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- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # Book Recommender App
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+ This is a book recommendation app built using Python, scikit-learn, and Gradio. It uses TF-IDF vectorization and cosine similarity to recommend books based on their summaries.
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+ ## Functionality
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+ * **File Upload and Processing:** Users can upload CSV or Excel files containing book data (title and summary). This functionality depends on the `pandas` library for data loading and manipulation.
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+ * **Data Preprocessing:** The app handles missing values and removes duplicate entries. This also relies on `pandas`.
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+ * **TF-IDF Vectorization:** Book summaries are converted into numerical vectors using TF-IDF. This is powered by `scikit-learn`'s `TfidfVectorizer`.
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+ * **Similarity Calculation:** Cosine similarity is calculated between the TF-IDF vectors to determine how similar books are. This also uses `scikit-learn`.
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+ * **Book Recommendation:** Users can enter a book title, and the app recommends similar books based on the calculated similarities.
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+ * **User Interface:** The app provides a user-friendly interface using `gradio`.
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+ ## Dependencies
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+ * **pandas:** For data loading, manipulation, and preprocessing (CSV and Excel file handling).
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+ * **scikit-learn:** For TF-IDF vectorization and cosine similarity calculation.
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+ * **gradio:** For creating the interactive user interface.
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+ ## How to Run Locally
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+ 1. **Clone the repository:**
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+ ```bash
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+ git clone [https://github.com/](https://github.com/)<your_username>/<your_repo_name>.git # Replace with your repo URL
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+ cd <your_repo_name>