EE 223: Data Analysis and Interpretation

Core course, Indian Institute of Technology, Electrical Engineering Department, 2019

I was a teaching assistant with Prof. Prasanna Chaporkar as the course instructor in Autumn 2019.

Syllabus

The course syllabus includes:

  1. Review of Basic Principle of Counting, Permutation and Combination
  2. Axioms of Probability
  3. Conditional Probability and Independence
  4. Random Variables
  5. Joint Distribution of Random Variables,
  6. Expectation and Conditional Expectation
  7. Moment Generating Functions
  8. Statistics: Sufficient, Ancillary, Complete
  9. Estimators: MVUE, MLE, MMSE
  10. Central Limit Theorem
  11. Law of Large Numbers

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