function: Array Downsampling

A low cost function to down sample a array.
specially useful for pattern recognition algorithms.

הערות שחרור:

fixed a oversight in the algo x_x.

הערות שחרור:

added comments

הערות שחרור:

updated algo, there is a inherited gap at the last data slice, were the leftover values are averaged down.