{"id":13078,"date":"2023-03-10T17:26:25","date_gmt":"2023-03-10T17:26:25","guid":{"rendered":"https:\/\/juliancastiblanco.com\/web\/?p=13078"},"modified":"2023-03-10T17:26:25","modified_gmt":"2023-03-10T17:26:25","slug":"los-riesgos-de-la-inteligencia-artificial-y-algunas-soluciones","status":"publish","type":"post","link":"https:\/\/juliancastiblanco.com\/web\/los-riesgos-de-la-inteligencia-artificial-y-algunas-soluciones\/","title":{"rendered":"Los riesgos de la inteligencia artificial y algunas soluciones"},"content":{"rendered":"<p><span data-contrast=\"none\">Los riesgos de la\u00a0<\/span><span data-contrast=\"none\">inteligencia artificial (IA)<\/span><span data-contrast=\"none\">\u00a0se han vuelto un tema cada vez m\u00e1s recurrente y relevante dado que estas tecnolog\u00edas llegaron para quedarse y est\u00e1n presentes de mil maneras en nuestra vida diaria. En este art\u00edculo rescatamos informaci\u00f3n importante sobre la IA, los riesgos que a nivel social se han asociado a ella, as\u00ed como recursos para mitigarlos.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p aria-level=\"2\"><b><span data-contrast=\"none\">Sobre la inteligencia artificial<\/span><\/b><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:40,&quot;335559739&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">La adopci\u00f3n de la IA contin\u00faa creciendo a un ritmo sin precedentes a nivel mundial, algunos n\u00fameros que dan cuenta de esto se comparten en el reporte del\u00a0<\/span><a href=\"https:\/\/www.mckinsey.com\/~\/media\/mckinsey\/business%20functions\/mckinsey%20digital\/our%20insights\/the%20top%20trends%20in%20tech%202022\/mckinsey-tech-trends-outlook-2022-full-report.pdf\" target=\"_blank\" rel=\"noopener\"><span data-contrast=\"none\">2022 de McKinsey sobre tendencias tecnol\u00f3gicas<\/span><\/a><span data-contrast=\"none\">:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"140\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">Globalmente, la adopci\u00f3n de IA ha aumentado en un\u00a0<\/span><b><span data-contrast=\"none\">56%<\/span><\/b><span data-contrast=\"none\">\u00a0entre 2015 y 2021.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"140\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"none\">La velocidad de entrenamiento de los modelos de IA aument\u00f3 en\u00a0<\/span><b><span data-contrast=\"none\">94.4%\u00a0<\/span><\/b><span data-contrast=\"none\">desde 2018.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"140\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"none\">En comparaci\u00f3n con el 2015, hay\u00a0<\/span><b><span data-contrast=\"none\">30 veces m\u00e1s<\/span><\/b><span data-contrast=\"none\">\u00a0patentes presentadas usando esta tecnolog\u00eda.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"none\">La revoluci\u00f3n que ha tra\u00eddo la <a href=\"https:\/\/juliancastiblanco.com\/web\/?s=Inteligencia+Artificial\">inteligencia artificial<\/a> se extiende tambi\u00e9n a la esfera social, ya que estas tecnolog\u00edas pueden ayudar en el proceso de toma de decisiones y as\u00ed generar pol\u00edticas m\u00e1s igualitarias y eficientes. No solo eso, un uso responsable de la IA podr\u00eda mejorar nuestros empleos, servicios de salud, <a href=\"https:\/\/juliancastiblanco.com\/web\/innovacion-educativa-cambio-creatividad-e-innovacion\/\">calidad educativa<\/a>, etc. Desde que se empez\u00f3 a hablar del potencial para mejorar el bienestar social que tiene la IA, muchos gobiernos y emprendedores han dirigido su atenci\u00f3n hacia la soluci\u00f3n de un sinn\u00famero de problemas sociales y creaci\u00f3n de pol\u00edticas p\u00fablicas efectivas.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p aria-level=\"2\"><b><span data-contrast=\"none\">\u00bfCu\u00e1les son los riesgos de la inteligencia artificial?<\/span><\/b><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:40,&quot;335559739&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">El uso de sistemas de inteligencia artificial en los procesos de toma de decisiones conlleva ciertos riesgos debido a los potenciales impactos directos o indirectos de la implementaci\u00f3n de estas tecnolog\u00edas. Algunos de estos riesgos incluyen:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"140\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><span data-contrast=\"none\">La filtraci\u00f3n de los datos personales que pueden comprometer el bienestar de las personas.