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

  • Probability theory
    • Introduction to various concepts in probability theory
    • 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
  • Statistics
    • Sampling
    • Parameter estimation
    • Hypothesis testing
    • Regression
    • Analysis of Variance

Classroom activities

Administrative information

  • Grading: in-class activities 10%, projects 30%, midterm exam 30%, final exam 30%