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Artificial Intelligence (AI) And Machine Learning (ML) Have Caused A Paradigm Shift In Healthcare That Can Be Used For Decision Support And Forecasting By Exploring Medical Data. Recent Studies Have Shown That AI And ML Can Be Used To Fight COVID-19. The Objective Of This Article Is To Summarize The Recent AI- And ML-based Studies That Have Addressed The Pandemic. From An Initial Set Of 634 Articles, A Total Of 49 Articles Were Finally Selected Through An Inclusion-exclusion Process. In This Article, We Have Explored The Objectives Of The Existing Studies (i.e., The Role Of AI/ML In Fighting The COVID-19 Pandemic); The Context Of The Studies (i.e., Whether It Was Focused On A Specific Country-context Or With A Global Perspective; The Type And Volume Of The Dataset; And The Methodology, Algorithms, And Techniques Adopted In The Prediction Or Diagnosis Processes). We Have Mapped The Algorithms And Techniques With The Data Type By Highlighting Their Prediction/classification Accuracy. From Our Analysis, We Categorized The Objectives Of The Studies Into Four Groups: Disease Detection, Epidemic Forecasting, Sustainable Development, And Disease Diagnosis. We Observed That Most Of These Studies Used Deep Learning Algorithms On Image-data, More Specifically On Chest X-rays And CT Scans. We Have Identified Six Future Research Opportunities That We Have Summarized In This Paper.