Next-Gen Wireless DL Demos

Deep Learning Demos for 5G/6G Using TensorFlow and Sionna.

This project summarizes some exploratory demos of deep learning techniques applied to 5G and 6G wireless communication systems, developed using NVIDIA’s Sionna library.

Note

This is an independent project and is not affiliated with, endorsed by, or sponsored by NVIDIA Corporation.

Getting Started

• Installation
  • Prerequisites
  • Install via pip (PyPI)
  • Install via pip (GitHub)
  • Install via Poetry
  • Dependencies
  • GPU Setup
• Cloud and Container Setup
  • Step 1: Cloud Platform Setup (GCP)
  • Step 2: Host NVIDIA Runtime Setup
  • Step 3: Docker Setup

Demos

• Digital Predistortion (DPD)
  • Overview
  • System Architecture
  • Training
  • Results
  • References
• MIMO-OFDM Neural Receiver
  • Overview
  • System Architecture
  • Neural Receiver
  • Training
  • Results
  • References
• Site-Specific PUSCH Autoencoder
  • Overview
  • System Architecture
  • Training and Results
  • References

Module Reference

• Module Reference
  • dpd
  • mimo_ofdm_neural_receiver
  • pusch_autoencoder
• Changelog
  • [Unreleased]
  • [0.1.2] - 2026-01-14
  • [0.1.1] - 2026-01-07
  • [0.1.0] - 2026-01-07

Indices and tables

• Index

• Module Index

• Search Page