AI 에이전트의 경우: 문서 인덱스는 https://www.mongodb.com/ko-kr/docs/llms.txt에서 사용할 수 있으며, 모든 페이지의 마크다운 버전은 어떤 URL 경로에 .md를 추가하여 사용할 수 있습니다.
Products
Platform
Atlas
Build with the intelligent data platform
Platform Services
Database
Power critical apps with real-time data
Search
Deliver fast, relevant search at scale
Vector Search
Build AI apps with accurate context
Voyage AI
Embed meaning and rerank results
Atlas Agent Engine
Build, deploy, and govern agents in production
Self Managed
Enterprise Advanced
Manage your apps on your infrastructure
Community Edition
Develop locally with MongoDB, at no cost
Tools
Compass
Work with MongoDB data in a GUI
Integrations
Integrations with third-party services
Relational Migrator
Migrate to MongoDB with confidence
View All Products
Explore our full product suite
arrow-right
MongoDB 9.0
The best version of MongoDB ever built
arrow-right
Build with MongoDB Atlas
Get started for free in minutes
Sign Up
Explore Atlas Deployment Options
Find the right deployment for your use case
Learn more
Try Community Edition
Explore the latest version of MongoDB
Download
Resources
Documentation
Learn how to build with MongoDB and get started today
Skills and Certifications
Develop in-demand skills and earn MongoDB certifications
Books
Read books and e-books about MongoDB
MongoDB for Educators
Take advantage of educator resources
MongoDB for Students
Take advantage of student benefits
Community
Join a community of developers
Events and Webinars
Find an event or webinar near you
Resources Hub
Get help building the next big thing with MongoDB
arrow-right
Solutions
Use cases
Artificial Intelligence
Modernization
Payments
Serverless Development
Gaming
Intelligent Search
Edge and Mobile
Industries
Financial Services
Telecommunications
Healthcare
Retail
Public Sector
Manufacturing
Solutions Library
Organized and tailored solutions to kick-start projects
arrow-right
MongoDB AMP
Modernize applications up to 3x faster
Learn more
arrow-right
Startups and AI Innovators
For world-changing ideas and AI pioneers
Learn more
arrow-right
Customer Case Studies
Hear directly from our users
See stories
arrow-right
Company
Careers
Start your next adventure
Blog
Read articles and announcements
Newsroom
Read press releases and news stories
Partners
Learn about our partner ecosystem
Leadership
Meet our executive team
Company
Learn more about who we are
Contact Us
Reach out to MongoDB
Connect with an expert
arrow-right
Investors
Visit our investor portal
Learn more
arrow-right
Pricing
Eng
Support
Sign In
menu-vertical
Get Started
Products
Platform
Atlas
Build with the intelligent data platform
Platform Services
Database
Power critical apps with real-time data
Search
Deliver fast, relevant search at scale
Vector Search
Build AI apps with accurate context
Voyage AI
Embed meaning and rerank results
Atlas Agent Engine
Build, deploy, and govern agents in production
Self Managed
Enterprise Advanced
Manage your apps on your infrastructure
Community Edition
Develop locally with MongoDB, at no cost
Tools
Compass
Work with MongoDB data in a GUI
Integrations
Integrations with third-party services
Relational Migrator
