Introduction of System Architecture Definition for the Implementation of Human in the Loop Machine Learning

Abstract

As many companies are promoting digital transformation (DX), the active use of AI is being considered. However, the gap between the expected accuracy and the introduction of AI into corporate processes, which has improved remarkably through kaizen activities, is a major barrier. To solve these issues, this study proposes an approach that applies Human in the Loop Machine Learning, defines a system architecture that incorporates "Collaboration between human and AI " into the operational phase at the project conception stage, designs and implements it, and spirals up the system during the operational phase.