Feature extraction of accelerometer data for machine learning
Actually you could treat your acceloremeter signal like normal audio signals. There are endless possibilities for processing audio data (e.g. chroma features).

Another way would be to directly process your raw signal with the help of a neural network (1D-convolution or LSTM).