https://github.com/nirmit27/book-recommender-system

This is a book recommendation system based on item-based Collaborative Filtering memory-based model created using Flask.
https://github.com/nirmit27/book-recommender-system

data-analysis data-science flask python python3 recommender-system render

Last synced: 5 days ago
JSON representation

This is a book recommendation system based on item-based Collaborative Filtering memory-based model created using Flask.

• Host: GitHub
• URL: https://github.com/nirmit27/book-recommender-system
• Owner: nirmit27
• License: mit
• Created: 2024-02-19T15:17:16.000Z (9 months ago)
• Default Branch: master
• Last Pushed: 2024-07-22T16:35:17.000Z (4 months ago)
• Last Synced: 2024-07-22T18:11:53.707Z (4 months ago)
• Topics: data-analysis, data-science, flask, python, python3, recommender-system, render
• Language: Jupyter Notebook
• Homepage: https://book-recommender-system-olce.onrender.com/
• Size: 30.9 MB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

        
Book Recommendation System


This is a book recommendation website created using the **Flask** framework that makes book recommendations to the user based on a dataset from **Kaggle**. It leverages the **collaborative filtering** method of creating recommendation systems.

## Preview

### Top 50 Books

![Top 50 Page preview](./static/ss_top50.png)

- **Top 50** books from the dataset based on **average ratings** are displayed on the `/top50` endpoint.

### Recommendations

![Recommender Page preview](./static/ss_rec.png)

* Based on the user input, **Top 5** recommendations are displayed on the `/recommend` endpoint.

* These recommendations are made on the basis of **cosine similarity** scores of the books with respect to the book provided as user input.

## Dataset link

[Book Recommendation Dataset](https://www.kaggle.com/datasets/arashnic/book-recommendation-dataset)

## Deployment link

[Web Service on Render](https://book-recommender-system-olce.onrender.com/)