Actually it was neuroscientists that developed the models nowadays used for machine learning. The McCulloch-Pitts neuron model introduced in 1943 which lead to Frank Rosenblatt's perceptron introduced in 1958. Machine learning algorithms mostly still use those models but computational neuroscience has progressed towards much more complicated neuronal models.