Notable figures such as Elon Musk, Bill Gates, and Stephen Hawking have warned of the danger that systems displaying artificial intelligence will eventually become superintelligent and replace the human race. Does this seem more likely if we assume that deep learning approaches will continue to produce ever more successful systems with underlying processing that cannot be understood by humans?