Continuous integration and continuous delivery of artificial intelligence machine learning components using metamorphic relations

A system for (continuous integration continuous deployment) CI/CD of (artificial intelligence/machine learning) AI/ML based components, comprising:

• a cloud infrastructure which receives multiple new requirements from a vehicle designer or a developer, with the new requirements adapted for artificial intelligence/machine learning (AI/ML) based components of a vehicle;
• a dataset;
• a metamorphic relations (MR) module which receives input information from the dataset and sends MR information to the dataset;
• a components requirements database which includes the new requirements in addition to existing requirements for the AI/ML based components;
• the MR module also receiving components requirements data from the components requirements database and sending the MR information to the components requirements database, wherein the MR information defines a variation due to inputs such as a small change in input having a small change in output;
• and
• an AI/ML algorithm which analyzes the input information from the dataset and prepares an updated component dataset,
• wherein the updated component dataset is transmitted as an over-the-air (OTA) update to a vehicle requirements database for deployment to AI/ML based components of a vehicle.