Personal video recording with machine learning for messaging

A system of machine learning for control of a personal video recorder (“PVR”), the system comprising:

• a processor;
• a recording medium;
• a personal video recorder application program recorded in the recording medium, the personal video recording application program comprising program instructions executable by the processor, the program instructions comprising program instructions to,
• provide records of transmissions of messages, including program instructions to transmit messages to users including messages prompting for responses identifying commands;
• store records of transmissions of messages including program instructions to store records of responses to messages, the records of transmissions of messages include messaging inputs and messaging outputs, the messaging inputs including message identifications, message point identifications, user identifications for a user to whom messages are transmitted, indications whether messages are sends or posts, and command identifications for commands associated with prompts for choices in messages, the messaging outputs including message point counts, message counts, and indications of users' responses to messages;
• create mappings from messaging inputs to messaging outputs, the mappings including confidence ratings, messaging counts, messaging frequencies, and indications whether to transmit sends or posts at message points;
• identify a message point in operation of a PVR;
• select, in dependence upon the message point, a message to be transmitted;
• determine in dependence upon the records of transmissions of messages whether to transmit the selected message, including program instructions to determine whether to transmit the selected message in dependence upon a frequency with which the message is transmitted to a user, the frequency defined with respect to a count of the number of times an associated message point is encountered in PVR operations;
• record a result of determining whether to transmit the selected message;
• structure the selected message in dependence upon the records of responses to messages, including inserting in the selected message choices for a set of sequenced commands;
• transmit to a user the selected message;
• and
• store in the records of transmissions of messages a record representing the transmission of the transmitted message.