Production first
I think about serving, monitoring, and rollback from day one — not as afterthoughts.
Background
About Me
I'm a Senior ML & AI Engineer with 6+ years building production machine learning systems across startups and enterprise — from experiment to serving at any scale.
AWS-certified ML Engineer with deep expertise in Kubernetes, LLMs, and MLOps. I care about clean code, solid infrastructure, and measurable impact.
Principles
How I Work
Less complexity
A simpler model that ships beats a sophisticated one that doesn't. I prefer the minimal solution that achieves the goal.
Ownership
I stay involved through deployment and post-launch. Experiments need to land, not just run.