SARS-CoV-2, also referred to as the acute respiratory syndrome with coronavirus, first surfaced in late 2019. It was later determined to be a fatal illness that is wreaking havoc on the global economy. It was designated a pandemic by the World Health Organization (WHO) in March 2020. Numerous scientific fields have seen the introduction of research to address COVID-19-related issues. In our daily lives, a number of issues are solved using machine learning(ML), is one of the most effective recent tales. The management and containment of pandemics were also looked at. The standard test for diagnosing COVID-19 is the Polymerase Chain Reaction (PCR) but CT scans, X-rays, blood tests, and sound investigations can also be used. This study helps researchers to understand and analyze data patterns connected with COVID-19. By doing so, the knowledge gap between researchers and the available data is reduced. Get ready for a potential COVID-19 epidemic that might happen in the future. Future obstacles and ways forward are also mentioned.