The Infinite Drum Machine is an AI-powered tool for creating drum beats using a vast library of sounds organized using the t-SNE algorithm. It features a 16-step sequencer and allows users to explore sounds based on their sonic similarity. It's an experiment from Google Creative Lab that leverages machine learning to provide a unique musical experience.