Amit Kumar
Senior MLOps Engineer| LLMOps | Building Scalable ML Systems | IIT Bombay | Ex-DRDO | Ex-ADA | 4.5+ yrs exp in Cloud, CI/CD, Kubernetes, Airflow, Azure, Model Deployment, Training, Monitoring & Governance
- Role
- Senior Engineer at Eaton
- Location
- Pune District, MH, IN
- LinkedIn followers
- 500 followers
About Amit Kumar
I’m an MLOps Engineer passionate about building scalable, production-grade AI/ML systems that bridge the gap between data science and enterprise deployment.With 4.5+ years of experience in machine learning infrastructure, automation, and cloud deployment, I’ve designed and deployed many ML models into production across Azure and on-prem ecosystems.My work spans end-to-end ML lifecycle automation from data ingestion (Airflow, Azure ADX, PostgreSQL) to containerization (Docker, Kubernetes), CI/CD automation, monitoring (Prometheus, Grafana, W&B, MLflow), and model governance.Before moving into enterprise AI, I worked at DRDO and Aeronautical Development Agency (ADA) on CFD simulations, AI-based predictive maintenance, and aerodynamic modeling for fighter aircrafts merging physics and data-driven insights.I thrive at the intersection of machine learning, DevOps, and cloud engineering, constantly innovating on tools and frameworks that make AI deployment scalable, faster, safer, and more reliable.Tech stack: Azure | Airflow | Docker | Kubernetes | Databricks | FastAPI | MLflow | W&B | EvidentlyAI | TensorFlow | PyTorchAchievements: IIT Bombay M.Tech | AIR 28 in GATE 2020 | 2 Research Papers | Ex-DRDO | Ex-ADA
Experience
Senior Engineer
Apr 2025 — Present · Pune, IN
Developing and deploying production-ready ML systems with automated ETL, FTI, and CI/CD pipelines and scalable MLOps frameworks.
Education
Indian Institute of Technology, Bombay
Master of Technology - MTech, Aircraft Structures
Manipal Institute of Technology
Bachelor of Technology - BTech, Aeronautical Engineering
2014 — 2018
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