NETWORK INTELLIGENCEResearch prototype
An explainable SDN research prototype combining congestion-risk forecasting, policy-aware routing and reproducible Mininet experiments.
PythonLightGBMMininetFastAPI
HEALTH INFORMATICS · INTELLIGENT SYSTEMS · BACKEND ENGINEERING
I build reliable intelligent systems for healthcare and complex infrastructure.
I’m Fateha Hossain, a final-year CSE student and Research Assistant working in health informatics, explainable machine learning and backend engineering.
Health Informatics
Medical imaging and clinical-data research
Trustworthy ML
Explainability and reproducible evaluation
Backend Systems
APIs, data pipelines and deployed applications
01 / Selected Work
View all projects (7)Selected Work
PREDICTIVE INFRASTRUCTUREHackathon prototype
A GPU-cluster monitoring prototype combining simulated telemetry, explainable risk scoring and operational alerts.
FastAPILightGBMReactSHAP
MEDICAL IMAGE ANALYSISUndergraduate thesis
Ongoing research evaluating parameter-efficient adaptation of vision foundation models (DINOv2, BiomedCLIP, MedSAM) for medical-image classification across DentIRO radiograph datasets.
PyTorchDINOv2PEFT (LoRA/BitFit)Grad-CAM
View Research Details02 / Research Snapshot
View all research →Research Direction
Medical AI & Vision Models
Trustworthy Medical AI
My current work focuses on trustworthy medical AI, particularly parameter-efficient vision models and explainable analysis of panoramic radiographs. My earlier research includes low-resource Bangla NLP.
PMAM Journal Study
Manuscript in preparationPediatric morphology alignment module for explainable, uncertainty-aware multi-disease detection in panoramic radiographs.
Undergraduate Thesis
OngoingParameter-efficient adaptation (LoRA, BitFit, VPT) of Vision Foundation Models for dental radiograph classification.
Health Informatics Conference Study
Under reviewBenchmarked and explainable machine learning approach to tri-class hematological classification for compensated microcytosis.
03 / Experience
More Experience & BioExperience
Research Assistant
Health Informatics Research Lab
Contributing to healthcare-oriented machine-learning experiments, reproducible evaluation, and research manuscript preparation.
Backend Developer Intern
CSE-Tech
Developing backend features and database-backed APIs across Spring Boot, Laravel, and FastAPI applications.
04 / Toolkit
Core Toolkit
Python
PyTorch
FastAPI
Spring Boot
Laravel
React / TypeScript
PostgreSQL
Docker
Collaboration & Inquiries
Interested in my research or engineering work?
I’m open to research collaboration, graduate-study opportunities, and conversations about health informatics, explainable machine learning, and backend software engineering.
Dhaka, Bangladesh · Available by email and LinkedIn