Advanced Mathematics

Contents

  • Vector Spaces
  • Scalar and Vector Functions
  • Differential Operators
  • Line Integrals
  • Triple Integrals
  • Change of Variables
  • Surface Integrals
  • Divergence Theorem
  • Theorem of Stokes
  • Maxwell Equations
  • Descriptive Statistics
  • Two-dimensional Data
  • Simple Lineare Regression
  • Multivariate Data
  • Probability Spaces
  • Random Variables
  • Expectation
  • Variance
  • Jointly Distributed Random Variables
  • Independent Random Variables
  • Covariance
  • Binomial Random Variable
  • Uniform Random Variable
  • Normal Random Variable
  • Chi-Square Distribution
  • t-Distribution
  • Central Limit Theorem
  • Sampling Statistics
  • Confidence Intervals
  • Hypothesis Testing
  • t-Test
  • Chi-Square Test for Goodness of Fit
  • Overview of various Tests
  • Multivariate Random Variables
  • Principal Component Analysis