The internet of everything is a network that connects people, data, process, and things, making it easier to understand that many subfields of knowledge are discussable while addressing this subject. This chapter makes a survey on the application of machine learning algorithms to the internet of everything. This survey is particularly focused in computational frameworks for the development of intelligent systems and applications of machine learning algorithms as possible engines of wealth creation. A final example shows how to develop a simple end-to-end system.