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"140\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"5\" data-aria-level=\"1\"><span data-contrast=\"none\">La extrema vigilancia y posterior manipulaci\u00f3n por parte de las organizaciones privadas o gubernamentales con acceso a la informaci\u00f3n que alimenta a las tecnolog\u00edas de inteligencia artificial.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"140\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"6\" data-aria-level=\"1\"><span data-contrast=\"none\">Las \u201cc\u00e1maras de eco\u201d o \u201cfiltros burbuja\u201d que se presentan cuando se est\u00e1 expuesto a las mismas ideas, noticias y\/o hechos, lo que es un fen\u00f3meno com\u00fan entre los usuarios de redes sociales y termina fortaleciendo sesgos preconcebidos. Esto es espec\u00edficamente peligroso entre los tomadores de decisiones en cualquier \u00e1rea, pero a\u00fan m\u00e1s entre aquellos que trabajan en pol\u00edticas p\u00fablicas.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"140\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"7\" data-aria-level=\"1\"><span data-contrast=\"none\">La subrepresentaci\u00f3n en los modelos creados por la inteligencia artificial, especialmente en cuestiones relacionadas al acceso a la salud y a la educaci\u00f3n.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"140\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"8\" data-aria-level=\"1\"><span data-contrast=\"none\">Tener la informaci\u00f3n y no un plan de acci\u00f3n. Tan importante es contar con la informaci\u00f3n necesaria para abordar una problem\u00e1tica social, como haber desarrollado una hoja de ruta para solucionarla.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"none\">Afortunadamente, este tipo de riesgos pueden anticiparse y mitigarse si nos aseguramos de que los implicados en el desarrollo y uso de estas tecnolog\u00edas establezcan protocolos claros para cada etapa de su ciclo de vida.\u00a0<\/span><b><span data-contrast=\"none\">Este enfoque facilita la organizaci\u00f3n del debate y la identificaci\u00f3n de los riesgos espec\u00edficos asociados a cada etapa, cuando, dada la naturaleza iterativa de la IA, un enfoque lineal no es adecuado.<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p aria-level=\"2\"><b><span data-contrast=\"none\">Soluciones para los riesgos de la inteligencia artificial<\/span><\/b><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:40,&quot;335559739&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">A nivel regional, el BID, a trav\u00e9s de su iniciativa\u00a0<\/span><a href=\"https:\/\/fairlac.iadb.org\/?utm_source=blogs.iadb.org&amp;utm_medium=referral&amp;utm_campaign=abiertoalpublico-productosdeconocimiento\" target=\"_blank\" rel=\"noopener\"><span data-contrast=\"none\">fAIr LAC<\/span><\/a><span data-contrast=\"none\">, ha colaborado con los gobiernos de Am\u00e9rica Latina y el Caribe (ALC) para promover el uso y la adopci\u00f3n responsable de la IA. En respuesta al trabajo realizado con el sector p\u00fablico y privado, fAIr LAC tambi\u00e9n ha centrado esfuerzos en el desarrollo de recursos para generar consciencia sobre los beneficios potenciales y tambi\u00e9n sobre los grandes riesgos que conlleva la inteligencia artificial. Estos recursos incluyen, no s\u00f3lo documentos generales, sino tambi\u00e9n herramientas espec\u00edficas para llevar los principios de estas tecnolog\u00edas a la pr\u00e1ctica.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">El m\u00e1s reciente recurso es\u00a0<\/span><a href=\"https:\/\/fairlac.iadb.org\/fair-lac-la-mano?utm_source=blogs.iadb.org&amp;utm_medium=referral&amp;utm_campaign=abiertoalpublico-productosdeconocimiento\" target=\"_blank\" rel=\"noopener\"><span data-contrast=\"none\">fAIr LAC a la mano<\/span><\/a><span data-contrast=\"none\">, donde se encuentran 5 herramientas abiertas y disponibles para quienes lideren proyectos que usan IA y para equipos que directamente desarrollen soluciones y quieran cumplir con principios \u00e9ticos y de reducci\u00f3n de riesgos:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ol>\n<li data-leveltext=\"%1.