5 layered CNN implementation on arduino/FPGAs [P]

I'm working on a problem where we convert a 5 layered CNN which is capable of predicting the possibility of an epilepsy episode (yes or no), into a Spiking Neural Network (SNN), making it useful for low power applications. The end goal is to implement it on an FPGA. But since I lack experience with FPGAs, (and have decent experience with microcontrollers), my professor suggested me to try deploying it on a microcontroller, so I thought of trying it out …

applications arduino cnn fpga implementation low low power machinelearning making network neural network power snn spiking neural network