A.1 Set Theory and Combinatorics - A.2 Calculus Review (derivatives, integrals, optimization) - A.3 Linear Algebra (vectors, matrices, eigenvalues) - A.4 Probability Theory (axioms, distributions, expectation) - A.5 Optimization (unconstrained, constrained, convex) - A.6 Information Theory (entropy,