Probability Theory — The Mathematics of Chance

Probability theory provides the rigorous mathematical foundation for reasoning about chance. It underlies statistics, machine learning and quantitative finance.

Key Topics

• Kolmogorov's axioms.
• Conditional probability and Bayes' theorem.
• Random variables and expectation.
• Law of large numbers and the central limit theorem.
• Markov chains and stochastic processes.