Linear Models and OverfittingExplores linear models, overfitting, and the importance of feature expansion and adding more data to reduce overfitting.
Linear Algebra BasicsCovers fundamental concepts in linear algebra, including linear equations, matrix operations, determinants, and vector spaces.
Least Squares SolutionsExplains the concept of least squares solutions and their application in finding the closest solution to a system of equations.
Least Squares SolutionsCovers least squares solutions for linear systems using matrix operations and normal systems, illustrated with examples.
Linear Models: ContinuedExplores linear models, regression, multi-output prediction, classification, non-linearity, and gradient-based optimization.
