Sources
Books
The Elements of Statistical Learning (2nd)
Data Mining, Inference, and Prediction
Authors: Trevor Hastie, Robert Tibshirani, Jerome Friedman
Springest
Regression Diagnostics
Identifying Influential Data and Sources of Collinearity
Authors: David A. Berlsey, Edwin Kuh, Roy E. Welsch
Wiley
An Introduction to Statistical Learning (2nd)
Authors: Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani, Jonathan Taylor
Springest
Flexible Imputation of Missing Data (2nd)
Author: Stef van Buuren
CRC Press
YouTube Channels
- Ben Lambert @SpartacanUsuals
- zedstatistics @zedstatistics
- DataMListic @datamlistic
- StatQuest with Josh Starmer @statquest
- DATAtab @datatab
- probabl @probabl_ai
- Aric LaBarr @AricLaBarr
- jbstatistics @jbstatistics
- Elder Research @elderresearch
- ritvikmath @ritvikmath
- Folker Hoffmann @FolkerHoffmann (only 1 vid watched)
Websites
AI-tools
AI is mainly used to improve the writing of the course, and sometimes used for idea generation. Almost all the content itself is made manually.
- ChatGPT
- Gemini
This content is part of the Foundational Machine Learning course.
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