In the academic journey, Sonia Safeer has earned a Bachelor of Science degree from the Software Engineering Campus of Comsats University, Wah, and a Master of Science degree in Computer Science from Ghulam Ishaq Khan Institute of Engineering Sciences and Technology. During her master's program, she contributed as a Graduate Assistant, actively assisting with various courses. Her academic excellence was acknowledged with the award of an HEC scholarship during her undergraduate studies at Comsats University, and she received a Fully Funded scholarship from GIK Institute during her postgraduate studies. Sonia's research interests are primarily focused on the fields of Signal Processing and Feature Engineering. In the academic journey, Sonia Safeer has earned a Bachelor of Science degree from the Software Engineering Campus of Comsats University, Wah, and a Master of Science degree in Computer Science from Ghulam Ishaq Khan Institute of Engineering Sciences and Technology. During her master's program, she contributed as a Graduate Assistant, actively assisting with various courses. Her academic excellence was acknowledged with the award of an HEC scholarship during her undergraduate studies at Comsats University, and she received a Fully Funded scholarship from GIK Institute during her postgraduate studies. Sonia's research interests are primarily focused on the fields of Signal Processing and Feature Engineering.