April 2026
Intermediate
348 pages
8h 22m
Korean
Content preview from 그림으로 배우는 생성형 AI
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216
그림으로 배우는 생성형 AI
embedding = embed_model.embed_query(
"이미 관측된 바로, ..."
)
MiniLM
같은 가중치 공개 모델
open
-
weights
model
들 외
에
,
주요 클라우드 제공업체
(
하이퍼스케일러
)
가 유
료로 제공하는 임베딩 모델들도 있습니다
.
허깅페이
스의
MTEB
아레나
(
https://oreil.ly/u3Vlv
)
에서
임베딩 모델들을 살펴보고 여러분의 하드웨어 자원
(
GPU
메모리 용량 등
)
과 비용 예산에 맞는 모델을
선택하는 것을 추천합니다
.
이 글을 쓰는 시점
(
2024
년
8
월
)
에서 상위
3
개 모델은
GritLM
-
7B
,
text
-
embedding
-
004
(
구글
),
Mistral
7B
였습니다
.
7
7
역자주
2026
년
3
월 현재
MTEB
아레나는 운영이 중단되었으며, 대안으로
MTEB
리더보드 (
https://huggingface.co/spaces/mteb/
leaderboard
)가 있습니다.
4.5.2 색인화 파이프라인
이제 임베딩을 이해했으니
RAG
시스템을 구성하는
두 가지 파이프라인인 색인화 파이프라인과 생성 파
이프라인을 살펴보겠습니다
.
색인화부터 시작하지요
.
문서를 색인화하려면 문서를
조각
,
즉
‘
청크
’
들로 나누고 모든 청크의 임베딩을 계
산한 다음 벡터 유사도 검색에 최적화된 데이터베이
스인 벡터 저장소
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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.