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Design Effective Statistical Models to Understand Your Data

Table of contents

  • Part 1

    Understand the Fundamentals of Statistical Modeling

    • 1

      Review the Fundamental Vocabulary

    • 2

      Assess Linearity

    • 3

      Calculate Correlation

    • 4

      Test a Hypothesis

    • Quiz: Test Your Knowledge on Linearity, Correlation, and Hypothesis Testing

  • Part 2

    Build Linear Regression Models

    • 1

      Build and Interpret a Univariate Linear Regression Model

    • 2

      Build and Interpret a Multivariate Linear Regression Model

    • 3

      Check Assumptions of Regression

    • 4

      Appreciate Ordinary Least Square and Maximum Likelihood Estimation

    • Quiz: Test Your Knowledge on Building Linear Regression Models!

  • Part 3

    Build Generalized Linear Models

    • 1

      Build and Interpret a Logistic Regression Model

    • 2

      Handle Categorical Predictors

    • 3

      Build and Interpret a Polynomial Regression Model

    • Quiz: Test Your Knowledge on Building Generalized Linear Models!

  • Part 4

    Build Resilient Predictive Models

    • 1

      Select the Best Predictive Model

    • 2

      Evaluate Classification Models

    • Quiz: Test Your Knowledge About Predictive Models!

Test Your Knowledge on Building Generalized Linear Models!

Test your knowledge!

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Question 1

Question 2