 So, hi everyone, I'm Sri Hari, I work at Nelenso, it's a software co-operative based in Bangalore. That's my Twitter handle and that's Nelenso's Twitter handle. So, Abhinav and Ned and I forgot to mention yesterday that we are hiring, so there's that. So, let's go ahead and start the talk, I suppose. That's the title of the talk, read it. So, what this talk is about is, it's about modeling karnatic music in code, right? And it's about making machine sing karnatic music in a way that's sort of close to how I would sing it. So, this is what we'll do throughout the talk, right? What we'll do is, we start off with comparisons of me singing and the machine singing and throughout the talk, we'll try to bridge the gap between these two things and we'll see how close we can get the machine to sing like me. What this is not about is generation, right? This is about synthesis as in developing the abstraction so that a machine can render music the way you'd want it. It's not about those record and neural networks or deep learning things. They are absolutely fascinating and some things that I want to get into and I'll put a path forward at some point during the talk. But it's not as much about generation as it is about synthesis. So, what do you think? Do you think we should listen to some machine karnatic music right away or should we do that later? Right away? Sure. So, let's do that, right? So, that's a sample of how it sounds right now, right? So, let's go ahead and get the talk started. We'll see how we got there during the talk. So, for the people who are uninitiated, karnatic music is South Indian classical music and it's important academically because it's sort of in the classic spectrum of things and the reason why it sounds different is because of the presence of gamma-coms and what gamma-coms are and how they're modeled and stuff will go into depth during the talk because that's sort of vital in sort of modeling this thing. And how else it is different is that it's mostly a vocal tradition in that my teacher sings something to me and I repeat and there's not much that's documented in the process.