Table of Contents:
  • Review of probability theory
  • Simulation techniques
  • Hypothesis testing
  • Multivariable linear regression
  • Time series forecasting
  • Dimensionality reduction
  • Clustering techniques
  • Classification techniques
  • Artificial neural networks
  • Support vector machines
  • Hidden Markov models.