We propose a hybrid device substituting the software synapse in artificial neural networks with an individual hardware transistor unit. The unit merges a silicon nanowire semiconductor channel with a metal-ion doped sol-gel film as hybrid gate of the transistor. The film, amorphous and transparent, shows a memristive property due to ion redistribution under bias, emulating synaptic plasticity with pulsed gate stimulation.