M.Phil. Thesis Project, University of Okara, 10/01/23 - 11/01/25, Mathematical modeling of 6G wireless networks with ML-based optimization for RIS-enabled systems where Gradient Boosting Machine (GBM) achieved the best results with a highest accuracy of 97.80%, Developed simulation models for signal coverage, latency, and energy efficiency in ISAC networks., Identified that a bandwidth of 20 MHz achieved the highest throughput, while wider bandwidths consistently enhanced throughput performance., Performed data analysis and visualization using Python and MATLAB.