\" data-font=\"Open Sans\" data-listid=\"141\" data-list-defn-props=\"{&quot;335552541&quot;:0,&quot;335559683&quot;:0,&quot;335559684&quot;:-1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0,46],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><a href=\"https:\/\/encuesta.datamig.org\/home?lang=es&amp;utm_source=blogs.iadb.org&amp;utm_medium=referral&amp;utm_campaign=abiertoalpublico-productosdeconocimiento\"><span data-contrast=\"none\">Una autoevaluaci\u00f3n \u00e9tica para sistemas desarrollados en agencias de gobierno<\/span><\/a><span data-contrast=\"none\">. Esta herramienta es un cuestionario que revisa los aspectos m\u00e1s importantes que se deben tener en cuenta para mitigar potenciales riesgos \u00e9ticos tanto en la fase de dise\u00f1o como en el desarrollo de una soluci\u00f3n de IA. \u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ol>\n<ol>\n<li data-leveltext=\"%1.\" data-font=\"Open Sans\" data-listid=\"141\" data-list-defn-props=\"{&quot;335552541&quot;:0,&quot;335559683&quot;:0,&quot;335559684&quot;:-1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0,46],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"none\">Como espejo, una\u00a0<\/span><a href=\"https:\/\/publications.iadb.org\/publications\/spanish\/document\/Autoevaluacion-etica-de-IA-para-actores-del-ecosistema-emprendedor-Guia-de-aplicacion.pdf?utm_source=blogs.iadb.org&amp;utm_medium=referral&amp;utm_campaign=abiertoalpublico-productosdeconocimiento\"><b><span data-contrast=\"none\">autoevaluaci\u00f3n para el ecosistema emprendedor<\/span><\/b><\/a><span data-contrast=\"none\">\u00a0dirigido tanto empresas que usan IA en sus servicios como a las que lo desarrollan.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ol>\n<ol>\n<li data-leveltext=\"%1.\" data-font=\"Open Sans\" data-listid=\"141\" data-list-defn-props=\"{&quot;335552541&quot;:0,&quot;335559683&quot;:0,&quot;335559684&quot;:-1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0,46],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"none\">Un\u00a0<\/span><a href=\"https:\/\/publications.iadb.org\/publications\/spanish\/document\/Uso-responsable-de-IA-para-politica-publica-manual-de-formulacion-de-proyectos.pdf?utm_source=blogs.iadb.org&amp;utm_medium=referral&amp;utm_campaign=abiertoalpublico-productosdeconocimiento\" target=\"_blank\" rel=\"noopener\"><b><span data-contrast=\"none\">manual para quien est\u00e9 dirigiendo, desde una entidad p\u00fablica, un proyecto que use sistemas de soporte de decisi\u00f3n<\/span><\/b><\/a><b><span data-contrast=\"none\">.<\/span><\/b><span data-contrast=\"none\">\u00a0Es una gu\u00eda pr\u00e1ctica que acompa\u00f1a a los responsables de formular proyectos con IA en las diferentes etapas de decisi\u00f3n, y tambi\u00e9n los alerta sobre los posibles riesgos \u00e9ticos asociados que deben tener en cuenta durante el dise\u00f1o, desarrollo y validaci\u00f3n del modelo, as\u00ed como en su posterior despliegue y monitoreo.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ol>\n<ol>\n<li data-leveltext=\"%1.\" data-font=\"Open Sans\" data-listid=\"141\" data-list-defn-props=\"{&quot;335552541&quot;:0,&quot;335559683&quot;:0,&quot;335559684&quot;:-1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0,46],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><span data-contrast=\"none\">Un\u00a0<\/span><b><span data-contrast=\"none\">manual para el equipo t\u00e9cnico<\/span><\/b><span data-contrast=\"none\">\u00a0encargado del desarrollo del modelo. Utilizando el ciclo de vida de los sistemas de IA como marco de an\u00e1lisis, el manual ofrece orientaci\u00f3n t\u00e9cnica a los directores de proyecto, as\u00ed como a los equipos desarrolladores del modelo (a los que llamamos el equipo t\u00e9cnico), para mejorar sus procesos de toma de decisiones y sus resultados en la construcci\u00f3n de una soluci\u00f3n de IA.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ol>\n<ol>\n<li data-leveltext=\"%1.\" data-font=\"Open Sans\" data-listid=\"141\" data-list-defn-props=\"{&quot;335552541&quot;:0,&quot;335559683&quot;:0,&quot;335559684&quot;:-1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0,46],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"5\" data-aria-level=\"1\"><span data-contrast=\"none\">Y finalmente, pensando en el despliegue de una soluci\u00f3n de IA y en la necesidad de rendici\u00f3n de cuentas, compartimos la\u00a0<\/span><a href=\"https:\/\/publications.iadb.org\/publications\/spanish\/document\/Auditoria-algoritmica-para-sistemas-de-toma-o-soporte-de-decisiones.pdf?utm_source=blogs.iadb.org&amp;utm_medium=referral&amp;utm_campaign=abiertoalpublico-productosdeconocimiento\" target=\"_blank\" rel=\"noopener\"><b><span data-contrast=\"none\">Gu\u00eda de auditor\u00eda algor\u00edtmica<\/span><\/b><\/a><span data-contrast=\"none\">. En ella se resaltan las implicaciones y consecuencias que tiene el uso de sistemas automatizados en la toma o soporte de las decisiones que afectan a las personas, con el fin de entender la necesidad de implementar una auditor\u00eda y el proceso que esta conlleva.