Publications

5 in total

INTERNET OF THINGS IN SMART ENVIRONMENTS: ARCHITECTURE, PROTOCOLS, SECURITY, AND EMERGING RESEARCH CHALLENGES

S Tariq, M Humza, MHG Muhammad. Spectrum of Engineering Sciences 4 (6), 2761-2780. Journal article
A SYSTEMATIC REVIEW AND CONCEPTUAL FRAMEWORK FOR INTEGRATING GENERATIVE AI INTO THE SOFTWARE DEVELOPMENT LIFECYCLE (SDLC)

MHG Muhammad, M Humza. Spectrum of Engineering Sciences 4 (4), 2103-2126. Journal article
THE IMPACT OF AI ON HEALTHCARE DIAGNOSIS

M Humza, A Barakullah, M Abdullah. Spectrum of Engineering Sciences 4 (4), 1024-1037. Journal article

Focus

Research interests

Artificial Intelligence Exploring Artificial Intelligence methods for developing adaptive systems and data-driven solutions to complex real-world challenges.
Machine Learning Exploring ML techniques to develop intelligent systems, focusing on prediction, pattern recognition, and data-driven solutions.
Deep Learning Reproducible training, drift detection and the engineering practice that keeps a deployed model honest over time.
Natural Language Processing Retrieval, summarisation and extraction over domain documents, with a particular interest in evaluating what these systems get wrong.
Computer Vision Detection and segmentation in settings where labelled data is scarce and the cost of a false negative is high.
Intelligent Diagnosis Developing intelligent systems to analyze data, identify patterns, and support accurate, timely, and reliable diagnosis.

What research does Humza Imran publish?

Publications, preprints and research areas are listed on this page. Topics typically sit in applied AI and software systems.