Machine learning microservice architecture design tools and methods

A computer-implemented method associated with microservice architecture design for a cloud computing environment, comprising:

• accessing, by a machine learning architecture design platform, at least one microservice architecture design data store containing existing microservice architecture designs;
• automatically creating, by a graphic abstraction computing component, existing graph models of the existing designs;
• executing, by a pattern recognition computing component, a machine learning algorithm that accesses the existing graph models and automatically detects existing design patterns;
• interactively and iteratively exchanging information, by the designer interface computing component, with a designer including a receipt of at least one design requirement from the designer;
• and
• based on the at least one received design requirement and the automatically detected existing design patterns, automatically constructing, by a dynamic recommendation computing component, a recommended microservice architecture for the cloud computing environment.

A non-transient, computer-readable medium storing instructions to be executed by a processor to perform a method associated with microservice architecture design for a cloud computing environment, the method comprising:

• accessing, by a machine learning architecture design platform, at least one microservice architecture design data store containing existing microservice architecture designs;
• automatically creating, by a graphic abstraction computing component, existing graph models of the existing designs;
• executing, by a pattern recognition computing component, a machine learning algorithm that accesses the existing graph models and automatically detects existing design patterns;
• interactively and iteratively exchanging information, by the designer interface computing component, with a designer including a receipt of at least one design requirement from the designer;
• and
• based on the at least one received design requirement and the automatically detected existing design patterns, automatically constructing, by a dynamic recommendation computing component, a recommended microservice architecture for the cloud computing environment.