Summary
A Madhivarman is an ML Engineering leader based in Bengaluru with ~9 years of experience building and productionizing AI systems across cloud-native platforms. He has led end-to-end efforts from data ingestion and forecasting models to CI/CD-backed deployment in Databricks and GCP, specializing in reproducible workflows using Kedro, MLflow, Kubeflow and GitHub Actions. Known for industrializing model pipelines—champion/challenger setups, on-the-fly retraining, and monitoring—he blends data engineering rigor with pragmatic ML delivery for supply chain, retail and manufacturing use cases. He coaches and scales cross-functional teams, having architected centralized data warehouses and ML platforms that accelerated model rollouts. A curious technologist and hands-on coder, he emphasizes automated testing and asset bundling to reduce release friction and ensure auditability.
9 years of coding experience