In many ways, what we're seeing is a modern-day rehash of the "symbolic" versus "connectionist" approaches to AI, with critics like Marcus on the "symbolic" camp ("we need more understanding!") and engineers and scientists who build AI systems, like Sutton, on the "connectionist" camp ("we need more computation!").
There are also AI researchers seeking to bridge the two approaches. Here's a recent example that seems significant to me: https://news.ycombinator.com/item?id=34108047 . Maybe we will eventually find that the "symbolic" and "connectionist" approaches are actually not different, as people like Minsky contended?