경희대학교 도서관에는 여러분을 위한 책이 기다리고 있습니다.
desKHU는 사용자의 관심사를 입력하면 경희대학교 도서관에 소장된 책 중에서 관심사에 맞는 책을 추천해주는 서비스입니다.
본 프로젝트의 메인 아이디어는 사용자의 관심사와 책 소개에 기반한 Content-Based Filtering입니다.
- 사용자의 관심사를 텍스트로 입력받아 이와 관련된 쿼리를 생성합니다.
- 해당 쿼리를 바탕으로 책을 검색합니다.
- 책의 isbn을 통해 소장정보를 확인합니다.
- 소장된 책을 중심으로 책 소개와 사용자의 관심사를 임베딩하여 유사도를 계산합니다.
- 사용자의 관심사와 가장 유사한 소개를 갖는 책 k개 추천합니다.
desKHU를 이용하여 관심사에 맞는 도서를 찾아보세요!
최용빈 | 홍민혁 |
---|---|
Modeling , Serving |
Modeling |
GitHub | GitHub |
![스크린샷 2023-07-26 오전 1 52 56](https://private-user-images.githubusercontent.com/64704608/256874283-73312506-07ba-484c-9116-c4958e52deaa.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.WL2T-OwsMDZhgLj04HFufcKLIutwFE55ZH4JWL-oONY)
![스크린샷 2023-07-23 오전 1 35 16](https://private-user-images.githubusercontent.com/64704608/255429243-b25e2362-e704-473c-b97e-cc8cfa0d4732.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MjAyMDgyMDMsIm5iZiI6MTcyMDIwNzkwMywicGF0aCI6Ii82NDcwNDYwOC8yNTU0MjkyNDMtYjI1ZTIzNjItZTcwNC00NzNjLWI5N2UtY2M4Y2ZhMGQ0NzMyLnBuZz9YLUFtei1BbGdvcml0aG09QVdTNC1ITUFDLVNIQTI1NiZYLUFtei1DcmVkZW50aWFsPUFLSUFWQ09EWUxTQTUzUFFLNFpBJTJGMjAyNDA3MDUlMkZ1cy1lYXN0LTElMkZzMyUyRmF3czRfcmVxdWVzdCZYLUFtei1EYXRlPTIwMjQwNzA1VDE5MzE0M1omWC1BbXotRXhwaXJlcz0zMDAmWC1BbXotU2lnbmF0dXJlPWNlNmQ1NWMxOTFjMjk1Njk0ZDZkYjRkYmQ0OTlkMzNjOTY3OGVlMTEzN2NlNmIzY2Y5ZDE4MjUyNzg4YTUzNjgmWC1BbXotU2lnbmVkSGVhZGVycz1ob3N0JmFjdG9yX2lkPTAma2V5X2lkPTAmcmVwb19pZD0wIn0.GlCu_dZ9iMrazXRblOrYHlHSDjhbeAdjcwLrKLqPCnQ)
- 필요한 패키지 설치
pip install -r requirements.txt
- streamlit 실행
streamlit run app.py
- OpenAI API 키 입력 / GPT 모델 및 추천 결과 수 선택
![스크린샷 2023-07-25 오전 10 52 42](https://private-user-images.githubusercontent.com/64704608/255765376-e6c0550c-39da-4144-917e-89640586021e.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.ZgTCF5cYxpdssWCT2OdueAddJpX5ALnZrJP9rrlCnk8)
- 관심사 입력
![스크린샷 2023-07-25 오전 10 57 19](https://private-user-images.githubusercontent.com/64704608/255766043-79cc3bfb-b4d8-4817-a406-1f8e0ef806f4.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.7MZaBuoq4BfkUS6rouCs_xqP4liZ62l0uHmSBKv618U)