{"id":26873634,"url":"https://github.com/dhruvv1402/spam-detection-python-","last_synced_at":"2025-03-31T09:19:43.705Z","repository":{"id":285275899,"uuid":"957586000","full_name":"dhruvv1402/Spam-Detection-Python-","owner":"dhruvv1402","description":"This project is a Spam Detection System built using Python. 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It classifies SMS messages as **spam** or **ham (not spam)** using machine learning techniques.\n\n## Features\n- Preprocessing of SMS text data\n- Training a machine learning model for spam classification\n- Evaluating model accuracy and performance\n- User-friendly implementation with Python\n\n## Dataset\nThe dataset used for training the model is the **SMS Spam Collection Dataset**, sourced from Kaggle:\n[SMS Spam Collection Dataset](https://www.kaggle.com/datasets/uciml/sms-spam-collection-dataset)\n\n## Installation\nTo set up the project, clone the repository and install the required dependencies:\n\n```sh\ngit clone https://github.com/dhruvv1402/Spam-Detection-Python-.git\ncd Spam-Detection-Python-\npip install -r requirements.txt\n```\n\n## Usage\nRun the script to test the spam detection system:\n\n```sh\npython spam_detection.py\n```\n\n## Dependencies\nEnsure you have the following Python libraries installed:\n- pandas\n- numpy\n- scikit-learn\n- nltk\n\n## Model\nThe project uses **Natural Language Processing (NLP)** techniques and a **Machine Learning model** (e.g., Naïve Bayes, Logistic Regression) to classify SMS messages.\n\n## Contributions\nFeel free to contribute by submitting pull requests or reporting issues!\n\n## License\nThis project is open-source and available under the MIT License.\n\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdhruvv1402%2Fspam-detection-python-","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdhruvv1402%2Fspam-detection-python-","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdhruvv1402%2Fspam-detection-python-/lists"}