DAMSL-092 Probability Theory

DAMSL-092 Probability Theory

Type

Preparatory
Course Code

DAMSL-092
Teaching Semester

A semester
ECTS Credits

5
Student Performance Evaluation

Homework Assignments, Final Exam

Prerequisite Courses

Calculus I

Syllabus
  • Introduction to probability: Random experiments, probability axioms, conditional probability, law of total probability, Bayes’ rule, and counting methods.
  • Random variables and their distributions: Single and multiple random variables, expectation, variance, moment generating factors, inequalities.
  • Limit theorems: Convergence of random variables, weak law of large numbers, central limit theorem.
 
Learning Outcomes

Upon completion of the course the students will have:

  • Good knowledge of the basic concepts in probabilities: random experiments and axioms, conditional probability, Bayes law. 
  • Good knowledge of random variables and their distributions, expectation, and variance. Law of large numbers.
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