The person behind the projects

I'm a data-to-product engineer — I don't stop at building a model or writing an API, I ship the whole thing: cleaning raw data, training and evaluating a model, wrapping it in a FastAPI or Next.js app, and deploying it with proper CI/CD. That end-to-end ownership is what I care about most.

My work spans machine learning and deep learning, generative AI and autonomous agents, full-stack web development, and the DevOps that keeps it all running in production — not as separate skills, but as one connected pipeline from raw data to a product a user can actually touch.

I also teach everything I build. On YouTube as CodeWithMunnaX, I break down data science, ML, and AI engineering through hands-on, project-based lessons instead of theory-only tutorials — because that's how I learned best myself, and it's how I still learn today.