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Extreme rainfall has its effects on the economy of any country. Heavy loss of lives and properties had been encountered due to havoc of flood in varying degrees. In this research work, the rainfall forecasting is highly focussed and it discusses on several models of weather prediction. Note that in the previous decades, many researchers have made some serious attempts to reach out with forecasting systems for weather prediction (which include statistical and analytical models for rainfall prediction) but maximum models proposed by the researchers are found to be unfit in terms of less accuracy, when these proposed prediction models are applied on a large scale. The research work presents the reviews of works that are proposed by many pioneers, who had taken lots of efforts arrive at a good prediction system. In this work, it is also found that that there had been a big gap between the prediction reports\/weather news and the actually happening. This paper considers most of the features belonging to the models found from scientific articles published across the globe to find the factors that are widening the gap between the forecast data and the actual phenomenon. <\/jats:p>","DOI":"10.1142\/s0219649222500939","type":"journal-article","created":{"date-parts":[[2022,11,19]],"date-time":"2022-11-19T05:33:06Z","timestamp":1668835986000},"source":"Crossref","is-referenced-by-count":2,"title":["A Wide Scale Survey on Weather Prediction Using Machine Learning Techniques"],"prefix":"10.1142","volume":"22","author":[{"given":"Shabnam","family":"Kumari","sequence":"first","affiliation":[{"name":"Department of Computer Science, CS&H SRM Institute of Science and Technology, Kattankulathur Chennai 603203, Tamilnadu, India"}]},{"given":"P.","family":"Muthulakshmi","sequence":"additional","affiliation":[{"name":"Department of Computer Science, CS&H SRM Institute of Science and Technology, Kattankulathur Chennai 603203, Tamilnadu, 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