SDAA429
June 2026
MSPM0G5187
1
Abstract
Trademarks
1
Introduction
2
MSPM0G5187 with TinyEngine NPU
3
Edge AI Toolchains
3.1
TI Edge AI Studio
3.2
TI Tiny ML Tensorlab
3.3
TI Neural Network Compiler
4
Edge AI Application: Digit Recognition
4.1
LeNet-5 Variant CNN Model
4.2
NPU/CPU Performance Comparison
5
Edge AI Application: Waveform Classifier
5.1
Feature Extraction
5.2
Time-Series Classification Model
5.3
Model Memory Considerations
5.4
NPU/CPU Performance Comparison
6
Summary
7
References
7
References
Texas Instruments,
80MHz Arm® Cortex®-M0+ MCU with 128kB flash, 32kB SRAM, USB 2.0 FS, I2S, ADC and TinyEngine™ NPU
, product page.
Texas Instruments,
How edge AI-accelerated Arm® Cortex®-M0+ MCUs bring more brain power to electronics
, technical article.
Texas Instruments,
TI's TinyEngine™ NPU unlocks edge AI acceleration in more embedded systems
, product overview.
Texas Instruments,
AC Arc Fault Detection Using Edge AI on MSPM0 Low-Cost Microcontrollers
, application note.
Texas Instruments,
MSPM0 G-Series 80MHz Microcontrollers
, technical reference manual.
Texas Instruments,
Digit recognition with TI's microcontrollers (MCUs)
, product page.
Texas Instruments,
Tiny ML Tensorlab GitHub Repository
, webpage.
Texas Instruments,
Tiny ML Tensorlab User's Guide
, webpage.
Texas Instruments,
MSPM0 Edge AI User Guide
, resource explorer.