From statistical models to machine learning: beat a baseline, cross-validate and catch overfitting, evaluate a classifier and choose its threshold, build a decision tree by hand and understand random forests, find leakage, check fairness and explain a model, all in a spreadsheet or free Colab, with every number recomputed by you.

A full certificate course for Statistics / Mathematics students and young professionals, part of the IntelliScan AI Campus Your Degree + AI programme. Six modules, a practical assignment in every module and a capstone project, all phone-friendly. No programming needed.