Systems and methods for recognizing events include a processor for executing machine readable instructions. The processor may be electronically coupled to an electronic memory. A temporal sensor may be electronically coupled to the processor for generating a sequence of temporal signals relating to an unrecognized event. The temporal sensor may transmit the sequence of temporal signals to the processor. The processor may execute the machine readable instructions to: input the sequence of temporal signals relating to the unrecognized event to a recurrent neural network; transform the sequence of temporal signals relating to the unrecognized event to a neural output relating to the unrecognized event with the recurrent neural network; input the neural output relating to the unrecognized event into a random forest classifier; and recognize a recognized event based upon a transformation of the neural output relating to the unrecognized event with the random forest classifier.