aspg-2-3271-1791419275 20261008002755 American Scientific Publishing Group admin@americaspg.com American Scientific Publishing Group Journal of Cybersecurity and Information Management JCIM 2769-7851 2690-6775 2025 15 2 Assel Hashim Salman Middle Technical University, Baghdad, Iraq Abdullahi Abdu Ibrahim Altinbas University, Turkish, Turkey Cloud computing has many advantages as well as some disadvantages. An internet connection is required to use Cloud Computing. In other words, it is not possible to access the data in cases without internet. Cloud Computing can provide infrastructure services, platform services and software services to individuals with any device connected to the internet. If the connection speed is low when there is internet, the data transmission is also slower. In this context, it may not be practical for individuals or institutions to benefit from Cloud Computing in places where internet connection is low, limited, or absent. A new technology was obtained in this study; this method depends on deep learning and machine learning techniques applied to detect the attacks in the cloud computing-based systems. The suggested method compared with many traditional machine learning techniques. 2025 27 34 3271 https://creativecommons.org/licenses/by/4.0/ 10.54216/JCIM.150203 https://www.americaspg.com/journal/2/article/3271 https://www.americaspg.com/storage/81730275592.pdf