Probstat

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

• Facebook Group

Materials

• Week1
  • Introduction VDO: youtube
  • Coin Toss Experiments
  • Fun with statistics 1
  • Basic concepts
    • Part 1: Outcomes, Sample Spaces, and Events
    • Part 2: Conditional probability (1)
  • Random word practice 1

• Week2
  • Basic concepts
    • Part 3: Conditional probability (2) -- The clip contains errors at the end. Please see the annotations.
  • Counting
    • Part 1: Basic principles of counting
  • [Probstat/week2 practice|Week2 Practice]

Topics

• Course introduction
• 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

Administrative information

• Score breakdown: in-class activities 19%, projects 27%, midterm exam 27%, final exam 27%