US10949329 B2 · Issued Mar 16, 2021

An AI (Machine Learning) based Self Learning Self Healing Defect Prediction and Identification System for Hyperscale Cloud computing environments. A base signature for a first heterogeneous system that includes a first mix of modules can be compared to a current signature for the first heterogeneous system to identify one or more irregularities. The trained machine learning component can predict one or more defects for the first heterogeneous system based on the identified irregularity.