Method and system for providing predictions via artificial intelligence (AI) models using a distributed system

An automobile system configured to have a plurality of distributed subsystems able to provide network communication via a wireless network system, comprising:

• an outward facing camera subsystem, having at least an outward facing camera, outward facing camera processor, and outward facing camera database, configured to recognize a predefined exterior object from a set of exterior images captured by the outward facing camera based on an exterior image query fetched from the outward facing camera database, wherein the outward facing camera database includes a historical storage for storing historical records associated with the outward facing camera subsystem, a current storage for storing substantially real-time data associated with the outward facing camera subsystem, and an outward facing camera big data storage for storing data collected by other subsystems;
• and
• a vehicle onboard computer coupled to the outward facing camera subsystem and having a vehicle onboard computer central processing unit, vehicle onboard computer database, and network manager, wherein the network manager includes an internal network circuit for communicating with the outward facing camera subsystem and an external network circuit for interfacing with a cloud system, the vehicle onboard computer configured to provide a data stream representing a recognized event in accordance with a query retrieved from the vehicle onboard computer database.