Neuroscience can inspire AI. AI can help study the brain. In this talk, I will present our recent progress in bridging neuroscience and AI by using images of brain activity. I will share some examples of using AI to model and decode brain activity during resting state, natural vision, and speech comprehension, emerging ideas in brain-inspired models for computer vision and natural language processing, and representation learning to link brain to behavior.