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Last updated:

October 22, 2022

Duration:

Unlimited Duration

FREE

This course includes:

Unlimited Duration

Badge on Completion

Certificate of completion

Unlimited Duration

Description

This course is divided into two sections, Part I and Part II. Part I, found here, provides an introduction to statistical theory

Topics include normal distribution, limit theorems, Bayesian concepts, and testing, among others. Part II can be found by visiting 14.381 Fall 2006.

Course Curriculum

  • Distributions and Normal Random Variables Unlimited
  • Limit Theorems Unlimited
  • Intro to Statistics, Inferences for Normal Families Unlimited
  • Sufficient Statistics, Introduction to Estimation Unlimited
  • Point Estimators Unlimited
  • Efficient Estimators, Rao-Cramer Bound Unlimited
  • Maximum Likelihood Estimation Unlimited
  • Testing Concepts Unlimited
  • Uniformly Most Powerful Tests Unlimited
  • Large Sample Tests Unlimited
  • Confidence Sets Unlimited
  • Bayesian Inference Unlimited

About the instructor

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Massachusetts Institute of Technology