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Auto-encoder deep learning method, α-satellite, ACEMod and heterogeneous graph auto-encoder are AI approaches that determine the transfer rate of virus and are helpful in shaping public health and planning. In addition, CT scan, X-ray, MRI, and RT-PCR are some of the techniques that are being employed in the identification of COVID-19. We hope using AI techniques, the world can emerge from COVID-19 pandemic while mitigating social and economic crisis. Polygalacturonases are a group of enzymes under pectinolytic enzymes related to enzymes