Sussillo reviews the use of recurrent neural networks (RNNs) to study cortical neurons. RNNs can explain the high-dimensional, mixed-selectivity properties and oscillatory temporal dynamics of cortical neurons. They share many features of cortical networks including feedback, nonlinearity, and parallel and distributed computing