Neural Networks, AI, and the Goals of Modeling

Deep neural networks have found many useful applications in recent years. Of particular interest have been those instances where their successes imitate human cognition and many consider artificial intelligences to offer a lens for understanding human intelligence. Here, we criticize the underlying conflation between the predictive and explanatory power of deep neural networks by examining the goals of modeling.