Processing system having a machine learning engine for providing a customized driving assistance output

An apparatus comprising:

• a memory;
• and
• a processor of a sensor data analysis and device control system, the processor coupled to the memory and programmed with computer-executable instructions for performing steps comprising:
• receiving, by the sensor data analysis and device control system, initial sensor data collected by a sensor at least one of around or within a first vehicle;
• selecting, by the sensor data analysis and device control system, one or more machine learning datasets based on one or more driving conditions associated with the first vehicle;
• analyzing, in real-time and by the sensor data analysis and device control system, the initial sensor data based on the selected machine learning datasets to identify a potential hazard;
• generating, by the sensor data analysis and device control system, a notification based on the selected machine learning datasets, wherein the notification includes customized driving assistance output comprising an instruction to modify at least one of a position or operation of the first vehicle responsive to the identified potential hazard;
• and
• transmitting, from the sensor data analysis and device control system to an operating system of the first vehicle, the notification including a command for the first vehicle to perform the instruction of the customized driving assistance.

One or more non-transitory computer-readable media storing computer-executable instructions, which when executed by a processor, cause a computing device to perform steps comprising:

• receiving, by a sensor data analysis and device control system, initial sensor data collected by a sensor at least one of around or within a first vehicle;
• selecting, by the sensor data analysis and device control system one or more machine learning datasets based on one or more driving conditions associated with the first vehicle;
• analyzing, in real-time and by the sensor data analysis and device control system, the initial sensor data based on the selected machine learning datasets to identify a potential hazard;
• generating, by the sensor data analysis and device control system, a notification based on the selected machine learning datasets, wherein the notification includes customized driving assistance output comprising an instruction to modify at least one of a position or operation of the first vehicle responsive to the potential hazard;
• and
• transmitting, from the sensor data analysis and device control system to an operating system of the first vehicle, the notification including a command for the first vehicle to perform the instruction of the customized driving assistance output.