{"id":10869,"date":"2020-11-11T10:10:06","date_gmt":"2020-11-11T09:10:06","guid":{"rendered":"https:\/\/complex-systems-ai.com\/?page_id=10869"},"modified":"2022-12-03T23:05:36","modified_gmt":"2022-12-03T22:05:36","slug":"projet-terminator","status":"publish","type":"page","link":"https:\/\/complex-systems-ai.com\/es\/proceso-de-markov\/terminador-de-proyecto\/","title":{"rendered":"Proyecto: Terminator"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"10869\" class=\"elementor elementor-10869\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1b2e17e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1b2e17e\" 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-c25e257\" data-id=\"c25e257\" 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-fba80fe elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"fba80fe\" 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:\/\/complex-systems-ai.com\/es\/proceso-de-markov\/\">\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\">Proceso estoc\u00e1stico<\/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-33 elementor-top-column elementor-element elementor-element-ba613bf\" data-id=\"ba613bf\" 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-d3abcca elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"d3abcca\" 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:\/\/complex-systems-ai.com\/es\/\">\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\">Pagina de inicio<\/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-33 elementor-top-column elementor-element elementor-element-cf599ea\" data-id=\"cf599ea\" 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-27ce7da elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"27ce7da\" 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:\/\/fr.wikipedia.org\/wiki\/Processus_stochastique\" target=\"_blank\" rel=\"noopener\">\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\">Wiki<\/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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f71c58a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f71c58a\" 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-7570246\" data-id=\"7570246\" 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-120714c elementor-widget elementor-widget-heading\" data-id=\"120714c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Contenido<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Tabla de contenido alternativo\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Palanca<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/complex-systems-ai.com\/es\/proceso-de-markov\/terminador-de-proyecto\/#Projet-sur-les-Hidden-Markov-Model-Terminator\" >Proyecto de modelo de Markov oculto: Terminator<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/complex-systems-ai.com\/es\/proceso-de-markov\/terminador-de-proyecto\/#Debut-du-projet\" >Inicio del proyecto<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"elementor-heading-title elementor-size-default\"><span class=\"ez-toc-section\" id=\"Projet-sur-les-Hidden-Markov-Model-Terminator\"><\/span>Proyecto de modelo de Markov oculto: Terminator<span class=\"ez-toc-section-end\"><\/span><\/h2>\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-4ef0611 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4ef0611\" 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-9a9e861\" data-id=\"9a9e861\" 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-d017bcf elementor-widget elementor-widget-text-editor\" data-id=\"d017bcf\" 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>Este proyecto requiere conocimientos de <a href=\"https:\/\/complex-systems-ai.com\/es\/proceso-de-markov\/cadenas-de-markov-en-tiempo-discreto\/\">Cadenas de Markov<\/a>, aut\u00f3matas y el Modelo Oculto de Markov para realizarlo.<\/p>\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-2a4131f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2a4131f\" 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-c7673f2\" data-id=\"c7673f2\" 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-99a6d8d elementor-widget-divider--separator-type-pattern elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"99a6d8d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\" style=\"--divider-pattern-url: url(&quot;data:image\/svg+xml,%3Csvg xmlns=&#039;http:\/\/www.w3.org\/2000\/svg&#039; preserveAspectRatio=&#039;none&#039; overflow=&#039;visible&#039; height=&#039;100%&#039; viewBox=&#039;0 0 20 16&#039; fill=&#039;none&#039; stroke=&#039;black&#039; stroke-width=&#039;1&#039; stroke-linecap=&#039;square&#039; stroke-miterlimit=&#039;10&#039;%3E%3Cg transform=&#039;translate(-12.000000, 0)&#039;%3E%3Cpath d=&#039;M28,0L10,18&#039;\/%3E%3Cpath d=&#039;M18,0L0,18&#039;\/%3E%3Cpath d=&#039;M48,0L30,18&#039;\/%3E%3Cpath d=&#039;M38,0L20,18&#039;\/%3E%3C\/g%3E%3C\/svg%3E&quot;);\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\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-00c7bda elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"00c7bda\" 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-000fe4d\" data-id=\"000fe4d\" 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-2929c77 elementor-widget elementor-widget-text-editor\" data-id=\"2929c77\" 