{"id":4678,"date":"2026-08-13T14:50:19","date_gmt":"2026-08-13T12:50:19","guid":{"rendered":"https:\/\/ellistat.com\/?post_type=guide-dutilisateur&#038;p=4678"},"modified":"2026-08-13T14:50:19","modified_gmt":"2026-08-13T12:50:19","slug":"menu-3","status":"publish","type":"guide-dutilisateur","link":"https:\/\/ellistat.com\/es\/guide-dutilisateur\/menu-3\/","title":{"rendered":"Men\u00fa"},"content":{"rendered":"<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>Entrada<\/strong><\/td><td><strong>Para qu\u00e9 sirve<\/strong><\/td><td><strong>Punto de partida<\/strong><\/td><\/tr><\/thead><tbody><tr><td><strong>Aprendizaje autom\u00e1tico<\/strong><\/td><td>Ajustar un modelo predictivo de una variable Y cuantitativa o cualitativa en funci\u00f3n de varias variables X.<\/td><td>Una tabla de datos ya existente.<\/td><\/tr><tr><td><strong>Optimizaci\u00f3n<\/strong><\/td><td>Encontrar la configuraci\u00f3n que mejor se adapte a tus necesidades&nbsp;<strong>varios<\/strong>&nbsp;respuestas a la vez, a partir de los modelos ajustados.<\/td><td>Uno o varios modelos.<\/td><\/tr><tr><td><strong>Optimizaci\u00f3n bayesiana<\/strong><\/td><td>Alcanzar el resultado \u00f3ptimo con el menor n\u00famero posible de pruebas: el m\u00f3dulo propone las pruebas iniciales y las siguientes a medida que avanza el proceso.<\/td><td>Nada: los factores y sus l\u00edmites.<\/td><\/tr><tr><td><strong>Optimizaci\u00f3n de la mezcla<\/strong><\/td><td>El mismo principio se aplica a una formulaci\u00f3n cuyos componentes suman 100 %.<\/td><td>Nada: los componentes y sus terminales.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udca1 Las dos primeras entradas funcionan\u00a0<strong>a partir de datos recopilados<\/strong>, las dos \u00faltimas\u00a0<strong>dirigen la adquisici\u00f3n<\/strong>. Un consejo \u00fatil: si a\u00fan puedes decidir qu\u00e9 pruebas realizar, los m\u00f3dulos de optimizaci\u00f3n secuencial te permitir\u00e1n ahorrarte pruebas; si las pruebas ya se han realizado, se trata de aprendizaje autom\u00e1tico. Es posible introducir ensayos ya realizados en la optimizaci\u00f3n bayesiana, pero siempre que dichos ensayos cubran adecuadamente el dominio. Del mismo modo, es posible partir de combinaciones existentes, siempre que estas cumplan la condici\u00f3n \u00abSuma de las proporciones = 1\u00bb.\u00bb<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u26a0\ufe0f Las cuatro entradas requieren un\u00a0<strong>proyecto<\/strong>\u00a0seleccionado. Adem\u00e1s, \u00abAprendizaje autom\u00e1tico\u00bb y \u00abOptimizaci\u00f3n\u00bb leen un\u00a0<strong>tabla<\/strong>\u00a0; los dos m\u00f3dulos de optimizaci\u00f3n secuencial son aut\u00f3nomos y almacenan sus datos en el propio estudio.<\/p>","protected":false},"featured_media":0,"menu_order":10,"template":"","meta":{"_acf_changed":true},"menu-guide-dutilisateur":[32],"class_list":["post-4678","guide-dutilisateur","type-guide-dutilisateur","status-publish","hentry","menu-guide-dutilisateur-8-ml-machine-learning"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Menu - Ellistat<\/title>\n<meta name=\"description\" content=\"Donn\u00e9es d\u00e9j\u00e0 acquises ou essais encore \u00e0 d\u00e9cider : d\u00e9couvrez les 4 entr\u00e9es du menu Machine Learning et choisissez le module adapt\u00e9 \u00e0 votre situation.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ellistat.com\/es\/guia-del-usuario\/menu-3\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Menu - Ellistat\" \/>\n<meta property=\"og:description\" content=\"Donn\u00e9es d\u00e9j\u00e0 acquises ou essais encore \u00e0 d\u00e9cider : d\u00e9couvrez les 4 entr\u00e9es du menu Machine Learning et choisissez le module adapt\u00e9 \u00e0 votre situation.