AI Engineer · Production Systems · Surat, India
I design and ship computer vision, deep learning, and offline-first software for real environments. Recent work includes a live retail loss-prevention platform and a production garage management system.
Snapshot
Computer vision systems, active learning loops, and practical software that balances latency, reliability, and operational simplicity.
I start from the deployment reality, then shape the model, backend, and UI around the actual user constraints.
Measurable outcomes, clear trade-offs, and systems that keep working when the happy path breaks.
Selected work
Retail theft detection pipeline that uses YOLOv8 as a fast gate and VideoMAE / SlowFast R101 for asynchronous clip analysis. PostgreSQL feedback and MLflow tracking keep the system improving in the field.
Offline-first garage management platform for a live two-wheeler workshop. Single-file vanilla JS app with localStorage, QR generation, WhatsApp billing, stock tracking, and operational reporting.
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