{"id":2981,"date":"2022-01-31T22:31:52","date_gmt":"2022-01-31T21:31:52","guid":{"rendered":"https:\/\/lyon-geologie.univ-lyon1.fr\/?page_id=2981"},"modified":"2022-02-13T21:04:04","modified_gmt":"2022-02-13T20:04:04","slug":"l2-math2","status":"publish","type":"page","link":"https:\/\/lyongeologie.fr\/en\/l2-geosciences\/l2-math2\/","title":{"rendered":"L2 Outils math\u00e9matiques et analyse de donn\u00e9es 2"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"2981\" class=\"elementor elementor-2981\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-dd7fba3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dd7fba3\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b412053\" data-id=\"b412053\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ca2daa9 elementor-widget elementor-widget-text-editor\" data-id=\"ca2daa9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>Outils math\u00e9matiques et analyse de donn\u00e9es 2<\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c7f9627 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c7f9627\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-8980b50\" data-id=\"8980b50\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-548b4cb elementor-widget elementor-widget-text-editor\" data-id=\"548b4cb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: center;\"><em>Credits: <\/em>3 ECTS<\/p><p style=\"text-align: center;\"><em>Semestre :<\/em> Printemps (S4)<\/p><p style=\"text-align: center;\"><em>Responsable: <a href=\"mailto:maelis.arnould@univ-lyon1.fr\">Ma\u00eblis ARNOULD<\/a><\/em><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3e58efe elementor-widget elementor-widget-image\" data-id=\"3e58efe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/lyongeologie.fr\/wp-content\/uploads\/2022\/02\/maelis_arnould.png\" class=\"attachment-large size-large wp-image-8945\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c1f5d49 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"c1f5d49\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/lyon-geologie.univ-lyon1.fr\/l2-geosciences\/#l2_tc\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Back to the previous page<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-b9caf3e\" data-id=\"b9caf3e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-668ede6 elementor-widget elementor-widget-text-editor\" data-id=\"668ede6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Ce deuxi\u00e8me volet sur les outils math\u00e9matiques et analyse de donn\u00e9es se compose de deux parties ind\u00e9pendantes :<\/span><\/p><ul><li><span style=\"font-weight: 400;\">\u00a0<\/span><b>Bases d\u2019alg\u00e8bre lin\u00e9aire<\/b><span style=\"font-weight: 400;\"> : vous apprendrez les concepts de base de l\u2019alg\u00e8bre lin\u00e9aire afin de les appliquer \u00e0 des probl\u00e8mes sp\u00e9cifiques aux g\u00e9osciences \u00e0 partir de la L3. Calcul vectoriel et matriciel, inversion et diagonalisation de matrices, r\u00e9solution de syst\u00e8mes d\u2019\u00e9quations lin\u00e9aires n\u2019auront plus de secrets pour vous \u00e0 la fin de cette UE.<\/span><\/li><li><b>\u00a0Projet informatique<\/b><span style=\"font-weight: 400;\"> : vous appliquerez les notions de math\u00e9matiques et de programmation en python abord\u00e9es au premier semestre \u00e0 l\u2019\u00e9tude de donn\u00e9es g\u00e9ologiques aussi diverses que la plan\u00e9tologie, la min\u00e9ralogie, la pal\u00e9ontologie ou encore l\u2019oc\u00e9anographie et la sismologie. Au cours de ces projets r\u00e9alis\u00e9s en petits groupes, vous d\u00e9velopperez votre autonomie et votre ma\u00eetrise de l\u2019outil informatique afin d\u2019extraire et d\u2019interpr\u00e9ter des donn\u00e9es scientifiques que vous pr\u00e9senterez dans un rapport not\u00e9.\u00a0<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-db9c405 e-transform elementor-widget elementor-widget-image\" data-id=\"db9c405\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_transform_translateY_effect&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:-42,&quot;sizes&quot;:[]},&quot;_transform_translateX_effect&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateX_effect_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateX_effect_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"517\" src=\"https:\/\/lyongeologie.fr\/wp-content\/uploads\/2022\/01\/L2_math2-1024x517.jpg\" class=\"attachment-large size-large wp-image-2995\" alt=\"\u00c0 gauche : exemple de probl\u00e8me g\u00e9om\u00e9trique facilement r\u00e9solu gr\u00e2ce \u00e0 l\u2019alg\u00e8bre lin\u00e9aire (haut) et trois \u00e9critures \u00e9quivalentes du m\u00eame syst\u00e8me d\u2019\u00e9quations lin\u00e9aires (bas). \u00c0 droite : exemple de script python et repr\u00e9sentation de donn\u00e9es scientifiques sur la taille des plaques tectoniques dans des mod\u00e8les de convection.\" srcset=\"https:\/\/lyongeologie.fr\/wp-content\/uploads\/2022\/01\/L2_math2-1024x517.jpg 1024w, https:\/\/lyongeologie.fr\/wp-content\/uploads\/2022\/01\/L2_math2-300x151.jpg 300w, https:\/\/lyongeologie.fr\/wp-content\/uploads\/2022\/01\/L2_math2-768x387.jpg 768w, https:\/\/lyongeologie.fr\/wp-content\/uploads\/2022\/01\/L2_math2.jpg 1120w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><i><small>\u00c0 gauche : exemple de probl\u00e8me g\u00e9om\u00e9trique facilement r\u00e9solu gr\u00e2ce \u00e0 l\u2019alg\u00e8bre lin\u00e9aire (haut) et trois \u00e9critures \u00e9quivalentes du m\u00eame syst\u00e8me d\u2019\u00e9quations lin\u00e9aires (bas). \u00c0 droite : exemple de script python et repr\u00e9sentation de donn\u00e9es scientifiques sur la taille des plaques tectoniques dans des mod\u00e8les de convection.\n<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Outils math\u00e9matiques et analyse de donn\u00e9es 2 Cr\u00e9dits : 3 ECTS Semestre : Printemps (S4) Responsable: Ma\u00eblis ARNOULD Retour \u00e0 la liste des UEs Ce deuxi\u00e8me volet sur les outils math\u00e9matiques et analyse de donn\u00e9es se compose de deux parties ind\u00e9pendantes : \u00a0Bases d\u2019alg\u00e8bre lin\u00e9aire : vous apprendrez les concepts de base de l\u2019alg\u00e8bre lin\u00e9aire [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"parent":479,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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