Machine Learning Fundamentals - Linear Regression References

Lesson references

For supplemental reading material on this topic, check out the following resources:

• An Introduction to Statistical Learning, by James, Witten, Hastie, and Tibshirani
  • This is a great book, and is available for free as a pdf here, or in hardback format for a price.
• Scikit-Learn Website
• Statsmodels Website
• Statsmodels Linear Regression Documentation
• Sum of Squared Error
• Duke University Discussion of Linear Regression Assumptions
• Blog Post about Interpretability versus Predictability
• Scikit-Learn Regression Metrics
• Derivation of OLS Estimates (advanced)
• Blog Post on Maximum Likelihood Estimation (moderate)
• Maximum Likelihood Estimation (advanced)