Ubaid Ullah is a graduate with a Bachelor's in Statistics, having completed his degree at the University of Peshawar, Pakistan, in 2023. His research interests Data Analysis, Machine Learning, Deep learning, Statistical Modeling, and Economic Forecasting. Ubaid has contributed to various research projects, including studies on predicting fertility outcomes and economic trends economic variables influencing Foreign Direct Investment (FDI) in Pakistan using advanced machine learning techniques. Currently, Ubaid works as a Research Assistant, applying machine learning and statistical tools in various research projects. His technical expertise includes Python, TensorFlow/Kera’s, R, SPSS, SQL, and various machine learning methods.