April 2026
Intermediate
348 pages
8h 22m
Korean
Content preview from 그림으로 배우는 생성형 AI
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2274
장 에이전트형 시스템 구축
4.6 정형 데이터를 다루는 에이전트
PDF
파일이나
CSV
파일 또는 관계형 데이터베이스
에 정형 데이터
structured
data
테이블이 있다고 가정해 봅
시다
.
자연어를 이용해서 이런 데이터를 쿼리
query
(
질
의
)
하려면 어떻게 해야 할까요
(
그림
4
-
20
,
4
-
21
)?
테이블을 개별 셀들로 분해해서 청크들을 만들고 임
베딩하는 접근법은 바람직하지 않습니다
.
한 테이블
셀에 담긴 정보의 의미는 그 셀이 속한 행
row
(
레코드
)
과 열
column
(
필드 혹은 테이블 헤더
)
의 의미와 밀접하
게 연결되어 있으니까요
.
또한 항상 특정한 행 하나만
으로 문제가 해결되는 것도 아닙니다
.
테이블의 정보
를 처리할 때는 흔히 특정 기준을 충족하는 행의 수를
세거나 합산하는 작업이 관여하기 마련입니다
.
4.6.1 SQL 에이전트
다행히 우리는 문맥 정보를 잃지 않으면서 표 형식의
데이터를 표현하는 방법을 이미 알고 있습니다
.
바로
,
행과 열에 대한 스키마
schema
를 만드는 것입니다
.
또한
SQL
을 이용해서 테이블의 데이터를 필터링하고 집
계
aggregation
하는 방법도 알고 있지요
.
생성형
AI
모델
을 이용해서
SQL
쿼리문을 생성하고 실제 데이터에
대해 그 쿼리를 실행하는 방식의 또 다른 장점은
,
실
제 데이터가 반영된 결과를 얻을 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.