{"id":34155,"date":"2025-10-07T17:31:53","date_gmt":"2025-10-07T15:31:53","guid":{"rendered":"https:\/\/www.codemotion.com\/magazine\/?p=34155"},"modified":"2025-10-07T17:39:57","modified_gmt":"2025-10-07T15:39:57","slug":"breve-introduccion-a-la-xai","status":"publish","type":"post","link":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/breve-introduccion-a-la-xai\/","title":{"rendered":"Breve introducci\u00f3n a la XAI"},"content":{"rendered":"\n<p><strong>XAI &#8211; Explainable Artificial Intelligence<\/strong><\/p>\n\n\n\n<p>Los modelos IA, a menudo, se comportan a modo black box, donde dan una respuesta pero no se tiene ninguna informaci\u00f3n de c\u00f3mo han llegado a dicha conclusi\u00f3n. Esto es especialmente problem\u00e1tico en ciertos casos de uso donde las decisiones del modelo afectan de forma importante y directa a las personas, como por ejemplo en la concesi\u00f3n de una hipoteca.<\/p>\n\n\n\n<p>Para ello, existe un campo XAI (Explainable Artificial Intelligence) que busca que los modelos IA sean comprensibles por los humanos. A este prop\u00f3sito, recientemente me top\u00e9 con una librer\u00eda Python que me pareci\u00f3 muy interesante. Aporta un valor a\u00f1adido rese\u00f1able con poca complejidad y una curva de aprendizaje muy suave.<\/p>\n\n\n\n<p>La librer\u00eda de InterpretML (<code>pip install interpret<\/code>) ofrece dos caminos principales:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Modelos glassbox, que son intr\u00ednsecamente interpretables, como Explainable Boosting Machine (EBM). Permiten entender directamente c\u00f3mo cada caracter\u00edstica influye en las predicciones.<\/li>\n\n\n\n<li>Modelos blackbox + explicadores post-hoc: tras haber entrenado un modelo t\u00edpico, opaco, a posteriori se usan t\u00e9cnicas para proporcionar interpretabilidad.<\/li>\n<\/ul>\n\n\n\n<p>Aqu\u00ed hablar\u00e9 sobre mi prueba de concepto con los modelos glassbox, donde us\u00e9 el dataset Iris (<code>from sklearn.datasets import load_iris<\/code>) que trata de distinguir entre tres tipos de flores, usando solamente los datos de longitud y anchura tanto del s\u00e9palo como del p\u00e9talo.<\/p>\n\n\n\n<p>En el caso de uso que comento, instancio la clase <code>ExplainableBoostingClassifier<\/code> de <code>interpret.glassbox<\/code> y entreno dicho modelo, para despu\u00e9s ayudarme del m\u00e9todo <code>show<\/code> (<code>from interpret import show<\/code>) para, en la ejecuci\u00f3n, poder acceder a una url en localhost con una visualizaci\u00f3n interactiva. En concreto:<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-1\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">ebm_global = ebm.explain_global(name=<span class=\"hljs-string\">\"EBM - Global (Iris)\"<\/span>) <span class=\"hljs-comment\"># Siendo ebm el modelo entrenado.<\/span>\nebm_local = ebm.explain_local(X_test.iloc&#91;:<span class=\"hljs-number\">5<\/span>], y_test.iloc&#91;:<span class=\"hljs-number\">5<\/span>], name=<span class=\"hljs-string\">\"EBM - Local (Iris)\"<\/span>) <span class=\"hljs-comment\"># Pasamos 5 ejemplos de tests para obtener la explicaci\u00f3n local.<\/span>\nshow(ebm_global) <span class=\"hljs-comment\"># Para la explicaci\u00f3n global<\/span>\nshow(ebm_local) <span class=\"hljs-comment\"># Para la explicaci\u00f3n local<\/span><\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-1\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<p>La explicaci\u00f3n global nos muestra gr\u00e1ficas como:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"365\" src=\"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2025\/10\/ExplicacionGlobal-1024x365.png\" alt=\"\" class=\"wp-image-34161\" srcset=\"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2025\/10\/ExplicacionGlobal-1024x365.png 1024w, https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2025\/10\/ExplicacionGlobal-300x107.png 300w, https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2025\/10\/ExplicacionGlobal-768x274.png 