{"id":24156082,"url":"https://github.com/programmer-rd-ai/nlprescue","last_synced_at":"2025-03-01T23:52:18.423Z","repository":{"id":183958978,"uuid":"666656842","full_name":"Programmer-RD-AI/NLPrescue","owner":"Programmer-RD-AI","description":"NLPrescue is an advanced Natural Language Processing system designed to detect and classify disaster-related tweets in real-time. 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Using advanced machine learning techniques, it differentiates between tweets about actual emergencies (e.g., \"Forest fire spreading near downtown!\") and non-emergency tweets using similar language (e.g., \"This new album is fire!\").\n\n## Project Structure\n\n```\n.\n├── .github/             # GitHub Actions workflows\n├── ML/                  # Core ML implementation\n│   ├── data/           # Training and test datasets\n│   ├── dataset/        # Data loading and processing\n│   ├── helper_functions/# Utility functions\n│   ├── modelling/      # Model implementations\n│   └── predictions/    # Model outputs\n├── tests/              # Test suite\n└── wandb/             # Weights \u0026 Biases logging\n```\n\n## Features\n\n- Binary classification of tweets (disaster vs non-disaster)\n- PyTorch-based implementation\n- Multiple model architectures\n- Weights \u0026 Biases integration for experiment tracking\n- Comprehensive test coverage\n- GPU acceleration support\n\n## Requirements\n\n- Python 3.7+\n- PyTorch\n- torchvision\n- torchtext\n- pandas\n- numpy\n- scikit-learn\n- wandb\n- matplotlib\n- tqdm\n\n## Installation\n\n1. Clone the repository\n\n```bash\ngit clone https://github.com/Programmer-RD-AI/NLP-Disaster-Tweets.git\n```\n\n2. Install dependencies\n\n```bash\npip install -r requirements.txt\n```\n\n## Usage\n\nTo train the model:\n\n```\npython run.py\n```\n\nMonitor training progress in the Weights \u0026 Biases dashboard.\n\n## Dataset\n\nThe project uses two main datasets:\n\n- train.csv: Labeled tweets for training\n- test.csv: Unlabeled tweets for prediction\n\nLabels:\n\n- 1: Real disaster\n- 0: Not a real disaster\n\n## Contributing\n\n1. Fork the repository\n2. Create a feature branch\n3. Commit changes\n4. Push to the branch\n5. Open a pull request\n\n## License\n\nThis project is licensed under the Apache License 2.0 - see the LICENSE file for details.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fprogrammer-rd-ai%2Fnlprescue","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fprogrammer-rd-ai%2Fnlprescue","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fprogrammer-rd-ai%2Fnlprescue/lists"}