Artificial Intelligence and the Military

The Department of Defense (DoD) is increasingly interested in Artificial Intelligence (AI). During a recent trip to Amazon, Google, and other Silicon Valley companies, Secretary of Defense James Mattis remarked that AI has "got to be better integrated by the DoD." What do we mean by the term AI? In particular, what does "deep learning" mean? What are the advantages, disadvantages, and risks of using AI?