Siam Hossain Nayon
AI/ML Engineer · Full-Stack Web Developer
Summary
Computer Science & Engineering student at AIUB working across the full stack — from machine learning and computer vision to production web applications and embedded systems. I build systems that learn from data, ship polished interactive interfaces, and connect services with automation. Comfortable owning a problem end to end, from data and firmware to UI and deployment.
Education
B.Sc. in Computer Science & Engineering
American International University-Bangladesh (AIUB)
Research
Two-stage ResNet50 fine-tuning with focal loss; VAE + Mahalanobis detectors on the learned embedding flag novel galaxies.
92.96% test accuracy (Galaxy Zoo) · Far-OOD AUROC ~1.000
Foundational vision models (DINOv2, CLIP, ViT) as feature extractors — simple linear probing outperforms specialized meta-learning.
98.85% (CUB-200-2011) · 99.97% (Oxford Flowers-102)
Selected Projects
Conversational AI agent automating customer-support workflows.
Full-stack AI assistant with a 3D-backed conversational UI.
Custom CNN with batch norm and augmentation for scene classification.
Financial management system with a PHP + MySQL backend.
Arduino smart home: rain detection, servo control, sensor automation.
Interactive 3D village scene rendered with OpenGL/GLUT.