README.md

---
title: Book Recommender 2
emoji: 🐠
colorFrom: yellow
colorTo: red
sdk: gradio
sdk_version: 5.14.0
app_file: app.py
pinned: false
---

# 📚 Book Recommender System

A Gradio-based Book Recommender System that suggests books based on their summaries using **TF-IDF** and **cosine similarity**.

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## 🚀 Features
- Upload book datasets (CSV or Excel).
- Process text using **TF-IDF** for feature extraction.
- Compute similarity using **cosine similarity**.
- Get book recommendations based on a selected title.

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## 📦 Dependencies and Functionalities

| Library          | Functionality                                      |
|-----------------|--------------------------------------------------|
| `pandas`        | Handling and preprocessing dataset files (CSV, Excel). |
| `scikit-learn`  | Feature extraction (`TfidfVectorizer`) and similarity calculation (`cosine_similarity`). |
| `gradio`        | Creating an interactive UI for file upload and book recommendations. |

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