AstroRongjun

Thank you to Annual Reviews of Astronomy and Astrophysics for entrusting me. Here's my author version of "Deep Learning in Astrophysics." arxiv.org/abs/2510.10713 Aside from my textbook, this is probably one of my biggest undertakings in recent years. The strict word and reference limits were particularly challenging given how broad the topic is. I spent the entire summer working on this piece. While writing it, I couldn't help but feel that it represents a decade of learning (and ongoing learning) along with much personal reflection. I hope the community finds it useful. Comments welcome.