One-on-one instruction for business leaders, professionals, and students seeking genuine understanding of AI, ML, and mathematics — not just familiarity.
Most people who want to understand AI are told they can't — that it requires a PhD, years of mathematical training, or a tolerance for impenetrable jargon. That is simply not true. It requires a good teacher.
I have taught AI and mathematics to students who started with genuine confusion and ended up doing original research at Yale and UPenn. I adapt to where you are — your background, your pace, your goals. The instruction is rigorous, clear, and built around real understanding, not surface familiarity.
For business leaders and professionals who need genuine technical understanding — not just the ability to talk about AI in meetings.
From foundational algebra through multivariable calculus — taught with rigor and with an eye toward its applications in data science and AI.
Programming for people who want to understand what they are building — not just copy-paste solutions from Stack Overflow.
All instruction is private and personalized. Sessions run 60 or 90 minutes and are conducted over video call or in person in New York City.
Every engagement begins with a diagnostic conversation. I build a curriculum around your specific goals, background, and available time — no templates.
We work with real datasets, real code, and real mathematical problems. Understanding is built through doing — not through slides and definitions.
Between sessions, I'm available for questions. Progress is tracked and curriculum adapts as you advance. The goal is genuine competence, not false confidence.
Business leaders who make decisions about AI products and want to actually understand what they're deciding about. Not enough to become engineers — enough to ask the right questions, evaluate vendor claims, and lead with credibility.
Professionals re-entering quantitative fields, pivoting into data science, or preparing for graduate programs in statistics, CS, or AI.
Students from high school through graduate level who want real understanding — in mathematics, computer science, or AI — and benefit from instruction that meets them where they are.
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