We explore how tinyML enables machine learning applications on resource-constrained microcontrollers. It breaks fresh ground on cost, power consumption and ubiquity of smart systems. This Fireside Chat will discuss how tinyML will democratize and proliferate exponentially into a market that encompasses billions of consumer and industrial systems.