Lead AI at the Enterprise Level — With Rigor, Not Hype

If you're reading this, you've probably already sat in the room where someone presented an AI roadmap that sounded compelling and felt hollow. You've reviewed vendor proposals built on benchmarks that don't map to your environment. You've been asked to sign off on an AI initiative without a clear governance structure, a credible budget, or any honest accounting of the risk. That is a genuinely uncomfortable position for a senior leader — and it's not a knowledge problem in the ordinary sense. You understand technology. You understand strategy. What's missing is the specific, integrated fluency that lets you evaluate an ML system's deployment readiness, stress-test a generative AI business case, design governance that actually holds, and communicate all of it to a board with confidence. That's the gap this program is built to close. Every section of this curriculum was designed around the decisions you will actually be held accountable for. Machine learning engineering is covered as a leadership discipline — so you understand what makes a data pipeline fragile, what model validation should look like before production, and what operational metrics you should be demanding from your teams. Generative AI is evaluated as a portfolio of capabilities with specific risk profiles: IP exposure, data provenance, human oversight requirements, responsible deployment readiness. These are not abstract principles. They are the questions your legal team, your board, and your regulators are already asking. Governance is treated here with the same rigor as engineering. You will design frameworks that address ethics, fairness, privacy by design, AI-specific cybersecurity vulnerabilities, and accessibility — because enterprise AI adoption at scale creates obligations across all of those domains simultaneously. And the program culminates in a capstone where you build and present a complete enterprise AI initiative: phased, governed, budgeted, and board-ready, reviewed by peers who are working through the same caliber of challenge. This is not a survey course, and it is not designed to make AI feel approachable. It is designed to make you the most prepared person in the room when the decisions are hardest. I built it for leaders who are ready to work at that level — and I'd be glad to have you in it.