Kinematic recommendation across devices using machine learning

A non-transitory, computer-readable storage medium storing one or more sequences of instructions which when executed cause one or more processor to perform:

• receiving a data point generated by one or more sensors, including subject data, playing field data, and weather data generated in real time;
• generating, based on the data point, a current state;
• identifying a kinematic recommendation based on the current state using a first machine learning model;
• determining a selection of one or more output devices of a plurality of types of output devices for communicating one or more portions of the kinematic recommendation and a timing of communication for each selected type of output device, based on the current state, the kinematic recommendation, and characteristics of the plurality of types of output devices using a second machine learning model,
• the plurality of types of output devices including a first output device that includes a display screen and a second output device that includes a speaker;
• and
• transmitting the one or more portions of the kinematic recommendation respectively to the one or more types of output devices.

A system, comprising:

• a memory;
• and
• one or more processors coupled to the memory and configured to perform:
• receiving a data point generated by one or more sensors, including subject data, playing field data, and weather data generated in real time;
• generating, based on the data point, a current state;
• identifying a kinematic recommendation based on the current state using a first machine learning model;
• determining a selection of one or more output devices of a plurality of types of output devices for communicating one or more portions of the kinematic recommendation and a timing of communication for each selected type of output device, based on the current state, the kinematic recommendation, and characteristics of the plurality of types of output devices using a second machine learning model,
• the plurality of types of output devices including a first output device that includes a display screen and a second output device that includes a speaker;
• and
• transmitting the one or more portions of the kinematic recommendation respectively to the one or more types of output devices.