I’m a seasoned Big Data & Machine Learning Leader with 16+ years of industry experience delivering scalable data platforms and ML-driven products across domains. My expertise spans end-to-end data strategy — from architecture and engineering to advanced analytics, MLOps, and team leadership. I specialize in transforming business problems into data-first solutions, optimizing decision-making and operational efficiency. 💡 Whether you're building your data stack, scaling ML models, or transitioning to a modern data architecture, I can help you design, implement, and scale robust systems tailored to your use case. 🔹 What I Can Help You With on Topmate: Designing scalable big data pipelines (Spark, Hadoop) End-to-end ML system design, including MLOps, model governance, and deployment Career guidance: transitions into Data Engineering/ML roles Review of architecture and technical decision-making Building and leading high-performing data science & engineering teams Navigating trade-offs between open-source and cloud-native tools (AWS) Interview prep for data & ML roles (from IC to leadership)