평가 기준으로는 관련성, 환각 현상, 질문 답변
의 정확도, 유해성, 그리고 검색 관련 지표 등이 있습니다. 프로젝트의 잠재적 결함, 회귀, 모델
변화를 감지하기 위해
LLM
평가를 자동화하는 것도 좋습니다.
평가에 사용하는 외부 도구는
5
장에서 소개합니다. 오픈
AI
도 평가에 사용하는 프레임워크
evals
(
https
://
oreil
.
ly
/
4JGmp
)를 제공합니다.
TIP
evals
의 사용법은 오픈
AI
에서 제공하는 문서(
https
://
oreil
.
ly
/
fTFCI
)를 확인하세요.
또한,
ML
플로
MLflow
와 같은 잘 알려진 도구들은
LLM
평가 (
https
://
oreil
.
ly
/
V6P2u
)를
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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.