About
Multicloud & AI/ML Engineering Leader, Cloud Architect, and Forward Deployed AI Engineer building enterprise-grade ML, GenAI & Data solutions across AWS, Azure & GCP 🚀 Holding 4x GCP certifications (Professional Cloud Architect, Machine Learning, Data Engineering, GenAI), AWS Professional GenAI Developer, PMP® & CSM®. I bridge cloud architecture, AI product leadership, and agile delivery, with deep expertise in Kubernetes, Docker, cluster deployment, networking, storage & runtime troubleshooting. IBM CodeNet Winner, Call for Code Finalist & WiDS Datathon Winner. 🔥 On this blog, I share architectural breakdowns, hands-on deep dives & MLOps strategies for building resilient pipelines and production-ready GenAI and Agentic AI across multicloud. I also explore the Open GenAI lifecycle: Docker & Ollama workspaces, text/vision data, PEFT/QLoRA & diffusion fine-tuning, rigorous benchmarking, quantization, production RAG, FastAPI/MCP model serving, memory-enabled agents, and AI safety & more