Welcome to my academic portfolio!
I am Md. Noman Biswas Sibly, a final-year Electrical and Computer Engineering student at Rajshahi University of Engineering & Technology (RUET). This site is where I share my research, projects, and notes on topics I am passionate about.
What I Work On
My research is centered around Trustworthy AI — building machine learning systems that are not just accurate, but also reliable, interpretable, and safe for deployment in real-world, high-stakes settings. Practically, this means a lot of time spent on:
- Medical image classification and denoising (gallbladder ultrasound analysis)
- Vision Transformer architectures and generative models (U-Net GAN)
- Understanding where and why deep neural networks fail
What This Blog Will Cover
I plan to use this blog to write about:
- Research notes — ideas, paper summaries, and lessons learned from my work
- ML concepts — explanations of techniques I use or find interesting
- Competitive programming — problem-solving patterns and contest strategies (1000+ problems solved, Pupil on Codeforces)
- Project write-ups — behind the scenes of my open-source projects
Get in Touch
If you are working on related problems, or if you are a faculty member looking for a motivated graduate student, please feel free to reach out at mdnomanbiswassibly@gmail.com.
Looking forward to sharing this journey. Stay tuned!