Research Aim: This research finds the role of Artificial Intelligence (AI) in predicting natural disasters and epidemics. It will assess various machine learning (ML) and deep learning (DL) models and big data tools to show how they are used to predict natural catastrophes such as earthquakes, floods, storms, etc. It will test the reliability and efficacy of these model to recommend best models to predict further catastrophes in the future.