I am a machine learning researcher, currently pursuing my M.Sc. at the Institute of Information Technology, Jahangirnagar University. My work is centered on building reliable, data-efficient, and trustworthy AI systems, with a deep focus on computer vision, federated learning, and quantum machine learning.
Under the guidance of Dr. M. Hasan, PhD (VCU), I am investigating communication efficiency and trustworthiness in federated learning for my master's thesis. This research explores adaptive scheduling for heterogeneous data environments and analyzes the critical trade-off between differential privacy and robustness against adversarial attacks. I am also exploring financial modeling with Dr. K.M. Zahidul Islam.
My research journey began with computer vision, developing the MosQNet-SA project under Dr. Shahidul Islam. I've since expanded into quantum ML and graph contrastive learning through collaborations with Md. Abrar Jahin. My work in healthcare AI continues with projects in ECG analysis and Alzheimer's disease detection with Dr. Mohammad Abu Yousuf.
Beyond research, I am passionate about applying data to solve real-world problems. This passion extends to my work at the startup Nimbus Research Bureau (NRB), where I translate raw data into strategic insights. As an ex-cadet of Sylhet Cadet College, I was always fond of different sports and cultural activities, a passion I continued at university. This hands-on leadership is further honed by my role as President of the IIT-JU Sports Club and past positions at the IEEE Student Branch and E-Business & Entrepreneurship Club.
I am always open to connecting with fellow researchers and practitioners. Let's collaborate on building the next generation of impactful AI solutions.
Research Interests
- Federated Learning
- Trustworthy AI
- Differential Privacy
- Robust Machine Learning
- Semi-supervised Learning
- Data-Efficient Deep Learning
- Computer Vision
- Statistical Analysis
- Generative AI
Education
Institute of Information Technology, Jahangirnagar University
M.Sc. in Information and Communication Technology (Ongoing)
Institute of Information Technology, Jahangirnagar University
B.Sc. in ICT; CGPA: 3.29/4.0 (8th semester: 3.6)
Sylhet Cadet College
Higher Secondary Certificate (HSC); (Science); GPA: 5.0/5.0
Secondary School Certificate (SSC); (Science); GPA: 5.0/5.0
Certifications
IBM Data Science Professional Certificate
Completed a 12-course specialization covering data science methodology, Python, SQL, data analysis, data visualization, machine learning, and generative AI applications. Gained hands-on experience through cloud-based labs and a final Capstone Project.
Achievements
Zelestra x AWS ML Ascend Challenge – 2nd Edition
Achieved 84th place out of 1,016 global teams as part of Team_IIT_JU in a machine learning competition focused on solar energy forecasting and optimization.
DL Enigma 1.0 – SUST CSE Carnival
Ranked 63rd in a competitive computer vision challenge emphasizing deep learning model efficiency.
CUET ETE ML Competition
Secured 37th position out of 200+ teams in a deep learning and NLP-focused competition.
Duke of Edinburgh Leadership Award
Earned the Bronze Standard for demonstrated leadership, perseverance, and team collaboration.
Experience & Leadership
Nimbus Research Bureau (Co-founder & Research Analyst)
- Converted raw data into executive-level recommendations through robust analytics pipelines.
IIT-JU Sports Club (President)
- Revitalized a 50-member club, introducing new sports programs that significantly promoted student growth and leadership.
IEEE JU Student Branch
Media & Communications Lead, Membership Development Lead
- Enhanced members' technical acumen by orchestrating impactful workshops and seminars like 'Better Call Experts'.