Being able to rapidly iterate on your model is critical when developing an application that uses machine learning. To facilitate validating in the field, we provide the SensiML TestApp. The TestApp allows you to connect to your microcontroller over Bluetooth and see the classification results live as they are generated by Knowledge Pack running on the microcontroller.
The TestApp also has some nice features, such as the ability to load the class-map, associate images with results, see the history, and apply a majority voting post-processing filter. Documentation on how to use the TestApp can be found here. In this example, we have loaded the TestApp with images of the different machine states to detect. As the machine changes state, the results will be displayed in the TestApp along with the picture and class name.