The attached lab guide walks through step-by-step how to use the new Application Software Pack for the ML-based System State Monitor found on Github.
This is related to AN13562 - Building and Benchmarking Deep Learning Models for Smart Sensing Appliances on MCUs
This lab guide was written for RT1170 but the application software pack now also supports the LPC55S69 and Kinetis K66F devices. It can also be ported to other i.MX RT, LPC, and Kinetis devices.
There's also a document on Dataset creation that goes into more detail on the considerations to make when gathering data. For more details visit the ML-based System State Monitor website on NXP.com