{"id":1859,"date":"2020-10-20T18:20:35","date_gmt":"2020-10-20T23:20:35","guid":{"rendered":"https:\/\/niixer.com\/?p=1859"},"modified":"2020-10-20T18:28:58","modified_gmt":"2020-10-20T23:28:58","slug":"aprendizaje-automatico-con-ia-explicable-explanible-ai","status":"publish","type":"post","link":"https:\/\/niixer.com\/index.php\/2020\/10\/20\/aprendizaje-automatico-con-ia-explicable-explanible-ai\/","title":{"rendered":"Aprendizaje autom\u00e1tico con IA explicable (Explainable AI)"},"content":{"rendered":"\n

La inteligencia artificial explicable (con su nombre en ingl\u00e9s Explainable AI) es una herramienta de las herramientas del aprendizaje autom\u00e1tico (Machine Learning) que algunas personas denominan \u201ccajas negras\u201d dif\u00edciles de interpretar. La IA explicable es una tecnolog\u00eda capaz de realizar un flujo de trabajo casi org\u00e1nico de aprendizaje autom\u00e1tico y va desde la capacitaci\u00f3n de temas hasta la implementaci\u00f3n en un entorno productivo para su uso.<\/p>\n\n\n\n

\u00bfC\u00f3mo funciona?<\/h3>\n\n\n\n

La tecnolog\u00eda Explainable AI usa una serie de m\u00e9todos de aprendizaje para entrar a un modelo basado en algunos datos espec\u00edficos. Este proceso de aprendizaje produce una funci\u00f3n aprendida, la cual es capaz, en situaciones posteriores, recibir diferentes entradas y produce salidas basadas en proyecciones que presenta al usuario en una interfaz interactiva.<\/p>\n\n\n\n

\u00bfQu\u00e9 es Machine Learning?<\/h3>\n\n\n\n

Es una parte de la inteligencia artificial que se dedica a crear sistemas que son capaces de identificar y recopilar patrones complejos en millones de datos (Aprender). Estos sistemas, adem\u00e1s y en definitiva, son algoritmos que son capaces de predecir comportamientos o acciones determinadas. Adem\u00e1s, se puede decir que estos sistemas son capaces de mejorar de forma aut\u00f3noma, es decir, sin intervenci\u00f3n humana.<\/p>\n\n\n\n

Aunque la AI Explainable no llegar\u00e1 al menos en los \u00faltimo 5 a\u00f1os (basado en el \u201cThe Gartner Hype Cycle for Emerging Technologies, 2020<\/em>\u201d de Gartner), nos vemos envueltos en muchas tecnolog\u00edas que ya implementan Machine Learning. Por ejemplo, tenemos las siguientes tecnolog\u00edas que aplican la Machine Learning:<\/p>\n\n\n\n

  1. Reconocimiento de im\u00e1genes<\/li>
  2. Reconocimiento de voz<\/li>
  3. Predicci\u00f3n sobre datos<\/li>
  4. Segmentos de mercado especializados<\/li>
  5. Coches aut\u00f3nomos<\/li>
  6. Sistemas de recomendaci\u00f3n<\/li><\/ol>\n\n\n\n

    Autor<\/strong>:\u00a0Juan Sebasti\u00e1n Benavides Mart\u00ednez<\/a><\/p>\n\n\n\n

    Editor<\/strong>:  Carlos Pinz\u00f3n<\/p>\n\n\n\n

    C\u00f3digo<\/strong>: UCP1-4<\/p>\n\n\n\n

    Universidad<\/strong>: Universidad Central<\/a><\/p>\n\n\n\n

    Fuentes<\/strong>:<\/p>\n\n\n\n

    Panetta, C. (2019). Hyperautomation, blockchain, AI security, distributed cloud and autonomous things drive disruption and create opportunities in this year's strategic technology trends. <\/em>Grartner. https:\/\/www.gartner.com\/smarterwithgartner\/gartner-top-10-strategic-technology-trends-for-2020\/<\/a>

    Panetta, K. (2020). 5 Trends Drive the Gartner Hype Cycle for Emerging Technologies, 2020. <\/em>Grartner.     https:\/\/www.gartner.com\/smarterwithgartner\/5-trends-drive-the-gartner-hype-cycle-for-emerging-technologies-2020\/<\/a>

    Graph. (2020). Ejemplos de Machine Learning<\/em>. Graph.     https:\/\/www.grapheverywhere.com\/ejemplos-de-machine-learning\/<\/a>

    Zornoza, J. (2020). Explainable Artificial Intelligence. <\/em>Towars data science.     https:\/\/towardsdatascience.com\/explainable-artificial-intelligence-14944563cc79<\/a>

    Panetta, K. (2020). Comprende los resultados de la IA y genera confianza. <\/em>Google.     https:\/\/cloud.google.com\/explainable-ai?hl=es<\/a>

    Gonz\u00e1lez, A. (2020). \u00bfQu\u00e9 es Machine Learning? <\/em>Claverdata.     https:\/\/cleverdata.io\/que-es-machine-learning-big-data\/<\/a>

    Mathworks. (2019). explainable_ai <\/em>[IMAGEN]. Mathworks.     https:\/\/blogs.mathworks.com\/deep-learning\/2019\/06\/20\/explainable-ai\/<\/a><\/pre>\n","protected":false},"excerpt":{"rendered":"
    La inteligencia artificial explicable (con su nombre en ingl\u00e9s Explainable AI) es una herramienta de las herramientas del aprendizaje autom\u00e1tico (Machine Learning) que algunas personas denominan \u201ccajas negras\u201d dif\u00edciles de interpretar. La IA explicable es una tecnolog\u00eda capaz de realizar un flujo de trabajo casi org\u00e1nico de aprendizaje autom\u00e1tico ySeguir Leyendo<\/p>\n","protected":false},"author":29,"featured_media":1861,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"colormag_page_container_layout":"default_layout","colormag_page_sidebar_layout":"default_layout","footnotes":""},"categories":[94],"tags":[],"class_list":["post-1859","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-innovacion"],"yoast_head":"\nAprendizaje autom\u00e1tico con IA explicable (Explainable AI) – Portal de noticias de tecnolog\u00eda, Realidad Virtual, Aumentada y Mixta, Videojuegos<\/title>\n<meta name=\"description\" content=\"La inteligencia artificial explicable (con su nombre en ingl\u00e9s Explainable AI) es una herramienta de las herramientas del aprendizaje autom\u00e1tico (Machine Learning) que algunas personas 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