[Music] Great. Uh, thank you for for coming. Um, I'm going to talk about maximizing GPU efficiency with continuous profiling for GPUs.Um, so what is profiling. Profiling is pretty much as old as programming. I think it was like firstly first first done in like the 1970s.I think some IBM folks were were trying to figure out what was happening on their computers back then. So it's been around basically forever in computer science. And uh what are we doing with profiling. We are profiling um basically uh anyth ...