If you just have a single problem to solve then fine go ahead and use a neural network. But if you want to do science and understand how to choose architectures or how to go to a new problem you have to understand what different architectures can and cannot do.
Without international participation jobs and emissions will simply shift overseas to countries that require few if any environmental protections harming the global environment as well as the U.S. economy.
