Data Analytics | Regression Analysis and Tests | Free Online Course

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Intermediate

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Last updated on February 5, 2025 4:03 am

Learn how regression analysis is used as a technique used in data analytics for estimation of relationships between dependent and independent variables.

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Regression analysis is a statistical technique used in data analytics for the estimation of relationships between a dependent variable and one or more independent variables. This free online course explains the classical methods used for predictions and classifications in data analytics. By the end of this course, you will become familiar with how regression analysis provided detailed insight that can be applied to improve products and services.

What You Will Learn In This Free Course

  • Describe confusion matrix and receiv…
  • Explain the classification matrix
  • Describe how to select a threshold u…
  • Describe the area under the receiver…
  • Describe confusion matrix and receiver operating characteristics curve
  • Explain the classification matrix
  • Describe how to select a threshold using receiver operating characteristics
  • Describe the area under the receiver operating curve
  • Discuss the interpretation of different points in the receiver operating characteristics plot
  • Describe the test of independence using the investment example
  • Explain the chi-square test statistics
  • Explain how to test with more than two proportions
  • Describe how to use python to test the independence of variables
  • Discuss the goodness of fit test for Poisson
  • Discuss the goodness of fit for uniform distribution
  • Explain the effect of standardization
  • List the different types of distances computation between objects
  • Regression Analysis

    In this module, you will learn how to how to check the performance of a logistic regression model. You will also learn about the relationship between sensitivity and specificity.

    Chi Square Test

    In this module, you will learn about application and uses of the chi square test. You will also learn how python can be used for goodness of fit for uniform distribution or normal distribution.; Module

    Course assessment

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      Data Analytics | Regression Analysis and Tests | Free Online Course
      Data Analytics | Regression Analysis and Tests | Free Online Course
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