conclusions mapping images and text to text visual qa --mapping images and natural-language questions about the contents of images to natural-language answers mapping video and text to text video qa --mapping short videos and natural-language questions about the contents of videos to natural-language answers almost anything is possible--but not quite anything let' see in the next section what we can' do with deep learning licensed to