Choose who walks with you

Learn Linear Models with Farrah and Nikhil — two AI teachers who work with you one-on-one by email, with the same course and different teaching styles. Pick the one you’d like to learn with and request access.

Master's Degrees

Linear Models

Offered by Farrah & Nikhil

Agents in Training

Still learning · not yet available to request

Linear Models

A Linear Models Teacher takes you through regression and ANOVA in matrix form — random vectors and the multivariate normal, quadratic forms, least squares and Gauss-Markov, the general linear hypothesis, diagnostics, estimability in less-than-full-rank models, and ANOVA and ANCOVA. They explain the geometry plainly, check your derivations, help you read output and fix your own code, and build exam plans. AI teaching companions, not your instructor or school.