Abstract: Disclosed are example embodiments of systems and methods for selecting components for building graph-based learning machines. An example system for selecting components for building graph-based learning machines includes a reference learning machine, one or more test signals, and a component analyzer module. The component analyzer module is configured to analyze, using the one or more test signals, one or more component in the reference machine by ranking different components in the reference learning machine in terms of their efficiency and effectiveness.