{"id":24071438,"url":"https://github.com/anhhuy007/bookwise-model","last_synced_at":"2026-04-15T16:06:08.832Z","repository":{"id":270814248,"uuid":"910589568","full_name":"anhhuy007/bookwise-model","owner":"anhhuy007","description":"A sophisticated book recommendation system that combines content-based filtering with Semantic Search for enhanced personalized recommendations.","archived":false,"fork":false,"pushed_at":"2025-01-07T21:49:41.000Z","size":14621,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-07-05T18:32:12.133Z","etag":null,"topics":["fastapi","recommendation-system","sentence-transformers"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/anhhuy007.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2024-12-31T18:21:22.000Z","updated_at":"2025-01-07T21:49:44.000Z","dependencies_parsed_at":null,"dependency_job_id":"72c2fe67-4fdd-41b1-a43a-c999497061cb","html_url":"https://github.com/anhhuy007/bookwise-model","commit_stats":null,"previous_names":["anhhuy007/bookwise-model"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/anhhuy007/bookwise-model","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/anhhuy007%2Fbookwise-model","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/anhhuy007%2Fbookwise-model/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/anhhuy007%2Fbookwise-model/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/anhhuy007%2Fbookwise-model/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/anhhuy007","download_url":"https://codeload.github.com/anhhuy007/bookwise-model/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/anhhuy007%2Fbookwise-model/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":263784808,"owners_count":23510975,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["fastapi","recommendation-system","sentence-transformers"],"created_at":"2025-01-09T16:53:59.112Z","updated_at":"2026-04-15T16:06:08.793Z","avatar_url":"https://github.com/anhhuy007.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Book Recommendation Project\n\nThis repository contains models to recommend books for users, including:\n\n1.  **Demographic Filtering Model:** Recommends books based on aggregated user data, such as popularity and average ratings.\n2.  **Collaborative Filtering Model:** Identifies users with similar tastes and suggests books they have enjoyed.\n3.  **Content-Based Filtering Model:** Recommends books that share similar themes or genres with the user's previously read or liked books.\n4.  **Semantic Search Model:** Leverages Natural Language Processing (NLP) and vector databases to understand the meaning and context of user queries and book descriptions, providing a more refined search experience.\n\n---\n\n\n## Getting Started\n1.  **Install FastAPI:**\n    ```bash\n    pip install \"fastapi[standard]\"\n    ```\n    \n---\n\n## To Run the Project\n\n1.  **Run the preprocessing script:**\n    ```bash\n    python preprocessed_data.py\n    ```\n    This script will prepare the data for the models.\n2.  **Run the server with:**\n    ```bash\n    fastapi dev app.py\n    ```\n3.  **Access the API:** After launching the server, you can access the interactive API documentation at `http://127.0.0.1:8000/docs` to explore the available endpoints.\n\n---\n\n## For more information\n  Read our report: [Book Recommendation Report](reports/Book_Recommend.pdf)\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fanhhuy007%2Fbookwise-model","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fanhhuy007%2Fbookwise-model","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fanhhuy007%2Fbookwise-model/lists"}