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><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter wp-image-10879 size-full\" src=\"https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2020\/11\/Image7.png\" alt=\"Proyecto de cadenas de Markov de aut\u00f3matas modelo oculto de Markov\" width=\"1000\" height=\"625\" title=\"\" srcset=\"https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2020\/11\/Image7.png 1000w, https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2020\/11\/Image7-300x188.png 300w, https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2020\/11\/Image7-768x480.png 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/p><p><em><i>- \u00bfHay alguna manera de aprender cosas program\u00e1ticas en casa, para que puedas parecer\u2026 m\u00e1s humano\u2026 ya no parecer tan est\u00fapido?<\/i><\/em><em><i><br \/><\/i><\/em><em><i>- Mi UPC es un neuroprocesador, una computadora para aprender, cuanto m\u00e1s tengo contacto con los humanos, m\u00e1s aprendo.<\/i><\/em><em><i><br \/><\/i><\/em><em><i>- Frio.<\/i><\/em><\/p>\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-6432bb3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6432bb3\" 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-c5d8f1d\" data-id=\"c5d8f1d\" 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-f9ec2cd elementor-widget elementor-widget-heading\" data-id=\"f9ec2cd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><span class=\"ez-toc-section\" id=\"Debut-du-projet\"><\/span>Inicio del proyecto<span class=\"ez-toc-section-end\"><\/span><\/h2>\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-951a695 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"951a695\" 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-e0d6f3c\" data-id=\"e0d6f3c\" 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-6289a00 elementor-widget elementor-widget-text-editor\" data-id=\"6289a00\" 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>La rob\u00f3tica es un campo de estudio multidisciplinario, que recurre a todas las habilidades y cualidades de las diversas carreras de la ESILV. Los robots se refieren a modelos de comportamiento estoc\u00e1sticos, estos son generalmente aut\u00f3matas estoc\u00e1sticos como se ve en clase. Pondremos en pr\u00e1ctica tus conocimientos para comprender mejor c\u00f3mo se lleva a cabo un proceso de autoaprendizaje.<\/p><p>Un robot produjo nuevos comportamientos de movimiento en un laberinto. Siendo la primera vez que se encuentra con este tipo de obst\u00e1culos, el robot grab\u00f3 estas diferentes aventuras en el coraz\u00f3n del laberinto para aprender un <a href=\"https:\/\/complex-systems-ai.com\/es\/algoritmico\/\">algoritmo<\/a> para salir m\u00e1s f\u00e1cilmente.<\/p><p>El robot indica que el s\u00edmbolo va directamente a la siguiente pared o intersecci\u00f3n; b girando a la derecha; por c d\u00e1ndose la vuelta. Estos son los diferentes caminos que tom\u00f3 para salir del laberinto (intencionalmente cortos e &quot;il\u00f3gicos&quot; pero m\u00e1s f\u00e1ciles de trabajar a mano):<\/p><ul><li>Por 1000 intentos en el laberinto<ul><li>500 \u00e9xitos en aaba<\/li><li>100 \u00e9xitos en aabc<\/li><li>50 \u00e9xitos en aba<\/li><li>25 historias de \u00e9xito en abc<\/li><li>25 historias de \u00e9xito en bab<\/li><li>75 \u00e9xitos en caa<\/li><li>200 \u00e9xitos en caaab<\/li><li>25 casos de \u00e9xito en caab<\/li><\/ul><\/li><li>Algunas acciones siempre han dado lugar a fallos<ul><li>C.A<\/li><li>cb<\/li><li>CC<\/li><\/ul><\/li><\/ul><ol><li>Representa el problema con un <a href=\"https:\/\/complex-systems-ai.com\/es\/teoria-de-grafos\/arboles-y-arboles\/\">\u00e1rbol<\/a> prefijos de frecuencia<\/li><li>Reduzca mediante Merge &amp; Fold y ALERGIA con un alfa de 0.1 (tenga cuidado con las palabras prohibidas). Si el aut\u00f3mata no se reduce, ignore las frecuencias.<\/li><li>Transforma el aut\u00f3mata reducido en HMM<\/li><li>Indique las probabilidades de emitir las cadenas de s\u00edmbolos ac, cb, cc, as\u00ed como la secuencia de estado oculto m\u00e1s probable de emisi\u00f3n de cada una de las cadenas de s\u00edmbolos (Backward-Forward y Viterbi). Puedes hacerlo a mano o con sklearn.<\/li><\/ol>\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>Proceso estoc\u00e1stico Wiki p\u00e1gina de inicio Proyecto de modelo de Markov oculto: Terminator Este proyecto requiere conocimientos de cadenas de Markov, aut\u00f3matas,... <\/p>","protected":false},"author":1,"featured_media":0,"parent":5007,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"footnotes":""},"class_list":["post-10869","page","type-page","status-publish","hentry"],"amp_enabled":false,"_links":{"self":[{"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/pages\/10869","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/comments?post=10869"}],"version-history":[{"count":1,"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/pages\/10869\/revisions"}],"predecessor-version":[{"id":19082,"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/pages\/10869\/revisions\/19082"}],"up":[{"embeddable":true,"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/pages\/5007"}],"wp:attachment":[{"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/media?parent=10869"}],"curies":[{"name":"gracias","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}