Certain embodiments of the present disclosure support techniques for storing synaptic weights separately from a neuro-processor chip into a replaceable storage. The replaceable synaptic memory gives a unique functionality to the neuro-processor and improves its flexibility for supporting a large variety of applications. In addition, the replaceable synaptic storage can provide more choices for the type of memory used, and might decrease the area and implementation cost of the overall neuro-processor chip.