I like building things that work

Hi, I'm Fazrin. I got into tech during college, mostly out of curiosity about what's actually going on behind the screen when you use an app. Starting from basic frontend interfaces, I moved into backend and database architecture, then into full-stack development. Along the way, I picked up a habit of thinking in terms of the full software lifecycle: understanding the problem first, designing around it, building it, then making sure it actually works before calling it done.

That mindset carried over when I shifted my focus to AI engineering. I approach it stage by stage, starting with data preprocessing pipelines to get things analysis-ready, moving into training and refining deep learning models, then testing and finally deploying them as machine learning API services with Docker so they actually run outside a notebook. I try to stay clear in how I communicate and document each stage along the way, because at the end of the day, what I want to build is something dependable that holds up in everyday, real-world use.