Learning Linear Regression

A compilation of knowledge about Linear Regression models using synthetic data.

Questions I aim to answer

(can also be found at the bottom of the notebook)

• What is Linear Regression?
• How can I interpret this kind of model?
• What kind of problem it can solve?
• What type of data do we need?

References

• Life with data | How to create a baseline regression model - (link)

• Sci-kit learn documentation | LinearRegression - (link)

• Sci-kit learn documentation | train_test_split - (link)

• scribbr: Simple Linear Regression | An Easy Introduction & Examples - (link)

• scribbr: Multiple Linear Regression | A Quick Guide (Examples) - (link)

• Statistics easily | Linear regression with sci-kit learn - (link)

• Investopedia | r-squared - (link)

• Stephen Allwright | interpret mse - (link)