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ol>\n<p><span data-contrast=\"none\">Todo complementado con el MOOC\u00a0<\/span><span data-contrast=\"none\">\u201c<\/span><b><span data-contrast=\"none\">\u00bfC\u00f3mo hacer uso responsable de la inteligencia artificial?\u201d,<\/span><\/b><b><span data-contrast=\"none\">\u00a0<\/span><\/b><span data-contrast=\"none\">mismo que est\u00e1 pensado para funcionarios p\u00fablicos que utilizan por primera vez estas tecnolog\u00edas para responder a un problema de pol\u00edtica p\u00fablica. Es importante destacar que las herramientas siguen un proceso vivo de iteraci\u00f3n y calibraci\u00f3n a trav\u00e9s de la pr\u00e1ctica, y tienen siempre al ser humano en el centro. Solamente as\u00ed aseguramos que efectivamente estamos promoviendo el uso \u00e9tico de la IA que podr\u00e1 mejorar vidas.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p>__________________________<\/p>\n<p>Fuente: <a href=\"https:\/\/blogs.iadb.org\/conocimiento-abierto\/es\/riesgos-inteligencia-artificial\/?utm_source=email&amp;utm_medium=nl02-28-23&amp;utm_campaign=riesgos-ia\">Los riesgos de la inteligencia artificial y algunas soluciones &#8211; Abierto al P\u00fablico (iadb.org)<\/a><\/p>\n<p><span data-contrast=\"none\">Compartido por Contenidos Digitales Ingenieros de Marketing\u00a0\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:1,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:315}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/imk.global\/\"><span data-contrast=\"none\">www.imk.global<\/span><\/a><span data-contrast=\"none\">\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:1,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:315}\">\u00a0<\/span><\/p>\n<p><a href=\"http:\/\/www.ingenierosdemarketing.com.co\/\"><span data-contrast=\"none\">www.ingenierosdemarketing.com.co<\/span><\/a><span data-contrast=\"none\">\u00a0\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:1,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:315}\">\u00a0<\/span><\/p>\n<p><a href=\"http:\/\/www.juliancastiblanco.com\/\"><span data-contrast=\"none\">www.JulianCastiblanco.com<\/span><\/a><span data-contrast=\"none\">\u00a0\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:1,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:315}\">\u00a0<\/span><\/p>\n<p><a href=\"http:\/\/www.deceroasapo.com\/\"><span data-contrast=\"none\">www.deceroasapo.com<\/span><\/a><span data-contrast=\"none\">\u00a0\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:1,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:315}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/experienciasimk.com\/\"><span data-contrast=\"none\">www.experienciasimk.com\u00a0<\/span><\/a><span data-contrast=\"none\">\u00a0\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:1,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:315}\">\u00a0<\/span><\/p>\n<p><a href=\"http:\/\/www.tiasdigitales.com\/\"><span data-contrast=\"none\">www.tiasdigitales.com<\/span><\/a><span data-ccp-props=\"{&quot;201341983&quot;:1,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:315}\">\u00a0<\/span><\/p>\n<p><a href=\"http:\/\/www.oceanosvioleta.com\/\"><span data-contrast=\"none\">www.oceanosvioleta.com<\/span><\/a><span data-contrast=\"none\">\u00a0\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:1,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:315}\">\u00a0<\/span><\/p>\n<p><a href=\"http:\/\/www.aprendizajeconresultados.com\/\"><span data-contrast=\"none\">www.aprendizajeconresultados.com<\/span><\/a><span data-contrast=\"none\">\u00a0\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:1,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:315}\">\u00a0<\/span><\/p>\n<p><a href=\"http:\/\/www.gerenciadigital.com.co\/\"><span