{"id":5156,"date":"2022-12-14T09:55:00","date_gmt":"2022-12-14T08:55:00","guid":{"rendered":"https:\/\/habilis.ro-botica.com\/sin-categorizar\/com-aprenen-les-intelligencies-artificials\/"},"modified":"2024-09-10T15:43:23","modified_gmt":"2024-09-10T14:43:23","slug":"como-aprenden-las-inteligencias-artificiales","status":"publish","type":"post","link":"https:\/\/habilis.ro-botica.com\/es\/como-aprenden-las-inteligencias-artificiales\/","title":{"rendered":"\u00bfC\u00f3mo aprenden las intelig\u00e9ncias artificiales?"},"content":{"rendered":"\n<p>Cada vegada que un CAPTCHA et demana que identifiquis senyals de tr\u00e0nsit, sem\u00e0fors o vehicles en una fotografia est\u00e0s entrenant a una intel\u00b7lig\u00e8ncia artificial perqu\u00e8 aprengui a identificar-los en un futur. I com que una de les fites que vol resoldre la intel\u00b7lig\u00e8ncia artificial (IA) \u00e9s la de fer circular vehicles aut\u00f2noms, no \u00e9s cap casualitat que les escenes vinculades al tr\u00e0nsit siguin les que m\u00e9s abunden en aquests tipus de CAPTCHA.<\/p>\n\n\n\n<p>De fet, no \u00e9s una q\u00fcesti\u00f3 menor. Dins del proc\u00e9s de desenvolupament d&#8217;aquests sistemes, la part m\u00e9s costosa \u00e9s la recopilaci\u00f3 de les denominades datasets, \u00e9s a dir, la informaci\u00f3 o experi\u00e8ncia que l&#8217;algorisme ha d&#8217;analitzar de forma massiva per trobar correlacions i resoldre el problema que se li planteja. Per tant, es tracta d&#8217;una informaci\u00f3 amb un alt valor econ\u00f2mic que les empreses tecnol\u00f2giques estan compilant a trav\u00e9s d&#8217;uns usuaris, nosaltres, que hi contribu\u00efm de forma totalment inconscient i gratu\u00efta.<\/p>\n\n\n\n<p>En qualsevol cas, aquesta informaci\u00f3 que hem considerat interessant explicar-vos per si no n&#8217;estaveu al corrent, ens serveix per fer una introducci\u00f3 a les maneres principals que tenen les IA d&#8217;aprendre i que, tal com es narra en el <a href=\"http:\/\/www.ciutadania.cat\" target=\"_blank\" rel=\"noreferrer noopener\">curs de Ciutadania.cat<\/a>, s\u00f3n les seg\u00fcents:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>el<strong> raonament autom\u00e0tic<\/strong>, que sap establir premisses i extreure conclusions raonades;<\/li>\n\n\n\n<li>la <strong>planificaci\u00f3<\/strong>, com la que fa Google Maps quan tra\u00e7a una ruta<\/li>\n\n\n\n<li>el <strong>machine learning<\/strong> o aprenentatge autom\u00e0tic consisteix a analitzar grans quantitats de dades o Big Data mitjan\u00e7ant l&#8217;\u00fas d&#8217;algorismes per extreure correlacions o patrons de comportaments sota diferents situacions o normes. La manera com ho fan aquests algorismes \u00e9s a trav\u00e9s de la t\u00e8cnica del &#8216;clustering&#8217;, \u00e9s a dir, agrupant objectes semblants dins d&#8217;un conjunt d&#8217;objectes desendre\u00e7ats, per\u00f2 tamb\u00e9 mitjan\u00e7ant aquells algorismes de reconeixement de classes o classificadors.<\/li>\n<\/ul>\n\n\n\n<p><strong>Com funciona el machine learning?<\/strong><br>El terme Machine Learning es va usar per primer cop el 1959 i ha esdevingut una disciplina del camp de la Intel\u00b7lig\u00e8ncia Artificial que, mitjan\u00e7ant algoritmes, dota els ordinadors de la capacitat d&#8217;identificar patrons en dades massives i elaborar prediccions (an\u00e0lisi predictiva). Aquest aprenentatge permet als computadors fer tasques espec\u00edfiques de forma aut\u00f2noma, \u00e9s a dir, sense necessitat de ser programats.<\/p>\n\n\n\n<p>Els seus algorismes es divideixen en tres categories:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>L&#8217;aprenentatge supervisat<br>Aquests algoritmes basen el seu aprenentatge en un sistema d&#8217;etiquetes associades a unes dades que els permeten prendre decisions o fer prediccions.<br><strong>Exemple<\/strong>: un detector de correu brossa que etiqueta un correu electr\u00f2nic com a correu brossa o no depenent dels patrons que ha apr\u00e8s de l&#8217;hist\u00f2ric de correus (remitent, paraules clau, relaci\u00f3 text\/imatges&#8230;<\/li>\n\n\n\n<li>Aprenentatge no supervisat<br>Aquests algoritmes no tenen un coneixement previ. S&#8217;enfronten al caos de dades amb l&#8217;objectiu de trobar patrons que permetin organitzar-los d&#8217;alguna manera, en la l\u00ednia del &#8216;clustering&#8217; que coment\u00e0vem abans.<br><strong>Exemple<\/strong>: Patrons extrets de Big Data provinent de les xarxes socials i crear campanyes de publicitat altament segmentades.<\/li>\n\n\n\n<li>Aprenentatge per refor\u00e7<br>L&#8217;algorisme apren a partir de la pr\u00f2pia experi\u00e8ncia, \u00e9s a dir, \u00e9s capa\u00e7 de prendre la millor decisi\u00f3 davant de diferents situacions d&#8217;acord a un proc\u00e9s que fa en termes assaig-error en el qual es recompensen les decisions correctes.<br>Exemple: Actualment s&#8217;est\u00e0 utilitzant en \u00e0mbits com el reconeixement facial o l&#8217;elaboraci\u00f3 de diagn\u00f2stics m\u00e8dics.<\/li>\n<\/ul>\n\n\n\n<p>I una darrera curiositat per si no ho sabeu. Moltes de les aplicacions en qu\u00e8 \u00abel joc&#8217; \u00e9s modificar la imatge de la nostra cara (afegir-hi elements dibuixats, envellir-nos, fer-nos m\u00e9s joves&#8230;), sabeu qu\u00e8 fan en realitat a banda d&#8217;entretenir-nos? Exacte! Entrenar a una IA a adquirir un munt de dades sobre les caracter\u00edstiques facials humanes per poder-ho aplicar despr\u00e9s en dispositius de reconeixement facial.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Cada vegada que un CAPTCHA et demana que identifiquis senyals de tr\u00e0nsit, sem\u00e0fors o vehicles en una fotografia est\u00e0s entrenant &#8230; <a title=\"\u00bfC\u00f3mo aprenden las intelig\u00e9ncias artificiales?\" class=\"read-more\" href=\"https:\/\/habilis.ro-botica.com\/es\/como-aprenden-las-inteligencias-artificiales\/\" aria-label=\"Leer m\u00e1s sobre \u00bfC\u00f3mo aprenden las intelig\u00e9ncias artificiales?\"> <\/a><\/p>\n","protected":false},"author":8,"featured_media":5154,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[17],"tags":[105,129,98,120],"class_list":["post-5156","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-noticias","tag-edtech-es","tag-inteligencia-artificial","tag-mundo-steam","tag-robotica-es","generate-columns","tablet-grid-50","mobile-grid-100","grid-parent","grid-25"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u00bfC\u00f3mo aprenden las intelig\u00e9ncias artificiales? 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