Roshani Parmar is a Full-time Ph.D Research scholar in the EC Department at Nirma University, Ahmedabad, Gujrat, India. She completed her ME in Mobile Communication and Network Technology from GTU-GSET, Chandkheda in 2022. She completed her BTech in EC from GEC Gandhinagar in 2020. Her Research interest includes Machine learning, hardware security framework for IoT devices. She is also a recipient of a Doctoral Scholarship from the Ministry of Electronics and Information Technology, Government of India, under the Visvesvaraya Ph.D. Scheme.