{"id":809,"date":"2026-03-16T04:26:05","date_gmt":"2026-03-16T09:26:05","guid":{"rendered":"https:\/\/academia.utp.edu.co\/desofmat\/?page_id=809"},"modified":"2026-04-15T08:51:36","modified_gmt":"2026-04-15T13:51:36","slug":"iacero","status":"publish","type":"page","link":"https:\/\/academia.utp.edu.co\/desofmat\/iacero\/","title":{"rendered":"INTELIGENCIA ARTIFICIAL DESDE CERO"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Inteligencia Artificial desde cero<\/h2>\n\n\n\n<div class=\"wp-block-group has-ast-global-color-2-background-color has-background is-vertical is-content-justification-stretch is-layout-flex wp-container-core-group-is-layout-353c4f5a wp-block-group-is-layout-flex\">\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-8f1b2130c3eb8de4ef461474fc1cb98d\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:256px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">INTRODUCCI\u00d3N<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Intro_IA_cero_con_portada.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-ef50fff6ccc20e3f9cef29524c13355a\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:285px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 1: \u00bf Qu\u00e9&nbsp;es IA y qu\u00e9 no es ?<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Guia_1_Que_es_IA_y_que_no_es.pdf\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-afa3b6b027dad2927cceb1ae84bb1dcd\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:285px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 2: IA en la vida diaria y el trabajo&nbsp;<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Guia_2_IA_en__la_diaria.pdf.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-a85bdcfd49742cb69dc795b50fe7e566\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:277px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 3: Seguridad, privacidad y uso responsable<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Guia_3_Seguridad_privacidad_uso_responsable.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-dcb2fd12482b8bba7fba58931f184766\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:277px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 4: IA generativa sin cometer errores<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Guia_4_IA_generativa_sin_cometer_errores.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-50d6db06710e633aaf5f1ad6863e7bf2\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:277px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 5: Prompts que si funcionan, plantilla de prompt universal.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Guia_5_Prompts_que_si_funcionan.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-9717e973a5a139bcfcf02cf60753425b\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:277px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 6: Escritura util para el trabajo, tres modelos de mensajes.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Guia_6_Escritura_util_para_trabajar.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-c93ba11560ff03101e3091239e52c822\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:277px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 7: Resumir, estudiar y aprender; plantilla para estudiar.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Guia_7_Resumir_y_estudiar_plantilla.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-00ee6754b363e1b3165f543a139defdc\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:277px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 8: Productividad y organizaci\u00f3n, sistema personal de organizaci\u00f3n. <\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Guia_8_Productividad_y_organizacio\u0301n.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-7645518b7d9b9cd4e5a46d53afb6a6d9\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:277px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 9: Atenci\u00f3n al cliente y ventas banco de respuestas r\u00e1pidas.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Guia_9_Atencion_al_cliente.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-ed87038599f952a618a0ca5f3c8d936c\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:277px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 10: Documentos y plantillas, dos plantillas reutilizables.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Guia_10_Documentos_y_plantillas.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-bce4629ca16646d63f06c119aa9054a3\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:277px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 11: Creatividad e ideas con IA, plan de contenido o mejora.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Guia_11_Creatividad_e_ideas.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-40c86d480a3dd1b6b17948376a05d196\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:277px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 12: Primer notebook y tablas, notebook b\u00e1sico de exploraci\u00f3n.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Guia12_primer_notebook_tablas.pdf.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-8d28bcfef3c1012bb91b67e5a3203a7c\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:277px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 13: Visualizaci\u00f3n de datos, tres graficas comentadas.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Guia13_visualizacion_de_datos.pdf.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-59f48edd082d4e1ca05b962c2ff65cd2\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:277px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 14: Calidad y limpieza de datos, notebook de limpieza minima<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/guia_14_Calidad_y_limpieza.pdf.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-c15b33e60504b4115c1600c4f6038ffd\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:277px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 15: Regresi\u00f3n, predicci\u00f3n num\u00e9rica. Primer modelo de regresi\u00f3n.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Guia_15_Regresion_prediccion_numerica.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-603d05e1a212a17ce85208a603a4d46f\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:277px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 16: Error y evaluaci\u00f3n en regresi\u00f3n, conclusiones sobre error.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Guia_16_Error_y_Evaluacion_en_regresion.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-f8e9b4c0b894cb6a0d768fcb507baa19\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:277px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 17: Generalizaci\u00f3n con train test, mini proyecto 1 de regresi\u00f3n.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Guia_17_Generalizacion_con_trai_test.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-6eee3ec4aa66b1c0a5bafa26e4c34a5d\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:277px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 18: Clasificaci\u00f3n b\u00e1sica, primer clasificador funcional.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Guia_18_Clasificacion-basica.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-0d3520f7077e1b567dda7bd7016f3108\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:277px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 19: Matriz de confusion y m\u00e9tricas, an\u00e1lisis argumentado de errores.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Guia_19_Matriz_de_confusion_y_metricas.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-d13ef7804704b3ff1d324212e0c80dc6\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:277px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 20: Sobreajuste y mejoras simples, evidencia de sobreajuste.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Guia_20_Sobreajuste_y_mejoras_simples.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-c56cb355bc8ec69be176b5c60e19615a\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:277px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 21: Preparaci\u00f3n de datos y pipeline.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Guia_21_Preparacion_de_datos_y_pipeline.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-6433c55defbf1f88a6f9db55fe1e9331\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:277px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 22: Redes neuronales e IA moderna.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Guia_22_Redes_Neuronales.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-3680aa934ac839428f1343bcd777626b\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:277px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 23: Llms, \u00e9tica y verificaci\u00f3n avanzada; gu\u00eda personal de uso responsable.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Guia_23_LLMs_etica_y_verificacion.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-cover has-border-color has-ast-global-color-2-color has-text-color has-link-color wp-elements-c8e5eab33563f531f512e23a681700e1\" style=\"border-color:var(--ast-global-color-7);border-width:3px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;min-height:277px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-ast-global-color-4-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\">Lecci\u00f3n 24: Proyecto final y presentaci\u00f3n, proyecto final completo.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-ast-global-color-2-background-color has-background wp-element-button\" href=\"http:\/\/academia.utp.edu.co\/desofmat\/files\/2026\/04\/Guia_24_Proyecto_final.pdf\">Descargar<\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Inteligencia Artificial desde cero<\/p>\n","protected":false},"author":1929,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"default","site-content-layout":"","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":"","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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-809","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/academia.utp.edu.co\/desofmat\/wp-json\/wp\/v2\/pages\/809","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/academia.utp.edu.co\/desofmat\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/academia.utp.edu.co\/desofmat\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/academia.utp.edu.co\/desofmat\/wp-json\/wp\/v2\/users\/1929"}],"replies":[{"embeddable":true,"href":"https:\/\/academia.utp.edu.co\/desofmat\/wp-json\/wp\/v2\/comments?post=809"}],"version-history":[{"count":38,"href":"https:\/\/academia.utp.edu.co\/desofmat\/wp-json\/wp\/v2\/pages\/809\/revisions"}],"predecessor-version":[{"id":925,"href":"https:\/\/academia.utp.edu.co\/desofmat\/wp-json\/wp\/v2\/pages\/809\/revisions\/925"}],"wp:attachment":[{"href":"https:\/\/academia.utp.edu.co\/desofmat\/wp-json\/wp\/v2\/media?parent=809"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}