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Zixriz UserZU
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Zixriz User

@zixrizuser

I build production machine learning, computer vision, and real-time software systems at scale.

India
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What I'm looking for

I'm looking to build production machine learning, retrieval, computer vision, and scalable software systems where I can ship measurable real-world impact.

I built and deployed Amazon’s production fraud-detection service for abusive seller accounts across international marketplaces, serving real-time inference over 2.5M+ entities.

I designed a multi-signal retrieval architecture using transformer embeddings, HNSW vector search, neighbor-abuse signals, and 74 behavioral features. It reached 99.34% precision and outperformed the previously deployed state-of-the-art model by 2500 bps.

At Indian Oil Corporation’s Guwahati Refinery, I deployed a real-time CCTV safety monitoring system for PPE, fire, and smoke detection using Python, OpenCV, and YOLOv8. I also automated safety logging through REST APIs and SQL, reducing manual inspections by 60% and improving response efficiency by 40%.

I also build collaborative and edge AI products, including CollabHub, a real-time code collaboration platform, and a Jetson TX2 PPE detection system optimized with TensorRT FP16 for 2x faster inference. As General Secretary of the Computer Science Society at NIT Silchar, I’ve led technical events and mentored students in AI/ML and software development.

Experience

Work history, roles, and key accomplishments

Amazon logoAM

Applied Scientist I Intern

Jan 2026 - Jun 2026 (5 months)

Built and deployed a production fraud-detection service for Amazon's international marketplaces, operating on 2.5M+ entities with real-time inference. Designed a multi-signal retrieval architecture with transformer-based embeddings and HNSW vector search, achieving 99.34% precision and outperforming the previous model by 25%.

Education

Degrees, certifications, and relevant coursework

National Institute of Technology, Silchar logoNS

National Institute of Technology, Silchar

Bachelor of Technology, Computer Science and Engineering

2022 -

Pursuing a B.Tech in Computer Science and Engineering with coursework in Data Structures and Algorithms, Object-Oriented Programming, DBMS, NLP, and Operating Systems.

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