• Pre 1. Statistics

  • Pre 1.1 Introduction
  • Pre 1.2 Deterministic and random variables
  • Pre 1.3 Histogram and probability density function
  • Pre 1.4 Mean and variance
  • Pre 1.5 Normal distribution

• Pre 2. Linear Algebra

  • Pre 2.1 Introduction
  • Pre 2.2 Vectors and Matrices
  • Pre 2.3 Linear Combinations, Rank and Inverse
  • Pre 2.4 Vector Space and Subspace
  • Pre 2.5 Inner product, Norm, Distance and Orthogonality
  • Pre 2.6 Matrix form of Linear Systems of Equations

• Pre 3. Multivariate Calculus

  • Pre 3.1 Introduction
  • Pre 3.2 Multivariate Functions and Partial Derivatives
  • Pre 3.3 Gradient
  • Pre 3.4 Jacobian Matrix
  • Pre 3.5 Taylor approximation