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Introduction to Machine Learning.
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Pierre-Edouard Portier a70502cd06 Init of the correspondence analysis chapter
2022-10-10 09:14:52 +02:00
ca_experiment add the generated pdf as an ignored file. 2022-09-20 21:09:54 +02:00
data add data folder with housing dataset 2022-04-16 12:20:28 +02:00
images illustrations pour certaines diapositives 2022-04-16 12:10:40 +02:00
_bookdown.yml Init of the correspondence analysis chapter 2022-10-10 09:14:52 +02:00
_output.yml mise en forme de livre bookdown 2022-04-16 12:07:05 +02:00
.gitignore new files (pdfs) and folders (due to the bookdown structure) to ignore 2022-04-16 12:21:49 +02:00
01_intro.R modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
01_intro.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
02_a_application_abalone.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
02_b_breviaire_proba_stat.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
02_moindres_carres_slides.Rmd correction erreur sur un slide (dérivée en fn de beta) 2022-03-14 13:29:43 +01:00
02_moindres_carres.R modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
02_moindres_carres.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
03_tikhonov_slides.Rmd some slides done 2022-03-06 22:57:04 +01:00
03_tikhonov.R modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
03_tikhonov.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
04_validation_croisee_slides.Rmd some slides done 2022-03-06 22:57:04 +01:00
04_validation_croisee.R modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
04_validation_croisee.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
05_b_svd_pca_slides.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
05_b_svd_pca.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
05_c_svd_ca.Rmd Init of the correspondence analysis chapter 2022-10-10 09:14:52 +02:00
05_presentation_svd_slides.Rmd petites modifications 2022-03-14 13:31:39 +01:00
05_presentation_svd.R modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
05_presentation_svd.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
05_svd_pca.R functions to perform a factorial analysis based on pca 2022-04-16 11:54:27 +02:00
06_matrice_definie_non_negative.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
07_multiplicateurs_de_lagrange.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
08_derivation_svd.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
09_puissance_iteree_valeur_propre.Rmd 202206141826 2022-06-14 18:27:01 +02:00
10_puissance_iteree_svd.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
11_projecteurs_slides.Rmd some slides done 2022-03-06 22:57:04 +01:00
11_projecteurs.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
12_factorisation_qr.R add title to R files 2022-02-19 18:59:28 +01:00
12_factorisation_qr.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
13_puissance_iteree_par_blocs.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
14_geometrie_ridge_svd_slides.Rmd some slides done 2022-03-06 22:57:04 +01:00
14_geometrie_ridge_svd.R modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
14_geometrie_ridge_svd.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
15_loocv_slides.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
15_loocv.R modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
15_loocv.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
16_biais_variance_estimateur_slides.Rmd ajout de diapositives sur le biais et la variance d'un estimateur 2022-04-16 11:55:59 +02:00
16_biais_variance_estimateur.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
17_biais_variance_ridge.Rmd modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
18_kernel_ridge_regression_slides.Rmd ajout de diapositives pour présenter la régression ridge à noyau 2022-04-16 11:57:36 +02:00
18_kernel_ridge_regression.R implémentation de la régression ridge à noyau gaussien 2022-04-16 11:56:48 +02:00
18_kernel_ridge_regression.Rmd 202206141826 2022-06-14 18:27:01 +02:00
19_nystroem_approximation_slides.Rmd ajout de diapositives pour expliquer l'approximation de Nystroem 2022-04-16 11:58:52 +02:00
19_nystroem_approximation.Rmd 202206141826 2022-06-14 18:27:01 +02:00
20_tp_dilemme_biais_variance_sujet.Rmd ajout d'un TP pour expérimenter sur le dilemme biais variance sur un jeu de données synthétique 2022-04-16 11:59:52 +02:00
20_tp_dilemme_biais_variance.Rmd ajout d'un TP pour expérimenter sur le dilemme biais variance sur un jeu de données synthétique 2022-04-16 11:59:52 +02:00
21_b_tp_projection_aleatoire_housing_pca.Rmd ajout d'un TP pour expérimenter sur la projection aléatoire et l'analyse factorielle apr PCA sur le jeu de données California Housing 2022-04-16 12:01:04 +02:00
21_c_tp_projection_aleatoire_housing_elm.Rmd ajout d'un TP pour expérimenter sur la projection aléatoire et l'analyse factorielle apr PCA sur le jeu de données California Housing 2022-04-16 12:01:04 +02:00
21_tp_projection_aleatoire_sujet.Rmd ajout d'un TP pour expérimenter sur la projection aléatoire et l'analyse factorielle apr PCA sur le jeu de données California Housing 2022-04-16 12:01:04 +02:00
21_tp_projection_aleatoire.Rmd ajout d'un TP pour expérimenter sur la projection aléatoire et l'analyse factorielle apr PCA sur le jeu de données California Housing 2022-04-16 12:01:04 +02:00
22_tp_kernel_ridge_regression_sujet.Rmd ajout d'un TP sur la régression ridge à noyau 2022-04-16 12:01:48 +02:00
22_tp_kernel_ridge_regression.Rmd ajout d'un TP sur la régression ridge à noyau 2022-04-16 12:01:48 +02:00
23_exercices.R 202206141826 2022-06-14 18:27:01 +02:00
99_references.Rmd ajout d'un fichier pour gérer les références 2022-04-16 12:02:26 +02:00
index.Rmd mise en forme de livre bookdown 2022-04-16 12:07:05 +02:00
intro_to_ml.bib add bibtex bibliography file 2022-04-16 12:12:14 +02:00
intro_to_ml.Rproj ... 2022-09-20 21:05:13 +02:00
LICENSE Initial commit 2021-10-16 20:31:09 +00:00
make_all_chapters some scripts to make the book, the slides, some archives... 2022-04-16 12:17:54 +02:00
make_book mise en forme de livre bookdown 2022-04-16 12:07:05 +02:00
make_book_old some scripts to make the book, the slides, some archives... 2022-04-16 12:17:54 +02:00
make_chapter 202206141826 2022-06-14 18:27:01 +02:00
make_slides some scripts to make the book, the slides, some archives... 2022-04-16 12:17:54 +02:00
make_slides_archive some scripts to make the book, the slides, some archives... 2022-04-16 12:17:54 +02:00
make_src_archive some scripts to make the book, the slides, some archives... 2022-04-16 12:17:54 +02:00
make.R to work with beamer, call to render w/o pdf_document() 2022-03-06 22:52:40 +01:00
Makefile To compile Rmd files to PDF with a Makefile 2022-02-19 19:04:58 +01:00
pad.R 202206141826 2022-06-14 18:27:01 +02:00
preamble.tex modify the individual chapters to create a bookdown book 2022-04-16 11:52:56 +02:00
README.md Initial commit 2021-10-16 20:31:09 +00:00

README.md

intro_to_ml

Introduction to Machine Learning.