1. Overview

Virtuous AI uses data "pipelines" - an ML term – as abstractions to have high security and flexibility at scale, see below.


overview


Fig. 1. The Pipeline Heirarchy with Its Multiple Layers of Security.

As can be seen, there can be a one model to many type of relationship. There is one location to one widget, but you can have one model for multiple locations.

  1. (optional) First an account OWNER can create multiple entities accounts (called ORGANIZATION) that act in isolation.

  2. Each personal/organizational account can create multiple PIPELINE.” Pipelines automate your end-to-end data processing.

  3. (optional) Pipelines contain data that can be partitioned into groups called LOCATIONS for increased security measures.

  4. MODEL objects can be accessed via REST API after training on your data, but the real magic happens with the WIDGETS

The owner of an paid account is the account with the "FINANCIAL" role.