My work goes beyond model development — I design end-to-end machine learning pipelines, from data preprocessing and model optimization to containerization, orchestration, and system monitoring. I focus on delivering reliable, scalable, and automated AI solutions that operate efficiently in real-world environments.
AI Deployment Engineer and Python Developer
Criterion Tech · Lucknow
Apr 2024 – Present·2 yrs 7 mos
Architecting Self-Healing AI Pipelines & Zero-Downtime Microservices for Smart Healthcare & Industrial IoT. Managing the end-to-end containerized migration of 28+ critical hospital microservices (ECG APIs, IoT monitors, Audio & Computer Vision engines). Expert in Docker, MicroK8s, Edge AI (YOLO/Raspberry Pi), Node-RED automation, and Generative AI workflows.
Google Developer Groups Lucknow
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