doubt on tinyML

i have a machine learning model which recognise 4 different categories of gestures. and if any other gesture comes, how should it behave ?

When you train your model you should make sure to add a class called “unknown” or “other” and include some examples of other random gestures. Then hopefully it should classify the new gesture as “unknown”!