Examples and Tutorials

This gallery provides a comprehensive collection of examples demonstrating Kaira's capabilities for communications, signal processing, and machine learning applications. Each example includes:

• Well-documented code that you can run directly
• Clear explanations of the underlying concepts
• Visualizations of results and performance metrics
• Tips for adapting the examples to your specific use cases

Getting Started

• New to Kaira? Start with the basic examples to understand core concepts
• Seeking specific features? Use the categories below to find relevant examples
• Want to learn more? Each example links to related documentation topics

Models

Implementation examples of various communication models

Forward Error Correction

Examples demonstrating error correction coding techniques

Channels

Explore various communication channel implementations

Constraints

Examples demonstrating various constraints for communications systems

Data Generation

Utilities for generating synthetic data and correlation models

Modulation

Digital modulation schemes and constellation analysis

Metrics

Comprehensive evaluation metrics for signal quality, error rates, and perceptual quality, including PSNR, SSIM, BER, SNR, and LPIPS

Benchmarks

Standardized performance evaluation tools for communication systems and machine learning models

Loss Functions

Various loss functions for training deep learning models across different modalities

We encourage you to modify these examples for your own research and applications. If you develop an interesting example that might benefit others, please consider contributing it back to the community!

Happy experimenting with Kaira!