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- Introduction
- Learning linear models step by step
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- Further learning
- References
All materials are free cultural works licensed under a Creative Commons Attribution 4.0 International (CC BY 4.0) license, except where further licensing details are provided.
References
Books:
- Gelman, A., & Hill, J. (2006). Data Analysis Using Regression and Multilevel/Hierarchical Models. Cambridge: Cambridge University Press.
- Wheelan, Charles. Naked Statistics (2012)
Teaching Materials:
- Lecture 5, “Regression Analysis for Disentangling Data,” from ADA (Applied Data Analysis at EPFL) by Robert West and Maria Brbic.
- EPFL Machine Learning Course.
Data:
- The mouse data example is inspired from https://rafalab.github.io/pages/harvardx.html