Linear Regression

Linear Regression Tutorial with Python

Linear Regression

Linear Regression Tutorial with Python

Linear Regression Tutorial in Python

Linear regression is the fundamental starting point for all regression methods. In this Jupyter Notebook, we fit a regression model in Python and take a closer look at the following topics:

  • Histogramms
  • Boxplots
  • Mean
  • Standard deviation
  • Mean squared error
  • $R^2$
  • Pearson’s correlation coefficient
  • F-Statistic
  • Standard error
  • Confidence interval

Download the linear regression tutorial Jupyter Notebook in GitHub and open the file in Jupyter Notebook.

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Jan Kirenz
Professor

I’m a data scientist educator and consultant.