Explore a 21-minute conference talk from the ACM CHI Conference on Human Factors in Computing Systems that delves into the collaboration between User Experience (UX) professionals and Research Scientists in developing generative machine learning interfaces. Learn about the innovative program developed by Google's People and AI Research (PAIR) group, which embeds UX researchers into machine learning teams. Discover the challenges faced, insights gained, and practical suggestions for fostering communication between UX and ML research teams. Gain valuable knowledge on recommended UX design processes for building creative generative machine learning interfaces, with a focus on the intersection of human-centered design and artificial intelligence in music composition.