US Patent 11494671 Precision hygiene using reinforcement learning

Methods, systems, and apparatus, including computer programs encoded on computer storage media, for reinforcement learning in the field of hygiene. Specifically, the features described relate to selecting actions in a context to be performed by an agent that interacts with an environment by receiving observations, in response, performing actions from a set of actions, wherein the context comprises a bacterial product to be prescribed, wherein the observations comprise data from the mapping of applied bacteria, and wherein the actions comprise data for the prescription of the bacterial product.