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title: Recipe Rating And Menu Optimization
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emoji: ๐
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colorFrom: yellow
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sdk_version: 1.41.1
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app_file: app.py
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pinned: false
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---
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# Recipe Rating & Menu Optimization
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This project uses machine learning to predict the rating of recipes and decide whether they should be included in a menu. It is built using **TensorFlow**, **Streamlit**, and other popular Python libraries like **scikit-learn**, **nltk**, and **pandas**. The app takes input from users, processes the recipe data, and outputs the predicted rating along with a recommendation on whether the recipe should be included on the menu.
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## ๐ ๏ธ Technologies Used
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- **Streamlit**: For building the interactive web application.
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- **TensorFlow**: For building and loading the pre-trained model.
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- **scikit-learn**: For data preprocessing, such as scaling numerical features.
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- **nltk**: For natural language processing, including tokenizing and removing stopwords.
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- **pandas**: For data manipulation and handling.
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- **NumPy**: For numerical operations.
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## ๐ Project Requirements
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This project requires the following Python libraries:
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- streamlit==1.19.0
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- tensorflow==2.16.1
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- nltk==3.8.1
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- scikit-learn==1.2.0
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- numpy==1.24.1
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- pandas==1.5.3
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To install all the required dependencies, simply run:
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```bash
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pip install -r requirements.txt
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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---
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title: Recipe Rating And Menu Optimization
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emoji: ๐
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colorFrom: yellow
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sdk_version: 1.41.1
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app_file: app.py
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pinned: false
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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