Journal of Artificial Intelligence and Metaheuristics JAIM 2833-5597 10.54216/JAIM https://www.americaspg.com/journals/show/2260 2022 2022 Administration & Finance Department University of Diyala, University of Diyala, Baqubah MJJ2+R9G, Iraq Noor abdulmuttaleb jaafar Al-Furat Al-Awsat Technical University, Technical Institute of Najaf, Iraq Noor Razzaq .. Department of Food and Biotechnology, South Ural State University, 454080 Chelyabinsk, Russia Ammar .. Computer Engineering and Control Systems Department, Faculty of Engineering, Mansoura University, 35516, Mansoura, Egypt Abdelhameed Ibrahim Computer Science Department, Faculty of Computer and Information Science, Ain Shams University, Cairo, 11566, Egypt Abdelaziz A. Abdelhamid The subset of manufactured insights (AI) known as machine learning starts in design acknowledgment, where information can be organized for human comprehension. For a long time, various applications utilizing machine learning have been created in healthcare, fund, military gear, and space investigation; presently, machine learning is a zone that's extending and progressing quickly. It utilizes information to optimize computer execution. AI is vital in combating modern coronaviruses in 2019 (COVID-19) -related matters and is used additionally in computer-assisted blend-making plans. Computer programs' settings are optimized based on preparing information or past encounters. It can moreover make future forecasts utilizing the information. With the assistance of machine learning, we are creating a numerical demonstration based on the data's measurements. Numerous illustrations outline the viability of machine learning and counterfeit insights in this field. Counterfeit insights strategies can improve the consistency of forecasts and choices by making valuable calculations. AI is useful not for foreseeing people with COVID-19 but for assessing general wellbeing. It can screen the COVID-19 episode at different levels; in our paper, we use three machine learning calculations to analyze and predict. The leading precision was in XGP= 99%, but SVM and RF gave great precision at 98%. 2023 2023 27 34 10.54216/JAIM.060103 https://www.americaspg.com/articleinfo/28/show/2260