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.gitignore
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00_introduction.tex
00_introduction.tex
01_Introduction.tex
01_Introduction.tex
01_background.tex
01_background.tex
02_AlgebraReview.tex
02_AlgebraReview.tex
02_single_parameter.tex
02_single_parameter.tex
03_Projections.tex
03_Projections.tex
03_SingleParameter.tex
03_SingleParameter.tex
03_linear_regression.tex
03_linear_regression.tex
04_LinearRegression.tex
04_LinearRegression.tex
04_least_squares.tex
04_least_squares.tex
05_LeastSquares.tex
05_LeastSquares.tex
05_examples.tex
05_examples.tex
06_Bases.tex
06_Bases.tex
06_bases.tex
06_bases.tex
07_Residuals.tex
07_Residuals.tex
07_residuals.tex
07_residuals.tex
08_Examples.tex
08_Examples.tex
08_expectations.tex
08_expectations.tex
09_NonFullRank.tex
09_NonFullRank.tex
09_normal.tex
09_normal.tex
10_Moments.tex
10_Moments.tex
10_distro.tex
10_distro.tex
11_MomentsProperties.tex
11_MomentsProperties.tex
11_residuals_diagnostics.tex
11_residuals_diagnostics.tex
12_GeneralizedLS.tex
12_GeneralizedLS.tex
12_underover.tex
12_underover.tex
13_MVNormal.tex
13_MVNormal.tex
13_penalties.tex
13_penalties.tex
14_Distro.tex
14_Distro.tex
14_Quadratic.tex
14_Quadratic.tex
14_asymptotics.tex
14_asymptotics.tex
15_estimability.tex
15_estimability.tex
15_mixed_models.tex
15_mixed_models.tex
16_Simultaneous.tex
16_Simultaneous.tex
16_bayes.tex
16_bayes.tex
17_residuals_diagnostics.tex
17_residuals_diagnostics.tex
18_underover.tex
18_underover.tex
19_modelselection.tex
19_modelselection.tex
20_penalties.tex
20_penalties.tex
21_pcr.tex
21_pcr.tex
22_timeseries.tex
22_timeseries.tex
23_asymptotics.tex
23_asymptotics.tex
24_mixed_models.tex
24_mixed_models.tex
25_bayes.tex
25_bayes.tex
LeastSquares.tex
LeastSquares.tex
Ridge1.png
Ridge1.png
Ridge2.png
Ridge2.png
database.bib
database.bib
definitions.tex
definitions.tex
main.tex
main.tex
newMain.tex
newMain.tex
preface.tex
preface.tex
style751.sty
style751.sty
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A github repo for the advanced linear models for data science book
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