Amauche completed degrees in Biomedical Engineering and Electrical Engineering and Computer Science at Duke University, followed by an M.Eng. in Biomedical Engineering from Boston University. He was a technical IRTA Fellow in the Circuit Dynamics and Connectivity Unit at NIH/NINDS. His work in the MIT Brain and Cognitive Sciences PhD program, aimed to develop new approaches for understanding the circuitry of the brain.