🎉 ngram-language-model - Create Text with N-gram Models

🛠️ Download & Install

Follow these steps to download and run the ngram-language-model app.

1. Visit the Download Page: Go to the Releases page.
2. Select the Latest Version: Look for the latest version at the top. Click on it to view all available files.
3. Download the Application: Locate the file relevant to your operating system. Click on it to start downloading.
4. Run the Application: After the download is complete, find the file in your Downloads folder. Double-click it to run.

📜 What is ngram-language-model?

ngram-language-model builds statistical N-gram language models from scratch. This application helps users explore tokenization, training, probability modeling, and text generation more easily. It achieves a 97.6% improvement in perplexity from unigram to 4-gram models.

⚙️ System Requirements

• Operating System: Windows 10 or later, macOS 10.14 or later, or a modern Linux distribution.
• RAM: Minimum 4 GB recommended.
• Storage: At least 200 MB of free disk space.
• Processor: 64-bit processor.

🚀 Getting Started

1. Follow the Download Steps: Make sure to download the application using the steps outlined above.
2. Explore Models: Once the application is running, you can create models using your text data.
3. Adjust Settings: Customize parameters like N-gram size to see how models change.

🧩 Features

• User-Friendly Interface: Navigate easily through the application, even if you're not a technical user.
• Text Generation: Generate coherent text based on input data.
• N-gram Modeling: Build different N-gram models with intuitive settings.
• Performance Metrics: View perplexity scores to evaluate model effectiveness.
• Help Section: Access user guides and tips directly within the app.

💡 How to Use

1. Input Your Text: Paste or import the text you wish to analyze or use for training.
2. Select Model Settings: Choose the N-gram size (like 2, 3, or 4).
3. Run the Model: Click the "Run" button to start model training.
4. View Results: Explore generated text and perplexity scores to assess performance.

❓ FAQs

• What is an N-gram? An N-gram is a sequence of N tokens (words or characters) used in natural language processing.

• Can I use my own datasets? Yes, the application allows you to import your own text files for analysis.

• Is this software free? Yes, ngram-language-model is open-source and free to use.

📞 Support

If you encounter any issues while using the application, you can reach out through the Issues tab on our GitHub page. We encourage users to report bugs and suggest improvements.

✍️ Acknowledgments

Thanks to our contributors for making this project possible. Your feedback helps us improve.

🔗 Related Topics

• Language Modeling
• Markov Chains
• Natural Language Processing (NLP)
• Text Generation

Feel free to dive into the world of N-grams with ngram-language-model. Happy modeling!