![]() ![]() It has recently been widely applied in order to detect important features from sequencing, gene expression, functional genomics, cell type context, and single cell data in biological and biomedical research. The Convolutional Neural Network (CNN) is regarded as a deep neural network that exhibits robust power in object detection, computer vision, image classification, and segmentation. In response, medical practitioners have opted for various other tests such as the Rapid Antigen Test (RAT), chest X-rays, and CT scans in hopes of timely detection of the disease. Moreover, in rural areas the RT-PCR test is not yet widely available. Though, the test results are only available after 1–2 days, this delay in treatment can lead to loss of life or further spread of the diseases. Reverse Transcription-Polymerase Chain Reaction (RT-PCR) is an accurate test which can identify whether a patient is infected by SARS-CoV-2 or not. The COVID-19 pandemic has caused a severe setback as the medical infrastructure is not capable to adequately handle the high patient counts and effectively combat this deadly disease. According to the Centers for Disease Control and Prevention (CDC), people who have contact with coronavirus virus should remain in isolation and quarantine for at least 14 days to potentially stop the spread of the virus, especially when testing is not obtainable. The symptoms start on average 5–6 days after infection and can last from 1 to 14 days. ![]() However, approximately 15% of the patients become severely sick and need oxygen and 5% of the patients require intensive care. The majority (approximately 80%) of the patients who have COVID-19 symptoms can overcome the illness without hospitalization.
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