Probstat

จาก Theory Wiki
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This is a course web page for the course Probability and Statistics for Computer and Software Engineers.

Topics

  • Introduction
  • Elements of probability: axioms of probability, conditional probability, independence, Bayes' formula
  • Discrete random variables and expectations: random variables, expected values, variances, jointly distributed random variables
  • Tail bounds and analysis of randomized algorithms
  • Continuous random variables
  • Sampling
  • Parameter estimation
  • Hypothesis testing
  • Regression
  • Analysis of Variance