some scripts to make the book, the slides, some archives...

make_all_chapters

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+#!/bin/bash
+
+make 01_intro.pdf
+make 02_moindres_carres.pdf
+make 02_b_breviaire_proba_stat.pdf
+make 02_a_application_abalone.pdf
+make 03_tikhonov.pdf
+make 04_validation_croisee.pdf
+make 05_presentation_svd.pdf
+make 05_b_svd_pca.pdf
+make 06_matrice_definie_non_negative.pdf
+make 07_multiplicateurs_de_lagrange.pdf
+make 08_derivation_svd.pdf
+make 09_puissance_iteree_valeur_propre.pdf
+make 10_puissance_iteree_svd.pdf
+make 11_projecteurs.pdf
+make 12_factorisation_qr.pdf
+make 13_puissance_iteree_par_blocs.pdf
+make 14_geometrie_ridge_svd.pdf
+make 15_loocv.pdf
+make 16_biais_variance_estimateur.pdf
+make 17_biais_variance_ridge.pdf
+make 18_kernel_ridge_regression.pdf
+make 19_nystroem_approximation.pdf

make_book_old

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+#!/bin/bash
+
+gs -sDEVICE=pdfwrite \
+   -dNOPAUSE -dBATCH -dSAFER \
+   -sOutputFile=intro_to_ml.pdf \
+    01_intro.pdf \
+    02_moindres_carres.pdf \
+    02_b_breviaire_proba_stat.pdf \
+    02_a_application_abalone.pdf \
+    03_tikhonov.pdf \
+    04_validation_croisee.pdf \
+    05_presentation_svd.pdf \
+    05_b_svd_pca.pdf \
+    06_matrice_definie_non_negative.pdf \
+    07_multiplicateurs_de_lagrange.pdf \
+    08_derivation_svd.pdf \
+    09_puissance_iteree_valeur_propre.pdf \
+    10_puissance_iteree_svd.pdf \
+    11_projecteurs.pdf \
+    12_factorisation_qr.pdf \
+    13_puissance_iteree_par_blocs.pdf \
+    14_geometrie_ridge_svd.pdf \
+    15_loocv.pdf \
+    16_biais_variance_estimateur.pdf \
+    17_biais_variance_ridge.pdf \
+    18_kernel_ridge_regression.pdf \
+    19_nystroem_approximation.pdf

make_slides

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+#!/bin/bash
+
+make 02_moindres_carres_slides.pdf
+make 03_tikhonov_slides.pdf
+make 04_validation_croisee_slides.pdf
+make 05_b_svd_pca_slides.pdf
+make 05_presentation_svd_slides.pdf
+make 11_projecteurs_slides.pdf
+make 14_geometrie_ridge_svd_slides.pdf
+make 15_loocv_slides.pdf
+make 16_biais_variance_estimateur_slides.pdf
+make 18_kernel_ridge_regression_slides.pdf
+make 19_nystroem_approximation_slides.pdf

make_slides_archive

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+#!/bin/bash
+
+zip -r intro_to_ml_slides.zip \
+  02_moindres_carres_slides.pdf \
+  03_tikhonov_slides.pdf \
+  04_validation_croisee_slides.pdf \
+  05_b_svd_pca_slides.pdf \
+  05_presentation_svd_slides.pdf \
+  11_projecteurs_slides.pdf \
+  14_geometrie_ridge_svd_slides.pdf \
+  15_loocv_slides.pdf \
+  16_biais_variance_estimateur_slides.pdf \
+  18_kernel_ridge_regression_slides.pdf \
+  19_nystroem_approximation_slides.pdf

make_src_archive

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+#!/bin/bash
+
+zip -r intro_to_ml_src.zip \
+  01_intro.R \
+  01_intro.Rmd \
+  02_a_application_abalone.Rmd \
+  02_b_breviaire_proba_stat.Rmd \
+  02_moindres_carres.R \
+  02_moindres_carres.Rmd \
+  02_moindres_carres_slides.Rmd \
+  03_tikhonov.R \
+  03_tikhonov.Rmd \
+  03_tikhonov_slides.Rmd \
+  04_validation_croisee.R \
+  04_validation_croisee.Rmd \
+  04_validation_croisee_slides.Rmd \
+  05_b_svd_pca.Rmd \
+  05_b_svd_pca_slides.Rmd \
+  05_presentation_svd.R \
+  05_presentation_svd.Rmd \
+  05_presentation_svd_slides.Rmd \
+  05_svd_pca.R \
+  06_matrice_definie_non_negative.Rmd \
+  07_multiplicateurs_de_lagrange.Rmd \
+  08_derivation_svd.Rmd \
+  09_puissance_iteree_valeur_propre.Rmd \
+  10_puissance_iteree_svd.Rmd \
+  11_projecteurs.Rmd \
+  11_projecteurs_slides.Rmd \
+  12_factorisation_qr.R \
+  12_factorisation_qr.Rmd \
+  13_puissance_iteree_par_blocs.Rmd \
+  14_geometrie_ridge_svd.R \
+  14_geometrie_ridge_svd.Rmd \
+  14_geometrie_ridge_svd_slides.Rmd \
+  15_loocv.R \
+  15_loocv.Rmd \
+  15_loocv_slides.Rmd \
+  16_biais_variance_estimateur.Rmd \
+  16_biais_variance_estimateur_slides.Rmd \
+  17_biais_variance_ridge.Rmd \
+  18_kernel_ridge_regression.R \
+  18_kernel_ridge_regression.Rmd \
+  18_kernel_ridge_regression_slides.Rmd \
+  19_nystroem_approximation.Rmd \
+  19_nystroem_approximation_slides.Rmd \
+  20_tp_dilemme_biais_variance.Rmd \
+  20_tp_dilemme_biais_variance_sujet.Rmd \
+  21_b_tp_projection_aleatoire_housing_pca.Rmd \
+  21_c_tp_projection_aleatoire_housing_elm.Rmd \
+  21_tp_projection_aleatoire.Rmd \
+  21_tp_projection_aleatoire_sujet.Rmd \
+  22_tp_kernel_ridge_regression.Rmd \
+  22_tp_kernel_ridge_regression_sujet.Rmd \
+  99_references.Rmd \
+  Makefile \
+  README.md \
+  _bookdown.yml \
+  _output.yml \
+  data \
+  images \
+  index.Rmd \
+  intro_to_ml.bib \
+  make.R \
+  make_all_chapters \
+  make_book \
+  preamble.tex \
+  make_src_archive \
+  make_slides \
+  make_slides_archive \
+  preamble.tex