ML/AI · Finance · Model education

Models in finance, made understandable.

I build and test models in financial applications — and educate people on how those models shape decisions, risk, money, and everyday life.

Associate Professor in ML/AI · Fellow CPA · Google-certified Cloud Architect

Practical explanations of models, assumptions, validation, and financial decisions.

Maria K

Credibility

Associate Professor in ML/AI

Academic expertise in machine learning, artificial intelligence, and model-based decision systems.

Fellow CPA

Professional accounting and finance perspective on how models affect reporting, risk, and business decisions.

Google-certified Cloud Architect

Cloud architecture background for understanding how modern data and model systems are built and deployed.

What I focus on

My work sits at the intersection of models, financial applications, and public understanding — building the models, testing them, and explaining what they mean.

Watch the explanations

YouTube is my primary channel for teaching. I explain each idea by drawing it out as I go, with the underlying facts and evidence on screen — the goal is understanding, not hype.