The master's student Murtadha Adnan Aboud, Computer Science/General, defended his thesis on Wednesday, September 11, 2024, in the Dr. Imad Kazem Memorial Hall at the Computer Science Department building. The thesis aims to provide insights into the important topic of language modeling, with a focus on Arabic language modeling. It develops a system capable of accurately predicting subsequent words in Arabic using deep learning techniques. The thesis concluded that hybrid models enhance the prediction of Arabic words and highlighted the effectiveness of combining deep learning structures to address the complexities of Arabic text. The discussion committee consisted of: Prof. Dr. Aliaa Kareem Abdulhassan (Chair) Asst. Prof. Dr. Khaled Shakir Jassim (Member) Asst. Prof. Dr. Athraa Jassim Mohammed (Member) Asst. Prof. Dr. Suhad Mal Allah Kazem (Member and Supervisor).