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Coronavirus disease 2019 (COVID-19), caused by severe acute respiratory syndrome coronavirus 2 (SARS -CoV-2), has become an unprecedented public health crisis. To tackle this crisis in an effecti ve way di fferent computational soluti ons invol vi ng artificial intelligence and machine learning have been propounded by researchers across the worl d. Artificial Intelligence has changed the landscape of the healthcare industry and is being used by many corporations and g overnments around the worl d to tackle health care issues and hence, it finds applications in these troubli ng times as well. The internet speciall y google scholar scoured for relevant and accurate applications of machine learning and deep learning in sol vi ng the issues of this pandemic. The di fferent applications include diagnosis, mortality rate pre dic tion, vaccine de velopment, dr ug de velopme nt, sentiment analysis regarding COVID-19 comments and misinformation detection. A systematic study presents the best working models in the respective field.

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