Professional Overview
6 years deep in the AI stack; architecting private, on-prem defence-grade AI for India's Army & Navy, where no data leaves controlled infrastructure, alongside life-critical pharma supply chains and enterprise platforms. I've led engineering teams from 5 to 25+, taking production AI from prototype to deployment at scale.
Areas of Expertise
data science & analytics
Extract business insights from raw data using statistical modelling, predictive analytics, A/B testing, and interactive dashboards.
MLOps & AI Infrastructure
Architect scalable ML infrastructure — CI/CD for ML, model versioning, experiment tracking, monitoring, and cloud deployment on AWS, GCP, or Azure.
AI & Machine Learning Engineers
Design, train, and ship production ML models — from data pipelines to model inference at scale. Covers supervised learning, neural networks, LLM integration, and model optimisation.
