Rubayet Hassan Rupom
@rubayethassanrupom
Machine learning and AI-focused computer science student building production ML systems.
What I'm looking for
I am a computer science student specializing in machine learning, deep learning, and natural language processing, with hands-on experience building end-to-end ML pipelines and deploying models as REST APIs. I have delivered projects that include production-ready APIs, containerized deployments, and research-focused transformer models for medical imaging.
My projects include an e-commerce delivery time prediction system trained on 10,000+ shipments, a Sentence-BERT based semantic document clustering pipeline, and ongoing transformer-based neuroimaging research for diagnosing neurodegenerative disease. I focus on robust model development, feature engineering, cross-validation, and scalable inference.
I contribute to volunteer and campus leadership initiatives, coordinating humanitarian distribution campaigns and facilitating technical workshops, and I bring strong collaboration, experimentation, and deployment skills to roles in applied ML and data science.
Experience
Work history, roles, and key accomplishments
Machine Learning Intern
BRAC University
Sep 2024 - Present (1 year 9 months)
Contributed to transformer-based medical imaging research developing modality-aware architectures and modality dropout to improve robustness for neurodegenerative diagnosis; supported model training, validation, and experimental analysis for B.Sc. thesis work.
Distribution Manager
Youth Society of Bangladesh
Dec 2023 - Present (2 years 6 months)
Coordinated humanitarian campaigns distributing aid to 500+ beneficiaries and managed teams of 15+ volunteers across Winter and Ramadan relief initiatives.
NLP Project Lead
Personal Project
Sep 2024 - Dec 2024 (3 months)
Built an unsupervised semantic document clustering pipeline using Sentence-BERT and a PyTorch autoencoder for 1,000+ documents, implemented scalable batch processing and FastAPI endpoints for real-time semantic search with Dockerized deployment.
ML Project Lead
Personal Project
Mar 2024 - May 2024 (2 months)
Architected end-to-end ML pipeline for e-commerce delivery-time prediction over 10,000+ shipments, achieving 66% precision and 65% F1; implemented feature engineering, stratified K-fold CV, and deployed a Flask REST API backed by PostgreSQL.
Education
Degrees, certifications, and relevant coursework
BRAC University
Bachelor of Science, Computer Science
Activities and societies: Relevant coursework: Machine Learning, Neural Networks, Artificial Intelligence, Data Structures & Algorithms, Software Engineering, Pattern Recognition; member of BRAC University Computer Club; distribution manager (volunteer) at Youth Society of Bangladesh.
Pursuing a Bachelor of Science in Computer Science with coursework in machine learning, neural networks, AI, data structures, and software engineering; expected graduation in 2025.
Availability
Location
Authorized to work in
Job categories
Skills
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