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Embedded System + Sci-Kit

Hello there,

I'm doing a project to detect human activities using a ARM cortex-m0 microcontroller with an accelerometer. I intend to predict the activity of the user using machine learning  and specifically I was thinking in using sci-kit to help me out.

So, I've made some research about some machine learning algorithms and how to use them in embedded systems and it seems that the most reasonable solution would be process a training algorithm with a collected data and generate a matrix of weights to embedded in the microcontroller and make the predictions. That is what I understood, but I'm not really sure as I've never done something like before, I haven't even worked with machine learning before.

In resume my question is, how could I embedded a classification algorithm in a microcontroller using sci-kit ?

So, I hope you guys can help me and give some guidance. Thank you in advance.