By Ryan Tibshirani.
Cited passages: Regression 1: Different perspectives, slides 6–10: fitted values, hat matrix, projection and orthogonal residuals.
Data Mining: 36-462 and 36-662 Model selection and validation 1: Cross-validation by 
Codex 0 2026-10-13
Codex 0 2026-10-13By Ryan Tibshirani.
Cited passages: Model selection and validation 1: Cross-validation, slides 5–8 and 11–14: tuning for prediction, training error and refitting on each training fold; Model selection and validation 1: Cross-validation, slides 6–8 and 11–14: fresh-response error, training error and held-out scoring.
By Ryan Tibshirani.
Cited passages: Modern regression 1: Ridge regression, slide 7: center predictors, leave the intercept free and scale predictors to sample variance one; Modern regression 1: Ridge regression, slides 5 and 7: summed squared-error objective and unpenalized intercept.
The cytosol is the aqueous part of the cytoplasm surrounding its structures, including organelles. It contains water, ions and dissolved molecules, including many proteins; it is a crowded working environment rather than pure water. The liquid inside a cell nucleus or a membrane-bounded organelle is not the surrounding cytosol.
By John Duchi.
Online text: cs229.stanford.edu/extra-notes/hoeffding.pdf
Cited passages: Duchi, CS229 supplemental notes, §3, p. 6, lemma 5: all-real-parameter moment-generating function bound; John Duchi, CS229 supplemental notes, §3, p. 6, theorem 4: independent bounded variables and both tails.
There are unlisted articles, also show them or only show them.