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Have you considered loading the raw dataset from a file/res/asset in the app instead of the phone accelerometer to check the model's accuracy? The raw data right now does not seem very responsive to the learned model.
private void normalize()
{
float x_m = 0.662868f; float y_m = 7.255639f; float z_m = 0.411062f;
float x_s = 6.849058f; float y_s = 6.746204f; float z_s = 4.754109f;
Just curious, where did these values came from?(Min-Max values from the entire dataset?)
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