End-to-End AI Workflows

Use deep learning in wireless end-to-end tasks including data preparation, deep neural network training, compression, network testing and verification, and deployment

Use Deep Learning Toolbox™, Communications Toolbox™, 5G Toolbox™, and Deep Learning HDL Toolbox™ in wireless end-to-end AI workflows that include data preparation, deep neural training, compression, network testing and verification, and deployment. This figure shows steps in end-to-end workflows that use AI to optimize system performance.

Topics

  • AI-Based CSI Feedback (5G Toolbox)

    End-to-end workflow for examples exploring channel state information (CSI) feedback compression techniques using artificial intelligence (AI) in 5G wireless communication systems. (Since R2026a)

  • AI for Digital Predistortion Design

    Example workflows for training, compressing, and using a deep learning network for digital predistortion design. (Since R2024a)