SaveFood — Behavioral ML for Food Waste
Trained XGBoost on IoT time-series data to predict spoilage (F1: 0.89). Dashboard visualizes waste reduction impact and socio-economic benefits.
XGBoost
IoT
SHAP
AI/ML Researcher
Pioneering Social Integrity through Behavioral AI
I develop interpretable machine learning frameworks to detect social engineering, model behavioral risk, and predict socio-technical system failures.
NASA Champion
Space Apps 2025 Global Nominee & Winner (Barisal)
BIM 2025
Accepted Publications in Socio-Economic ML
IEEE Member
IEEE & IEEE Computer Society Member
Team Polaris — NASA Space Apps Challenge 2025 Champions, Global Nominee & Honorable Mention
I was part of Team Polaris, which won the Barisal Division championship. Our team combined expertise in ML, full-stack development, data analysis, and UI/UX design to create a winning solution.
Research Vision
I work at the intersection of Artificial Intelligence, behavioral modeling, and socio-technical system resilience. My research focuses on developing systems that are not only accurate but explainable, fair, and grounded in real human behavior.
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Detecting social engineering through interpretable behavioral anomaly modeling.
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Predicting system failures using socio-economic and IoT data integration.
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Building continual learning frameworks for dynamic, evolving environments.
Collaborative Success
Leading Team Polaris to NASA Space Apps Victory.
Research Projects
SafeRoads — Geospatial Risk Prediction
ML model to identify high-risk urban segments using traffic patterns and accident history data (Precision: 84%).
Geospatial
ML
Ensemble
NASA WINNER
MeteorShield — Planetary Defense
NASA NEO data platform with real-time 3D visualization. Champion, NASA International Space Apps Challenge 2025.
NASA
API
Three.js
AgroHub — IoT & ML Smart Agriculture
Real-time farm monitoring and ML-driven decision support system for smallholder farmers to optimize yield.
IoT
Python
SocialAI — Autonomous Engagement Framework
Engineered a distributed, scalable platform integrating LLM agents and resilient proxy routing for automated social media content generation and task execution at scale.
LLMs
Python
Automation
Selected Publications
Focused on Socio-Economic ML & Behavioral Analysis
Accepted
BIM 2025 | Taylor & Francis
A Socio-Economic Machine Learning Framework for Predicting Programmer Retention
Hasan, M. M., Rakib, R., Molla, M. A., Borhan, R., Based, M. A.
Accepted
BIM 2025 | Taylor & Francis
Fraud Detection with DistilBERT A Transformer-Based Approach to Behavioral Banking Sequences
Hasan, M. M., Mahin, A. A., Chakraborty, S., Afrose, M., Mia, M. A., Based, M. A.
Accepted
ECCT 2026 | Taylor & Francis
MEWC-RL++: A Modular and Adaptive Continual Reinforcement Learning Framework for Automation Systems in Structured but Evolving Environments
Hasan, M. M., Mahin, A. A., Afrose, M., Based, M. A.
Accepted
ECCT 2026 | Taylor & Francis
Impact of Social Media Usage on Academic Performance: A Hybrid Machine Learning and SEM Approach
Mrida, M. A. R., Hasan, M. M., Ausaf, S. M. N., Ray, P. C., Based, M. A.
Accepted
ECCT 2026 | ACSR, Springer Nature
Lightweight Deep Learning for Urban Traffic Intelligence: A MobileNetV2-YOLOv8 Pipeline with Adaptive Resolution Processing
Biswas, S., Hasan, M. M., Mahin, A. A., Afrose, M., Based, M. A.
Accepted
ECCT 2026 | Taylor & Francis
Federated and Explainable Machine Learning Framework for Cyber Attack Detection in Smart Grids
Asif, M., Hasan, M. M., Based, M. A.
Under Review (Journal)
Digital Transformation for Sustainable Universities: Modeling the Convergence of MIS, IoT, and Governance
Hasan, M. M., Pallob, M. M. I., Based, M. A.
Under Review (Journal)
War, Media Bias, and Socio-Economic Consequences: A Centennial Analysis of the Narrative-Reality Index (1914–2026)
Hasan, M. M., Mahin, A. A., Afrose, M., Based, M. A.
Under Review
A YOLO-Based Deep Learning Approach for Real-Time Student Detection and Face Recognition in Classroom Attendance Monitoring Systems
Hasan, M. M., Hossain, M. A., Mahin, A. A., Khatun, F.
Under Review
Fairness-Aware HIV Risk Prediction in Bangladesh Using Behavioral and Explainable AI
Afrose, M., Hasan, M. M., Mahin, A. A., Based, M. A.
Under Review
A Modular Framework for Continual Reinforcement Learning in Dynamic Robotic Environments
Mahin, A. A., Hasan, M. M., Rakib, R., Molla, M. A., Based, M. A.
Under Review
A Hybrid Explainable Machine Learning Framework for Customer Lifetime Value Prediction and Its Socio-Economic Implications in Emerging Digital Markets
Hasan, M. M., Rahman, M. M., Mrida, M. A. R., Based, M. A.
Under Review
Interpretable Machine Learning for Depression Risk Classification Among Bangladeshi University Students: Identifying High-Functioning Depression
Mahin, A. A., Hasan, M. M., Afrose, M., Mia, M. A., Based, M. A.
Under Review
A Relational Database-Driven Real-Time Cryptocurrency Portfolio Management System with Automated ETL Integration
Rakib, R., Hasan, M. M., Molla, M. A., Based, M. A.
Under Review
SafeRoads: AI-Driven Proactive Risk Synthesis and Data-Centric Infrastructure Audits for Road Safety in Low- and Middle-Income Countries
Rahman, M. M., Hasan, M. M., Based, M. A.
Under Review
Machine Learning based Regression and Classification of Earthquake Magnitude using USGS Seismic Records
Molla, M. A., Rakib, R., Hasan, M. M., Rion, A. M., Based, M. A.
Under Review
Urban–Rural Inequality in Tech Career Intention: A Machine Learning Perspective
Molla, M. A., Hasan, M. M., Rakib, R., Borhan, R., Based, M. A.
Under Review
Socio-Economic Determinants of Programming Skill Development in Undergraduate CS Students
Hasan, M. M., Molla, M. A., Rakib, R., Borhan, R., Based, M. A.
Under Review
Explainable AI for Understanding Motivation in Choosing Computer Science Careers
Rakib, R., Molla, M. A., Hasan, M. M., Borhan, R., Based, M. A.
Technical Arsenal
Languages
Python
Java
SQL
ML/AI
Scikit-learn
TensorFlow
PyTorch
LLMs / GenAI
Data
Pandas
NumPy
Matplotlib
Specialized
SHAP & AutoML
Geospatial ML
Task Automation
Proxy Engineering
Leadership & Memberships
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President
DIU Computer Programming Club (Term 2026-27)
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General Secretary
DIU CSE Speakers Club (Term 2025-26)
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Executive Member
BASIS Students' Forum (DIU)
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Student Member
IEEE & IEEE Computer Society (Valid till Dec-2026)
Status
Open for Research Collaborations