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A powerful tool for various natural language processing tasks.\n\n## Features 🌟\n\n- **Named Entity Recognition (NER)**: Identify and classify key entities in text.\n- **Text Similarity**: Compare two texts and measure their semantic similarity.\n- **Lemmatization**: Reduce words to their base or dictionary form.\n- **Word Generation**: Generate relevant words based on input context.\n- **Stop Words Removal**: Eliminate common words that add little meaning.\n- **N-grams**: Analyze word sequences for better context understanding.\n- **Part-of-Speech (POS) Tagging**: Assign grammatical tags to each word.\n\n## Usage 💻\n\nTo run the app, use the following command in your terminal:\n\n```bash\nstreamlit run nlp_app.py\n```\n\nList the libraries your app requires. Here’s a suggested format:\n\n## Dependencies 📦\n\nMake sure you have the following packages installed:\n\n- `streamlit`: For creating the web app interface.\n- `spacy`: For natural language processing tasks.\n- `nltk`: For additional NLP functionalities.\n- `numpy`: For numerical operations.\n- `pandas`: For data manipulation and analysis.\n- `transformers`: For state-of-the-art natural language processing models.\n\n## Contributing 🤝\n\nContributions are welcome! If you would like to contribute, please follow these steps:\n\n1. Fork the repository.\n2. Create a new branch for your feature or bug fix.\n3. Make your changes and commit them.\n4. Push your changes and submit a pull request.\n\n## License 📄\n\nThis project is licensed under the MIT License. See the [LICENSE](LICENSE) file for details.\n\n## Contact 📧\n\nFeel free to reach out at [abhishekganapure22@gmail.com].\n\n### Key Updates:\n\n- **Expanded Features**: Added lemmatization, word generation, stop words removal, n-grams, and POS tagging.\n- **Format**: Kept the overall structure and style, maintaining a friendly tone with emojis.\n\nFeel free to replace the placeholder for your email and repository URL. Let me know if you need any more modifications!\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fabh3shek%2Fnlp_app","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fabh3shek%2Fnlp_app","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fabh3shek%2Fnlp_app/lists"}