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ellistat.com\/es\/guia-del-usuario\/menu-3\/\" \/>\n<meta property=\"og:site_name\" content=\"Ellistat\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Tiempo de lectura\" \/>\n\t<meta name=\"twitter:data1\" content=\"2 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/ellistat.com\\\/guide-dutilisateur\\\/menu-3\\\/\",\"url\":\"https:\\\/\\\/ellistat.com\\\/guide-dutilisateur\\\/menu-3\\\/\",\"name\":\"Menu - Ellistat\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ellistat.com\\\/#website\"},\"datePublished\":\"2026-08-13T12:50:19+00:00\",\"description\":\"Donn\u00e9es d\u00e9j\u00e0 acquises ou essais encore \u00e0 d\u00e9cider : d\u00e9couvrez les 4 entr\u00e9es du menu Machine Learning et choisissez le module adapt\u00e9 \u00e0 votre situation.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/ellistat.com\\\/guide-dutilisateur\\\/menu-3\\\/#breadcrumb\"},\"inLanguage\":\"es\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/ellistat.com\\\/guide-dutilisateur\\\/menu-3\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/ellistat.com\\\/guide-dutilisateur\\\/menu-3\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Accueil\",\"item\":\"https:\\\/\\\/ellistat.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Menu\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/ellistat.com\\\/#website\",\"url\":\"https:\\\/\\\/ellistat.com\\\/\",\"name\":\"Ellistat\",\"description\":\"La suite qualit\u00e9 de l&#039;industrie m\u00e9canique\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/ellistat.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"es\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Men\u00fa - Ellistat","description":"Datos ya recopilados o pruebas a\u00fan por decidir: descubre las cuatro opciones del men\u00fa \u00abMachine Learning\u00bb y elige el m\u00f3dulo que mejor se adapte a tu situaci\u00f3n.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/ellistat.com\/es\/guia-del-usuario\/menu-3\/","og_locale":"es_ES","og_type":"article","og_title":"Menu - Ellistat","og_description":"Donn\u00e9es d\u00e9j\u00e0 acquises ou essais encore \u00e0 d\u00e9cider : d\u00e9couvrez les 4 entr\u00e9es du menu Machine Learning et choisissez le module adapt\u00e9 \u00e0 votre situation.","og_url":"https:\/\/ellistat.com\/es\/guia-del-usuario\/menu-3\/","og_site_name":"Ellistat","twitter_card":"summary_large_image","twitter_misc":{"Tiempo de lectura":"2 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/ellistat.com\/guide-dutilisateur\/menu-3\/","url":"https:\/\/ellistat.com\/guide-dutilisateur\/menu-3\/","name":"Men\u00fa - Ellistat","isPartOf":{"@id":"https:\/\/ellistat.com\/#website"},"datePublished":"2026-08-13T12:50:19+00:00","description":"Datos ya recopilados o pruebas a\u00fan por decidir: descubre las cuatro opciones del men\u00fa \u00abMachine Learning\u00bb y elige el m\u00f3dulo que mejor se adapte a tu situaci\u00f3n.","breadcrumb":{"@id":"https:\/\/ellistat.com\/guide-dutilisateur\/menu-3\/#breadcrumb"},"inLanguage":"es","potentialAction":[{"@type":"ReadAction","target":["https:\/\/ellistat.com\/guide-dutilisateur\/menu-3\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/ellistat.com\/guide-dutilisateur\/menu-3\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Accueil","item":"https:\/\/ellistat.com\/"},{"@type":"ListItem","position":2,"name":"Menu"}]},{"@type":"WebSite","@id":"https:\/\/ellistat.com\/#website","url":"https:\/\/ellistat.com\/","name":"Ellistat","description":"La suite de calidad para la industria de la ingenier\u00eda mec\u00e1nica","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/ellistat.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"es"}]}},"_links":{"self":[{"href":"https:\/\/ellistat.com\/es\/wp-json\/wp\/v2\/guide-dutilisateur\/4678","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ellistat.com\/es\/wp-json\/wp\/v2\/guide-dutilisateur"}],"about":[{"href":"https:\/\/ellistat.com\/es\/wp-json\/wp\/v2\/types\/guide-dutilisateur"}],"wp:attachment":[{"href":"https:\/\/ellistat.com\/es\/wp-json\/wp\/v2\/media?parent=4678"}],"wp:term":[{"taxonomy":"menu-guide-dutilisateur","embeddable":true,"href":"https:\/\/ellistat.com\/es\/wp-json\/wp\/v2\/menu-guide-dutilisateur?post=4678"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}