Published a gist on GitHub
Hand gestures prediction based on z-axis accelerometer data from low-cost DAQ hardware
Using an Arduino and MPU-6050, I was able to build a multilayer perceptron model to classifying two gestures (circle and square) using only the Z-axis readings.