[Music] Hi everyone. Very excited to be here and I'm Ahmed. This is Mazar.And uh today uh uh we're going to talk about our journey in leveraging large language models for personalization and ranking u and our path to production such a large model for uh for LinkedIn use cases. Oop uh recommendation ranking and personalization is deeply integrated our daily life. uh when you go to a feed to to read an article, when you're looking for a for a job, when you're searching for something, when you're buying someth ...