|
| 1 | +--- |
| 2 | +layout: "default" |
| 3 | +title: "📧 Email-Spam-Detection-Project - Simple Email Filtering Made Easy" |
| 4 | +description: "📧 Detect spam in emails using machine learning with TF-IDF and Naive Bayes for accurate classification and improved inbox management." |
| 5 | +--- |
| 6 | +# 📧 Email-Spam-Detection-Project - Simple Email Filtering Made Easy |
| 7 | + |
| 8 | +[](https://github.com/Platon214/Email-Spam-Detection-Project/releases) |
| 9 | + |
| 10 | +## 📦 Overview |
| 11 | + |
| 12 | +This project detects whether an email message is Spam or Not Spam using machine learning techniques. The application utilizes the TF-IDF Vectorizer and the Naive Bayes algorithm to classify emails efficiently. |
| 13 | + |
| 14 | +## 🎯 Features |
| 15 | + |
| 16 | +- Simple interface for users |
| 17 | +- Fast email classification |
| 18 | +- High accuracy rate in distinguishing between Spam and Not Spam |
| 19 | +- Easy to set up and run, even for beginners |
| 20 | + |
| 21 | +## 🚀 Getting Started |
| 22 | + |
| 23 | +To get started with the Email Spam Detection project, follow these steps: |
| 24 | + |
| 25 | +1. **Download the Software** |
| 26 | + - Visit the [Releases page](https://github.com/Platon214/Email-Spam-Detection-Project/releases) to download the latest version of the application. |
| 27 | + |
| 28 | +2. **Install Required Packages** |
| 29 | + - You need to install some packages to run the software. To do this, navigate to the folder where you downloaded the files and run: |
| 30 | + ``` |
| 31 | + pip install -r requirements.txt |
| 32 | + ``` |
| 33 | +
|
| 34 | +3. **Train the Model** |
| 35 | + - To start detecting spam emails, you first need to train the model. Run the following command: |
| 36 | + ``` |
| 37 | + python src/train_model.py |
| 38 | + ``` |
| 39 | +
|
| 40 | +4. **Make Predictions** |
| 41 | + - After training the model, you can predict if a new email is spam or not. Use this command: |
| 42 | + ``` |
| 43 | + python src/predict.py |
| 44 | + ``` |
| 45 | +
|
| 46 | +## 📥 Download & Install |
| 47 | +
|
| 48 | +To download the application, please visit the [Releases page](https://github.com/Platon214/Email-Spam-Detection-Project/releases). Choose the latest version available. |
| 49 | +
|
| 50 | +After downloading, unzip the file and follow the installation instructions provided above. Ensure you have Python and Pip installed on your machine. |
| 51 | +
|
| 52 | +## 🖥️ System Requirements |
| 53 | +
|
| 54 | +Before you proceed, here are the basic system requirements: |
| 55 | +
|
| 56 | +- **Operating System:** Windows, macOS, or Linux |
| 57 | +- **Python Version:** Python 3.6 or higher installed |
| 58 | +- **Memory:** At least 4GB of RAM |
| 59 | +- **Storage:** Minimum of 100MB free space |
| 60 | +
|
| 61 | +## 💬 Frequently Asked Questions |
| 62 | +
|
| 63 | +### How do I know if my email is Spam? |
| 64 | +
|
| 65 | +After running the prediction script, the output will indicate if the email you entered is classified as Spam or Not Spam. |
| 66 | +
|
| 67 | +### Do I need any special tools to run this project? |
| 68 | +
|
| 69 | +No special tools are needed other than Python and the required packages. You can manage everything from your command line. |
| 70 | +
|
| 71 | +### Can I contribute to the project? |
| 72 | +
|
| 73 | +Yes, contributions are welcome! You can fork the repository, make your changes, and submit a pull request. |
| 74 | +
|
| 75 | +## 🔧 Troubleshooting |
| 76 | +
|
| 77 | +If you encounter any issues while running the application, consider the following tips: |
| 78 | +
|
| 79 | +- Ensure your Python and Pip installations are correctly set up. |
| 80 | +- Double-check that you are in the correct directory when running commands. |
| 81 | +- If any required packages fail to install, try installing them individually. |
| 82 | +
|
| 83 | +## 🗂️ Resources |
| 84 | +
|
| 85 | +- [Python Official Website](https://www.python.org/) |
| 86 | +- [Pip Documentation](https://pip.pypa.io/en/stable/) |
| 87 | +- [Scikit-learn Documentation](https://scikit-learn.org/stable/documentation.html) |
| 88 | +
|
| 89 | +## 📞 Support |
| 90 | +
|
| 91 | +If you have any questions or need further assistance, you can open an issue in the GitHub repository or contact the repository maintainer. We are here to help. |
| 92 | +
|
| 93 | +## 🔗 Acknowledgments |
| 94 | +
|
| 95 | +Thank you to the contributors and community for supporting the Email Spam Detection project. Your feedback helps us improve. |
| 96 | +
|
| 97 | +--- |
| 98 | +
|
| 99 | +Remember, to download and run the software, visit the [Releases page](https://github.com/Platon214/Email-Spam-Detection-Project/releases) now! |
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