About

I am a product leader with over 20 years of experience driving product strategy, developing 0-to-1 products and scaling them to billions of users at companies like Microsoft, Meta, and Walmart.

My career lives at the intersection of Digital Ads, AI, and Privacy Infrastructure. With an MBA and a Master’s in Computer Science (AI/ML), I translate complex business problems into engineering challenges, moving seamlessly between the languages of data science, systems architecture, and executive strategy.

I’m a firm believer in platform-level thinking. In the AI era, I believe the best PMs don’t just write requirements—they prototype and build alongside their technical teams.

However, AI can be daunting. The math is heavy and the architectures are opaque. I created MLfunda to strip away the academic fluff and provide the “technical intuition” behind AI/ML and privacy tech. My goal is to show you how these systems actually work, minus the jargon.