The College of Computer Science and Information Technology at Karbala University discussed the master’s thesis submitted by the master’s student (Hanin Tamim Abd Ali) at 9:30 am on Monday, 9/2/2024. The discussion was held at Al-Khwarizmi Hall in the deanship of the College of Computer Science and Information Technology in the presence of the Dean Dr Muwaffaq Kazim Al-Hasnawi and several researchers and teachers. The study sheds light on : On gender classification based on linguistic style analysis using machine learning techniques, the researcher reached the following conclusions: Proposing a new method for feature extraction using the reference feature algorithm, to be applied to three models, the first using machine learning classifiers, the second using deep learning, and the third using a linear combination of the previous two models based on the final prediction probability. The discussion committee consisted of Professor Dr Noor Dia Kazim / Karbala University / Faculty of Computer Science and Information Technology / Chairman, Assistant Professor Dr Heba Jabbar Abdul Wahid / Al-Zahra University / Faculty of Information Engineering and Technology / Member, Assistant Professor Dr Aqeel Abdul Karim Farhan / Karbala University / Faculty of Computer Science / Member.