SLUUDB7 August   2025 TMS320F28P550SJ

 

  1.   1
  2.   Abstract
  3.   Trademarks
  4. 1Introduction
  5. 2TMS320F28P55x
  6. 3Edge AI Studio
  7. 4Out-of-the-Box Demo (Smart Signal Classifier)
    1. 4.1 Dataset
      1. 4.1.1 Methods for Data Collection
        1. 4.1.1.1 Collection Process
      2. 4.1.2 Data Formats
    2. 4.2 Model Training
      1. 4.2.1 Preprocessing Options
    3. 4.3 Deploying to TI's Hardware
      1. 4.3.1 TVM Compiler
      2. 4.3.2 Model Execution
  8. 5Summary

Edge AI Studio

Edge AI Studio is a collection of graphical and command line tools designed to accelerate edge AI development on TI processors and microcontrollers. Whether developing a proof of concept using a model from the TI Model Zoo or leveraging your own model, Edge AI Studio provides the tooling you need:

  • Model Composer is a fully integrated solution for collecting and annotating data, training and compiling models for deployment on a live development platform. Model Composer hosts a variety of example solutions complete with demonstration data sets to enable testing the toolchain without importing any of your own data. Model composer also supports Bring-Your-Own-Data (BYOD), enabling the re-training of models from the TI Model Zoo with custom data to improve accuracy and performance. Model Composer is available as a cloud-based application for vision-based tasks and as both a cloud and desktop application for real-time control tasks.
  • Model Analyzer is a free online service for vision applications that allows for the evaluation of accelerated deep learning inference on remotely accessed development boards. With Model analyzer it only takes minutes to login, deploy a model and obtain a variety of performance benchmarks.
  • Model Maker is a command-line end-to-end model development tool. Model Maker includes features for dataset handling, model training and compilation. Expert users can use these tools to leverage their own models.
 Edge AI Studio Figure 3-1 Edge AI Studio