Hey <𝚌𝚘𝚍𝚎𝚛𝚜/>! 👋
Welcome to the NLP Algorithms repository! This repository provides a diverse collection of natural language processing algorithms, each with clear explanations, test cases, and practical examples to help you understand and implement them effectively.
A diverse collection of algorithms, each with clear explanations, test cases, and practical examples.
| S.No | Algorithm | S.No | Algorithm | S.No | Algorithm |
|---|---|---|---|---|---|
| 1 | Bag of Words | 2 | TF-IDF | 3 | Word2Vec |
| 4 | GloVe | 5 | FastText | 6 | BERT |
| 7 | Text Classification | 8 | Named Entity Recognition | 9 | Sentiment Analysis |
| 10 | Part of Speech Tagging | 11 | Dependency Parsing | 12 | Machine Translation |
| 13 | Text Summarization | 14 | Topic Modeling | 15 | Question Answering |
| 16 | Text Generation | 17 | Text Clustering | 18 | Language Modeling |
Detailed guides and tutorials on various topics. These resources are designed to assist both beginners and advanced learners in understanding complex concepts and implementing AI solutions.
| S.No | Documentation | S.No | Documentation | S.No | Documentation |
|---|---|---|---|---|---|
| 1 | NLP Introduction | 2 | NLTK Setup | 3 | Text Preprocessing Techniques |
| 4 | Word Embeddings | 5 | Transformers Overview | 6 | Machine Translation |
| 7 | Topic Modeling | 8 | Text Summarization | 9 | Question Answering |
| 10 | Text Generation | 11 | Text Clustering | 12 | Language Modeling |
| 13 | Advanced NLP Techniques | 14 | Practical NLP Projects | 15 | NLP with Deep Learning |
To get started with the algorithms and documentation, follow these steps:
- Clone the repository:
git clone https://github.com/UTSAVS26/nlp-algorithms.git
- Navigate to the project directory:
cd nlp-algorithms
We welcome contributions from the community! If you'd like to contribute, please follow these steps:
- Fork the repository.
- Create a new branch with your feature or bug fix.
git checkout -b feature-name
- Commit your changes.
git commit -m "Add feature-name" - Push to the branch.
git push origin feature-name
- Create a pull request.
This project is licensed under the MIT License. See the LICENSE file for more details.
If you have any questions or suggestions, feel free to open an issue or contact us at utsavsinghal26@gmail.com.
Happy coding! 🚀