Linear & Logistic Regression

Predictive Analytics    |    Intermediate
  • 10 videos | 41m 20s
  • Includes Assessment
  • Earns a Badge
Rating 4.0 of 30 users Rating 4.0 of 30 users (30)
Regression modeling investigates relationships between dependent and independent variables and is heavily relied upon for predictive analytics and data mining applications. Explore both the linear and logistic regression models.

WHAT YOU WILL LEARN

  • Recognize characteristics of linear regression
    Calculate sum of squared errors
    Determine the ols parameters
    Make regression inferences
    List key features of logistic regression
  • Recognize the logit transformation and likelihood functions
    Interpret logistic regression results
    Calculate the odds ratio
    Recognize key considerations for logistic regression
    Determine and interpret the statistical significance of individual variables and of the overall model

IN THIS COURSE

  • 5m 18s
    After completing this video, you will be able to recognize characteristics of linear regression. FREE ACCESS
  • 3m 41s
    In this video, you will learn how to calculate the sum of squared errors. FREE ACCESS
  • Locked
    3.  Ordinary Least Squares (OLS)
    2m 59s
    In this video, you will determine the parameters of the Ordinary Least Squares method. FREE ACCESS
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    4.  Drawing Inferences
    4m 23s
    Learn how to make inferences from regression. FREE ACCESS
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    5.  Logistic Regression Overview
    4m 27s
    After watching this video, you will be able to list key features of logistic regression. FREE ACCESS
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    6.  Logit Transformation and the Likelihood Function
    6m 33s
    Upon completion of this video, you will be able to recognize the logit transformation and the likelihood function. FREE ACCESS
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    7.  Interpreting Results and Testing Significance
    3m 39s
    To interpret logistic regression results, please consult a statistician or other expert. FREE ACCESS
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    8.  Odds Ratio and Relative Risk
    3m 42s
    In this video, you will learn how to calculate the odds ratio. FREE ACCESS
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    9.  Considerations for Logistic Regression
    2m 55s
    After completing this video, you will be able to recognize key considerations for logistic regression. FREE ACCESS
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    10.  Exercise: Linear Regression Statistical Inference
    3m 44s
    In this video, learn how to determine and interpret the statistical significance of individual variables and of the overall model. FREE ACCESS

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