A Framework for Developing Reliable Machine Learning Systems and its Application

Abstract

We describe M3S (Multi-view Modeling framework for ML systems), a framework that integrates multi-view and consistent analytical and design modeling and machine learning model workflow pipelines for the continuous development and operation of highly reliable machine learning systems, and its application example in the mobility domain.