Ayoub Allali born on August 1, 1997, has pursued anacademic and research career in the fields of computer science and big data. He completed his Bachelor’s degree in Mathematical and Computer Sciences from the Department of Computer Science at the Faculty of Sciences, Ibn Tofail University in Kenitra, Morocco, in 2019. Continuing his education at the same institution, he earned a Master’s degree in big data andcloud computing in 2021. Since 2022, he has been a doctoral student at the ComputerResearch Laboratory (LaRI) within the Department of Computer Science at the Faculty of Sciences, Ibn Tofail University. His research interests are focused on big data analytics and deep learning, indicating a strong commitment to advancing knowledge in these critical areas of data science.