Week 10

Statistical Learning

Lecture Notes

• Statistical Learning: inference and predictions html – Jupyter Notebook

Slides

• Statistical Learning: inference and predictions

Readings

• Required Readings:
  • James, Gareth, Daniela Witten, Trevor Hastie, Robert Tibshirani, and Jonathan Taylor, 2023 “An introduction to statistical learning: With applications in python.”
    • What is statistical learning? - James et al. Ch. 2
    • Resampling Methods - James et al. Ch. 5

• Additional Resources and Suggested Materials
  • Python Virtual Environments: A Primer - realpython.com
  • Scikit-learn documentation
    • Models
    • Preprocessing - scikit-learn.org
    • Cross-Validation - scikit-learn.org