Robotic interactions for observable signs of core health

A robotic device, comprising:

• a plurality of sensors configured to:
• capture a set of one or more images of an individual,
• record sound signals of the individual, and
• generate environment data of an environment surrounding the individual;
• a processor;
• and
• memory storing instructions configured to cause the processor to perform:
• recognizing a set of actions performed by the individual from the set of one or more images of the individual;
• recognizing verbal content from the individual from the sound signals;
• processing the set of actions performed by the individual, the verbal content from the individual, and the environment data to generate a set of past actions of the individual;
• inputting the set of past actions of the individual to a machine learning model for the machine learning model to learn a behavioral pattern of the individual;
• processing a new set of actions performed by the individual;
• inputting the new set of actions to the machine learning model;
• determining, by the machine learning model, that the new set of actions deviates from the behavioral pattern of the individual learned by the machine learning model;
• determining an illness condition of the individual based on comparing the new set of actions to categorized known illness conditions and based on the verbal content and the environment data;
• and
• responsive to the individual is determined to be associated with the illness condition, determining a set of actions to be performed by the robotic device based on the illness condition.