Machine learning as a service (MLaaS) refers to a cloud-based platform that provides businesses with pre-built machine learning models and tools to build their custom models. MLaaS allows businesses to quickly and easily integrate machine learning into their operations without the need for extensive technical expertise or infrastructure.