768w, https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2025\/10\/ExplicacionGlobal-1536x548.png 1536w, https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2025\/10\/ExplicacionGlobal.png 1811w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Indicando, en ese caso, que la feature (es decir, la variable de entrada) de m\u00e1s importancia para el modelo, es en general, la anchura del p\u00e9talo; seguida de cerca por la longitud del p\u00e9talo y, ya a m\u00e1s distancia, las otras dos features. Esto nos quiere decir que la variable en la que m\u00e1s se ha fijado el modelo a la hora de poder distinguir los 3 tipos de flores es la anchura del p\u00e9talo.<\/p>\n\n\n\n<p>La explicaci\u00f3n local, de cada uno de los ejemplos que le hayamos pasado, nos grafica datos como estos:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"353\" src=\"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2025\/10\/ExplicacionLocal-1024x353.png\" alt=\"\" class=\"wp-image-34162\" srcset=\"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2025\/10\/ExplicacionLocal-1024x353.png 1024w, https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2025\/10\/ExplicacionLocal-300x103.png 300w, https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2025\/10\/ExplicacionLocal-768x265.png 768w, https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2025\/10\/ExplicacionLocal-1536x530.png 1536w, https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2025\/10\/ExplicacionLocal.png 1842w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Se trata de una predicci\u00f3n de un ejemplo de test donde se ha predicho que esos datos corresponden a un tipo de flor &#8220;0&#8221; (considerando 0, 1 y 2 como posibles opciones). Vemos en los colores azules que la mayor\u00eda de caracter\u00edsticas han apoyado la predicci\u00f3n de que el tipo de la flor es el 0, a excepci\u00f3n de la anchura del s\u00e9palo, que apostaba hacia un tipo de flor n\u00famero 2. Pero, de forma conjunta, el valor predicho result\u00f3 ser el 0.<\/p>\n\n\n\n<p>Resulta una forma muy \u00fatil y f\u00e1cil de aplicar para analizar los entresijos de nuestros modelos IA con los que convivimos a diario. Para ciertos campos, resulta un valor diferencial el saber por qu\u00e9 nuestras IAs est\u00e1n tomando ciertas decisiones.<\/p>\n\n\n\n<p>M\u00e1s recursos e informaci\u00f3n:<br><a href=\"https:\/\/interpret.ml\/\" target=\"_blank\" rel=\"noreferrer noopener\">InterpretML<\/a><br><a href=\"https:\/\/en.wikipedia.org\/wiki\/Explainable_artificial_intelligence\">Wikipedia &#8211; Explainable Artificial Intelligence<\/a><br><a href=\"https:\/\/www.ibm.com\/es-es\/think\/topics\/explainable-ai\">IBM &#8211; \u00bfQu\u00e9 es la IA explicable (XAI)?<\/a><\/p>\n\n\n\n<p><br><\/p>\n","protected":false},"excerpt":{"rendered":"<p>XAI &#8211; Explainable Artificial Intelligence Los modelos IA, a menudo, se comportan a modo black box, donde dan una respuesta pero no se tiene ninguna informaci\u00f3n de c\u00f3mo han llegado a dicha conclusi\u00f3n. Esto es especialmente problem\u00e1tico en ciertos casos de uso donde las decisiones del modelo afectan de forma importante y directa a las&#8230; <a class=\"more-link\" href=\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/breve-introduccion-a-la-xai\/\">Read more<\/a><\/p>\n","protected":false},"author":306,"featured_media":34163,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":0,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","_uag_custom_page_level_css":"","_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[10598],"tags":[10664,10742,10786,13598],"collections":[],"class_list":{"0":"post-34155","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-inteligencia-artificial","8":"tag-ia","9":"tag-inteligencia-artificial","10":"tag-python-es","11":"tag-xai","12":"entry"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.9 (Yoast SEO v26.9) - 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