The Next Wave of Cognitive Analytics: Graph Aware Machine Learning - insideBIGDATA

The industry as a whole is beginning to realize the intimate connection between Artificial Intelligence and its less heralded, yet equally viable, knowledge foundation. The increasing prominence of knowledge graphs in almost any form of analytics--from conventional Business Intelligence solutions to data science tools--suggests this fact, as does the growing interest in Neuro-Symbolic AI. In most of these use cases, graphs are the framework for intelligently reasoning about business concepts with a comprehension exceeding that of mere machine learning. However, what many organizations still don't realize is there's an equally vital movement gaining traction around AI's knowledge base that drastically improves its statistical learning prowess, making the latter far more effectual. In these applications graphs aren't simply providing an alternative form of AI to machine learning that naturally complements it.