Complex sentence: It is a network of neuron-like units connected symmetrically with one another which make decisions in a stochastic manner about whether to be activated or not (on or off).
Split into simpler sentences: It is a network of neuron-like units connected symmetrically with one another. This network makes decisions in a stochastic manner about whether to be activated or not (on or off).