{"id":23409695,"url":"https://github.com/ajaykumar095/natural_language_processing","last_synced_at":"2025-09-20T07:48:57.421Z","repository":{"id":268083529,"uuid":"903263956","full_name":"AjayKumar095/Natural_Language_Processing","owner":"AjayKumar095","description":"Explore cutting-edge Natural Language Processing (NLP) techniques in this GitHub repository. Includes pre-trained models, custom NLP pipelines, text preprocessing tools, sentiment analysis, text classification, and more. 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It provides an extensive list of Python libraries that cater to various tasks in NLP, such as preprocessing, feature extraction, model building, visualization, and evaluation.\n\n## Prerequisites\nBefore diving into NLP with this repository, ensure you meet the following prerequisites:\n\n1. **Basic Python Knowledge**: Familiarity with Python programming, including data structures, loops, and functions.\n2. **Understanding of Machine Learning Concepts**: Basic knowledge of machine learning concepts like classification, regression, and clustering.\n3. **Development Environment**: Set up Python 3.8+ on your system.\n4. **Libraries and Frameworks**: Install the libraries listed in `requirements.txt` using the following command:\n\n   ```bash\n   pip install -r requirements.txt\n   ```\n5. **NLP Basics**: Knowledge of tokenization, stopword removal, stemming, and lemmatization is helpful.\n6. **Git**: Install Git to clone and manage this repository.\n\n   ```bash\n   git clone https://github.com/AjayKumar095/Natural_Language_Processing.git\n   ```\n\n## Features\nThis repository includes:\n\n- Tools for text preprocessing (e.g., `nltk`, `spacy`, `textblob`)\n- Libraries for machine learning and deep learning (`scikit-learn`, `tensorflow`, `torch`)\n- State-of-the-art models with `transformers` and `flair`\n- Utilities for visualization (`matplotlib`, `seaborn`, `wordcloud`)\n- Web scraping and XML/HTML processing tools (`beautifulsoup4`, `lxml`)\n- Sentence embeddings and topic modeling utilities\n\n## Getting Started\n1. Clone the repository:\n\n   ```bash\n   git clone \u003crepository-url\u003e\n   ```\n\n2. Navigate to the project directory:\n\n   ```bash\n   cd \u003crepository-folder\u003e\n   ```\n\n3. Install the dependencies:\n\n   ```bash\n   pip install -r requirements.txt\n   ```\n\n4. Explore the included scripts and start building NLP projects.\n\n## Contribution\nContributions are welcome! If you have any additional NLP-related tools, scripts, or improvements, feel free to submit a pull request.\n\n## License\nThis repository is available under the Apache License.","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fajaykumar095%2Fnatural_language_processing","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fajaykumar095%2Fnatural_language_processing","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fajaykumar095%2Fnatural_language_processing/lists"}