Edge-based intelligent data analytics supports the Industrial Internet of Things (IIoT) to enable efficient manufacturing. Incremental learning in the edge-based data analytics has the potential to analyze continuously collected real-time data. However. additional efforts are needed to address performance. https://www.roneverhart.com/Eugenia-Spiral-Topiary/