Generalization ErrorExplores generalization error in machine learning, focusing on data distribution and hypothesis impact.
Normed SpacesCovers normed spaces, dual spaces, Banach spaces, Hilbert spaces, weak and strong convergence, reflexive spaces, and the Hahn-Banach theorem.
Vector Spaces EquivalenceExplores equivalence in vector spaces, covering conditions for statements to be considered equivalent and properties of algebraic bases.
Linear Applications and SpanIntroduces linear applications, span, kernels, and images in vector spaces with illustrative examples and theorems.