Model lifecycle management

A computer system for implementing a lifecycle of a model, comprising:

• one or more processors;
• and
• non-transitory computer-readable storage media encoding instructions which, when executed by the one or more processors, causes the computer system to create:
• an orchestration service programmed to create a workflow for model execution;
• a registration service programmed to provide governance for the workflow, wherein the registration service is further programmed to register deployed models on the computer system and provide data and model dependencies across the computer system;
• a validation service programmed to provide a sandbox for model generation, wherein the sandbox is segregated from a remainder of the computer system and allows for isolation during validation of the model, wherein the sandbox provides for execution of scripting to allow for creation and deployment of the lifecycle of the model, and wherein the validation service provides isolated containers and remote model execution for the isolation during validation;
• and
• an interface service programmed to:
• function as a model-as-a-service through an application programming interface, wherein the interface service provides a common abstract interface for models, and wherein the interface service allows for external systems to make requests for the model execution and receive outputs from the model execution through the application programming interface;
• and
• provide an interface upon which the workflow is developed, wherein the interface includes a component palette listing a plurality of components, and a canvas upon which one or more of the plurality of components is arrangeable to create the workflow, and wherein the one or more of the plurality of components is draggable from the component palette to the canvas to create the workflow;
• wherein the orchestration service, the registration service, the validation service, and the interface service are microservices, and the microservices communicate programmatically to facilitate the model execution.