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Ismum User

@ismumuser

I build production computer vision and AI systems from data to deployment.

Bangladesh
Message

What I'm looking for

I'm looking to build production AI and computer vision systems end-to-end, from data curation and model training to deployment, with opportunities to solve real-world problems using Python, FastAPI, and modern ML tooling.

At The Data Island, I built YOLO-based retail product detection for Unilever Bangladesh, curating 200,000+ shelf images across 160 categories and achieving 98% mAP@50. I also contributed to a 97% accurate planogram compliance solution, faster annotation workflows, structured logging, and Redis caching.

I've built end-to-end AI systems spanning facial recognition with RetinaFace, AdaFace, and FAISS, LiDAR point-cloud segmentation, healthcare assistants, and RAG-based educational tools. My usual toolkit includes Python, PyTorch, FastAPI, LangChain, CUDA, and Docker—from data curation and model training through deployment.

Experience

Work history, roles, and key accomplishments

TI

Computer Vision Engineer

The Data Island

Nov 2025 - Apr 2026 (5 months)

Developed retail product detection models using YOLO variants for automated shelf analysis and inventory monitoring. Built a semi-automated annotation pipeline reducing manual labeling time by 80% and contributed to a planogram compliance solution.

Education

Degrees, certifications, and relevant coursework

North South University logoNU

North South University

Bachelor of Science, Computer Science and Engineering

2022 -

Pursuing a Bachelor of Science in Computer Science and Engineering.

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