Madhu K

WORK HISTORY

EDUCATION

ABOUT MADHU K

I am an AI Engineering, Data Engineering, and Data Science Leader with 13+ years of experience driving AI-led transformation across Healthcare, Financial Services, Mortgage, Retail, and Enterprise Technology. My focus is on building end-to-end intelligent data ecosystems that combine scalable data platforms, advanced analytics, and GenAI systems to solve high-impact business challenges.I design and implement modern data and AI architectures that integrate large-scale data pipelines, distributed data processing, machine learning, and large language models (LLMs). My experience spans building cloud-native data platforms, real-time and batch data pipelines, and lakehouse architectures that power AI applications such as Retrieval-Augmented Generation (RAG), intelligent agents, and enterprise decision systems. My work enables organizations to move from fragmented data environments and experimental models to production-grade AI systems supported by robust data infrastructure.With a strong foundation in data engineering, AI engineering, and cloud architecture, I have led multiple end-to-end initiatives—from data platform design and data pipeline development to model deployment and enterprise adoption. I specialize in aligning data strategy, AI capabilities, and business objectives, ensuring scalable systems that deliver measurable outcomes such as improved operational efficiency, revenue growth, and enhanced customer engagement.Beyond industry work, I actively contribute to research and innovation, with 10+ international publications and patents in AI-driven healthcare systems. I am particularly interested in the convergence of scalable data platforms, multimodal AI, intelligent agents, and human-centered AI systems.Core Areas of Expertise• AI Engineering & GenAI Systems (LLMs, RAG, Agentic AI)• Data Engineering & Data Platform Architecture (ETL/ELT, Data Lakes, Lakehouse, Distributed Processing)• Machine Learning, NLP, and Deep Learning• Cloud-Native Data & AI Platforms (AWS, Azure, OCI)• MLOps, DataOps, Model Governance, and Responsible AI• Experimentation, Personalization, and Customer Analytics• Strategic AI & Data Consulting and InnovationI am passionate about building scalable data and AI systems that transform raw data into intelligent decision-making platforms, enabling organizations to innovate faster and unlock sustainable competitive advantage.