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This course offers an in-depth the theoretical foundations for statistical methods that are useful in many applications.

0

1

English

English [CC]

FREE

Description

The goal is to understand the role of mathematics in the research and development of efficient statistical methods.

Course content

  • Introduction to Statistics Unlimited
  • Introduction to Statistics (cont.) Unlimited
  • Parametric Inference Unlimited
  • Parametric Inference (cont.) and Maximum Likelihood Estimation Unlimited
  • Maximum Likelihood Estimation (cont.) Unlimited
  • Maximum Likelihood Estimation (cont.) and the Method of Moments Unlimited
  • Parametric Hypothesis Testing Unlimited
  • Parametric Hypothesis Testing (cont.) Unlimited
  • Parametric Hypothesis Testing (cont.) Unlimited
  • Parametric Hypothesis Testing (cont.) and Testing Goodness of Fit Unlimited
  • Testing Goodness of Fit (cont.) Unlimited
  • Regression Unlimited
  • Regression (cont.) Unlimited
  • Regression (cont.) Unlimited
  • Bayesian Statistics Unlimited
  • Bayesian Statistics (cont.) Unlimited
  • Principal Component Analysis Unlimited
  • Principal Component Analysis (cont.) Unlimited
  • Generalized Linear Models Unlimited
  • Generalized Linear Models (cont.) Unlimited
  • Generalized Linear Models (cont.) Unlimited
  • Generalized Linear Models (cont.) Unlimited

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Instructor

Massachusetts Institute of Technology
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