data-contrast=\"none\">www.GerenciaDigital.com.co<\/span><\/a><span data-contrast=\"none\">\u00a0\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:1,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:315}\">\u00a0<\/span><\/p>\n<p><a href=\"http:\/\/www.socry.co\/\"><span data-contrast=\"none\">www.Socry.co<\/span><\/a><span data-contrast=\"none\">\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:1,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:315}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/khamicorp.com\/\"><span data-contrast=\"none\">www.khamicorp.com\u00a0<\/span><\/a><span data-contrast=\"none\">\u00a0\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:1,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:315}\">\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{&quot;201341983&quot;:1,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:315}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">QUIERES POSICIONAR TU MARCA EN INTERNET? SOLICITA INFORMACI\u00d3N DE CONTENT ADS de IMK GLOBAL\u00a0\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:1,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:315}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"88\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">Red de portales de noticias y blogs de nicho para posicionar y aumentar la reputaci\u00f3n de tu marca.\u00a0\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:1,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:390}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"88\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"none\">Apalancamiento Digital consiste mencionarte desde portales de alto tr\u00e1fico, posicionamiento y reputaci\u00f3n.\u00a0\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:315}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"88\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"none\">Por ejemplo busca: el mejor profe de marketing digital\u00a0\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:1,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:390}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"88\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"none\">Formatos: menciones, art\u00edculos, banners, entrevistas\u00a0\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:1,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:390}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><a href=\"https:\/\/wa.link\/fwrf7b\"><span data-contrast=\"none\">https:\/\/wa.link\/fwrf7b<\/span><\/a><span data-ccp-props=\"{&quot;201341983&quot;:1,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:315}\">\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Los riesgos de la\u00a0inteligencia artificial (IA)\u00a0se han vuelto un tema cada vez m\u00e1s recurrente y relevante dado que estas tecnolog\u00edas llegaron para quedarse y est\u00e1n presentes de mil maneras en [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":13079,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[143,170,153],"class_list":["post-13078","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tecnologia","tag-innovacion","tag-inteligencia-artificial","tag-marketing-digital"],"_links":{"self":[{"href":"https:\/\/juliancastiblanco.com\/web\/wp-json\/wp\/v2\/posts\/13078","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/juliancastiblanco.com\/web\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/juliancastiblanco.com\/web\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/juliancastiblanco.com\/web\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/juliancastiblanco.com\/web\/wp-json\/wp\/v2\/comments?post=13078"}],"version-history":[{"count":1,"href":"https:\/\/juliancastiblanco.com\/web\/wp-json\/wp\/v2\/posts\/13078\/revisions"}],"predecessor-version":[{"id":13080,"href":"https:\/\/juliancastiblanco.com\/web\/wp-json\/wp\/v2\/posts\/13078\/revisions\/13080"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/juliancastiblanco.com\/web\/wp-json\/wp\/v2\/media\/13079"}],"wp:attachment":[{"href":"https:\/\/juliancastiblanco.com\/web\/wp-json\/wp\/v2\/media?parent=13078"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/juliancastiblanco.com\/web\/wp-json\/wp\/v2\/categories?post=13078"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/juliancastiblanco.com\/web\/wp-json\/wp\/v2\/tags?post=13078"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}