Hi! I'm Zain. Welcome to my personal page. Currently untangling messy data and building the foundations that make machine learning work in production at HEAD acoustics. My day-to-day jumps between ML engineering, data architecture, and MLOps: stitching systems together, standardizing domain semantics, and designing workflows that researchers and engineers can both thrive in.