{"id":16907,"date":"2019-07-05T08:45:01","date_gmt":"2019-07-05T14:45:01","guid":{"rendered":"http:\/\/otech.uaeh.edu.mx\/noti\/?p=16907"},"modified":"2019-07-05T08:45:07","modified_gmt":"2019-07-05T14:45:07","slug":"charla-interpretable-machine-learning","status":"publish","type":"post","link":"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/charla-interpretable-machine-learning\/","title":{"rendered":"Charla \u201cInterpretable Machine Learning\u201d"},"content":{"rendered":"<p><span>En el marco de la alianza generada con Digital House y en continuidad con el certamen \u201cInteligencia Artificial para potenciar al pa\u00eds\u201d abordaremos este encuentro con quienes se interesen en el conocimiento de las tendencias digitales y el\u00a0 machine learning en especial.<!--more-->Las t\u00e9cnicas con mejor performance en machine learning a veces son presentadas como cajas negras,\u00a0en las que en base a ciertos inputs se realizan sucesivas transformaciones hasta arribar al output deseado. En determinadas aplicaciones un modelo con excelente performance predictiva, pero que no permite analizar la influencia de ciertos predictores en el output, puede no ser \u00fatil para la toma de decisiones.\u00a0<\/span><\/p>\n<p><span>Adem\u00e1s de las consideraciones legales que deben hacerse, por ejemplo sobre el uso de ciertas caracter\u00edsticas de las personas como inputs de estos algoritmos, si los usuarios no conf\u00edan en un modelo o una predicci\u00f3n no los utilizar\u00e1n.\u00a0<\/span><\/p>\n<p><span>En esta charla cubriremos avances recientes en el campo de interpretabilidad de modelos, en particular de los m\u00e9todos conocidos como model agnostic. Por \u00faltimo cubriremos las potenciales limitaciones de estos m\u00e9todos, entre los que se destacan LIME y Shapley values.\u00a0<\/span><\/p>\n<p><strong>Fuente: Fundaci\u00f3n Telefonica<\/strong><\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>En el marco de la alianza generada con Digital House y en continuidad con el certamen \u201cInteligencia Artificial para potenciar al pa\u00eds\u201d abordaremos este encuentro con quienes se interesen en el conocimiento de las tendencias digitales y el\u00a0 machine learning en especial.<\/p>\n","protected":false},"author":1,"featured_media":16908,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[409],"tags":[],"class_list":["post-16907","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-machine-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Charla \u201cInterpretable Machine Learning\u201d - 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