I am a Lecturer in the Department of Computer Science & Engineering at BRAC University. I mainly teach System Analysis and Design, Artificial Intelligence, and Software Engineering, and my research interests include Large Language Models (especially RAG), Software Engineering, and Machine Learning. I am open to supervising motivated students for research and project work. I graduated from BRAC University in 2022 with a B.Sc. in Computer Science & Engineering with a major in Computer Science and Engineering.
Research & Projects (Under My Supervision)
Research
Student Consultation System
An intelligent platform designed to streamline academic advising and student support services. The system leverages AI to match students with appropriate advisors and provides personalized guidance based on academic performance and career goals.
Supervising: MEHEZEBIN
Project
Language Preference in RAG Systems
Exploring whether RAG systems show a tendency to prefer evidence in certain languages when multiple language sources are available. This study aims to identify any systematic bias in multilingual retrieval.
Project
Sensitivity to Linguistic Variations
Analyzing how small changes in language—such as formality, word order, or dialect—affect RAG retrieval performance. The goal is to understand how robust the system is to language variation.
Research
Blockchain Federated Learning for Road Fault Detection
A decentralized framework combining blockchain technology with federated learning to detect and report road infrastructure faults.
Co-Supervising: SAMIA AFROZ RISHA, SAMIHA ISLAM SAMI, NUSRAT JAHAN, DIPANWITA BARUA
Project
Impact of Code-Switching on Retrieval
Investigating how mixed-language (code-switched) inputs influence the stability and reliability of RAG retrieval. This work aims to evaluate how well RAG handles multilingual content in a single query.