Migrate to MongoDB with confidence
View All Products
Explore our full product suite
arrow-right
MongoDB 9.0
The best version of MongoDB ever built
arrow-right
Build with MongoDB Atlas
Get started for free in minutes
Sign Up
Explore Atlas Deployment Options
Find the right deployment for your use case
Learn more
Try Community Edition
Explore the latest version of MongoDB
Download
Resources
Documentation
Learn how to build with MongoDB and get started today
Skills and Certifications
Develop in-demand skills and earn MongoDB certifications
Books
Read books and e-books about MongoDB
MongoDB for Educators
Take advantage of educator resources
MongoDB for Students
Take advantage of student benefits
Community
Join a community of developers
Events and Webinars
Find an event or webinar near you
Resources Hub
Get help building the next big thing with MongoDB
arrow-right
Solutions
Use cases
Artificial Intelligence
Modernization
Payments
Serverless Development
Gaming
Intelligent Search
Edge and Mobile
Industries
Financial Services
Telecommunications
Healthcare
Retail
Public Sector
Manufacturing
Solutions Library
Organized and tailored solutions to kick-start projects
arrow-right
MongoDB AMP
Modernize applications up to 3x faster
Learn more
arrow-right
Startups and AI Innovators
For world-changing ideas and AI pioneers
Learn more
arrow-right
Customer Case Studies
Hear directly from our users
See stories
arrow-right
Company
Careers
Start your next adventure
Blog
Read articles and announcements
Newsroom
Read press releases and news stories
Partners
Learn about our partner ecosystem
Leadership
Meet our executive team
Company
Learn more about who we are
Contact Us
Reach out to MongoDB
Connect with an expert
arrow-right
Investors
Visit our investor portal
Learn more
arrow-right
Pricing
Eng
Support
Sign In
menu-vertical
Get Started
Docs Menu
MongoDB AI에 질문하기
Docs Home
/
개발
/
Vector Search
Docs Home
/
개발
/
Vector Search
Docs Home
/
개발
/
Vector Search
벡터 양자화
페이지 복사
임베딩
SELECT
인터페이스
SELECT
데이터 소스
SELECT
돌아가기
배포 옵션 검토
다음
정확성 개선
이 페이지 평가하기
문서
Database
Atlas Agent 엔진
Voyage AI 모델
시작하기
배포
개발
데이터베이스 매뉴얼
버전 선택
개요
문서
데이터베이스 & collection
샘플 데이터
클라이언트 라이브러리
클러스터에 연결
데이터베이스 사용자
CRUD 작업
Indexes
데이터 모델링
집계 작업
검색
Vector Search
빠른 시작
자동화된 임베딩
쿼리 및 인덱스
네이티브 재랭킹
수동으로 임베딩 만들기
사용 사례 & 디자인 패턴
하이브리드 검색
배포 옵션 검토
벡터 양자화
정확성 개선
성능 벤치마크
멀티 테넌트 아키텍처
호환성 및 제한 사항
AI 통합
문제 해결
ChangeLog
시계열
변경 스트림
트랜잭션
데이터 페더레이션
개발 체크리스트
복제
샤딩
성능
차트
참조
Support
AI 애플리케이션 빌드
AI 모델 API
AI 통합
AI 에이전트
Streaming Data
Atlas Stream Processing
Atlas 트리거
릴리스 노트
서버 릴리스 노트
Atlas 릴리스 노트
검색 및 벡터 검색 릴리스 노트
관리
클라이언트 라이브러리
도구
Atlas 아키텍처 센터
문서
Database
Atlas Agent 엔진
Voyage AI 모델
시작하기
배포
개발
관리
클라이언트 라이브러리
도구
Atlas 아키텍처 센터
데이터베이스 매뉴얼
버전 선택
개요
문서
데이터베이스 & collection
샘플 데이터
클라이언트 라이브러리
클러스터에 연결
데이터베이스 사용자
CRUD 작업
Indexes
데이터 모델링
집계 작업
검색
Vector Search
빠른 시작
자동화된 임베딩
쿼리 및 인덱스
네이티브 재랭킹
수동으로 임베딩 만들기
사용 사례 & 디자인 패턴
하이브리드 검색
배포 옵션 검토
벡터 양자화
정확성 개선
성능 벤치마크
멀티 테넌트 아키텍처
호환성 및 제한 사항
AI 통합
문제 해결
ChangeLog
시계열
변경 스트림
트랜잭션
데이터 페더레이션
개발 체크리스트
복제
샤딩
성능
차트
참조
Support
AI 애플리케이션 빌드
AI 모델 API
AI 통합
AI 에이전트
Streaming Data
Atlas Stream Processing
Atlas 트리거
릴리스 노트
서버 릴리스 노트
Atlas 릴리스 노트
검색 및 벡터 검색 릴리스 노트