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Last updated:

October 27, 2022

Duration:

Unlimited Duration

FREE

This course includes:

Unlimited Duration

Badge on Completion

Certificate of completion

Unlimited Duration

Description

This course provides students with decision theory, estimation, confidence intervals, and hypothesis testing

It introduces large sample theory, asymptotic efficiency of estimates, exponential families, and sequential analysis.

Course Curriculum

  • Course Overview Unlimited
  • Statistical Models Unlimited
  • Bayesian Models Unlimited
  • Decision Theoretic Framework Unlimited
  • Prediction Unlimited
  • Sufficiency Unlimited
  • Exponential Families I Unlimited
  • Exponential Families II Unlimited
  • Methods of Estimation I Unlimited
  • Methods of Estimation II Unlimited
  • Bayes Procedures Unlimited
  • Minimax Procedures Unlimited
  • Unbiased Estimation and Risk Inequalities Unlimited
  • Convergence of Random Variables Probability Inequalities Unlimited
  • Limit Theorems Unlimited
  • Asymptotics I: Consistency and Delta Method Unlimited
  • Asymptotics II: Limiting Distributions Unlimited
  • Asymptotics III: Bayes Inference and Large-Sample Tests Unlimited
  • Gaussian Linear Models Unlimited
  • Generalized Linear Models Unlimited
  • Case Study: Applying Generalized Linear Models Unlimited

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Massachusetts Institute of Technology
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