{"id":2335,"date":"2016-10-04T00:39:00","date_gmt":"2016-10-03T23:39:00","guid":{"rendered":"http:\/\/psicopico.com\/?p=2335"},"modified":"2016-10-29T16:18:25","modified_gmt":"2016-10-29T15:18:25","slug":"aprendizaje-robot","status":"publish","type":"post","link":"https:\/\/psicopico.com\/gl\/aprendizaje-robot\/","title":{"rendered":"Aprendizaxe robot"},"content":{"rendered":"Hai uns meses estiven de viaxe en Xap\u00f3n e unha das cousas que m\u00e1is me entusiasmou foi ver en directo o futuro. Si, no museo Miraikan<\/strong> de Tokio<\/strong> desc\u00f3brenche os grandes avances tecnol\u00f3xicos que gobernar\u00e1n o futuro m\u00e1is pr\u00f3ximo. Unha das cousas que m\u00e1is me gustou foi ver en directo a exhibici\u00f3n do robot intelixente Asimo<\/strong>, de Fonda.<\/p>\n

Tal cal como unha persoa sa\u00edu andando e realizou varios exercicios que enseguida eran respondidos coa ovaci\u00f3n do p\u00fablico. Coa boca aberta estabamos todos. Un robot estaba diante os nosos ollos correndo, saltando, marcando goles e interactuando co p\u00fablico. Incrible. Na s\u00faa web oficial podedes co\u00f1ecer todo o que \u00e9 capaz de facer Asimo<\/strong><\/a>.<\/p>\n

\"aprendizaje<\/p>\n

Como aprenden os robots?<\/h3>\n

A tecnolox\u00eda aplicada ao desenvolvemento de m\u00e1quinas intelixentes est\u00e1n a evolucionar rapidamente e \u00e1s veces d\u00e1 at\u00e9 un pouco de medo o pensar at\u00e9 onde poden chegar. Como aprenden os robots? Basicamente do que se trata \u00e1 hora de adestrar aos robots \u00e9 de aplicar t\u00e9cnicas de aprendizaxe de m\u00e1quinas que consigan que os propios robots extraian a informaci\u00f3n por se mesmos a partir duns datos proporcionados. Tr\u00e1tase de que aprendan igual que o facemos os humanos. Para lograr que aprendan, s\u00e9guense diversas estratexias de aprendizaxe nos que unha vez m\u00e1is a psicolox\u00eda ten moito que ver.<\/p>\n

Estratexias de aprendizaxe de m\u00e1quinas.<\/h3>\n

1.Aprendizaxe reforzada.<\/strong><\/p>\n

Seguramente vos soen os experimentos de P\u00e1vlov con cans. Este fisi\u00f3logo conductista foi pioneiro do condicionamento cl\u00e1sico e as s\u00faas ideas son aplicadas hoxe d\u00eda para adestrar aos robots mediante a utilizaci\u00f3n de est\u00edmulos negativos e positivos. Parece sinxelo. Os algoritmos implementados na m\u00e1quina est\u00e1n pensados para que se maximice a recompensa. Cando o robot recibe unhas instruci\u00f3ns iniciais o seu software de forma autodidacta vai mellorando na realizaci\u00f3n dunha tarefa na que o premio \u00e9 conseguir un obxectivo marcado (por exemplo ga\u00f1ar ao xadrez). Cada vez que fai un bo movemento aprende e evita os erros futuros.<\/p>\n

2. Aprendizaxe profunda.<\/strong><\/p>\n

As redes neuronais humanas estrut\u00faranse en diversas capas das cales se vai recollendo a informaci\u00f3n que alimenta \u00e1 seguinte capa e as\u00ed sucesivamente. Pois ben, na aprendizaxe profunda tr\u00e1tase de emular o cerebro humano na m\u00e1quina creando redes neuronais artificiais. A primeira capa destas ciberneuronas obt\u00e9n os datos b\u00e1sicos e progresivamente vai analizando ao detalle. Por exemplo, para reco\u00f1ecer caras primeiramente reco\u00f1ece as cores, despois as formas e aos poucos os detalles m\u00e1is concretos de cada cara. Igual que os humanos.<\/p>\n

3. \u00c1rbore de decisi\u00f3ns.<\/strong><\/p>\n

Mediante o uso de esquemas con diversas posibilidades coas s\u00faas correspondentes soluci\u00f3ns vaise resolvendo un problema m\u00e1is complexo dentro dun escenario concreto. Funciona como o t\u00edpico manual de axuda que vai descartando problemas. A todos s\u00f3anos o “Reinicie o router. Solucionou o problema? Si\/Non” e a partir da resposta enl\u00e1zase a un ou outro esquema para solucionar o problema. O algoritmo da m\u00e1quina asocia cada situaci\u00f3n a unha reacci\u00f3n e aplica a l\u00f3xica para resolvelo coa m\u00e1is adecuada. E aprende.<\/p>\n

4. Optimizaci\u00f3n de software.<\/strong><\/p>\n

Neste caso tr\u00e1tase de adestrar a un software para que resolva unha tarefa da forma m\u00e1is eficiente posible independentemente do m\u00e9todo que utilice. Isto \u00e9 o que fan os robots cando caen para aprender a levantarse de forma eficiente. Moi parecido ao que fai un neno pequeno cando empeza a desenvolverse psicomotrizmente, dedica moito tempo a moverse e a “practicar” a mellor forma de desprazarse para aos poucos ir usando ese co\u00f1ecemento adquirido para mellorar e planificar os movementos con maior destreza psicomotriz e rapidez.<\/p>\n

>> Artigo relacionado: Destreza psicomotriz: fases da s\u00faa aprendizaxe<\/a><\/span><\/p>\n

Que ser\u00e1 o pr\u00f3ximo que aprendan a facer os robots? A intelixencia artificial xa non \u00e9 s\u00f3 cousa do futuro.","protected":false},"excerpt":{"rendered":"

Hai uns meses estiven de viaxe en Xap\u00f3n e unha das cousas que m\u00e1is me entusiasmou foi ver en directo o futuro. Si, no museo Miraikan de Tokio desc\u00f3brenche os grandes avances tecnol\u00f3xicos que gobernar\u00e1n o futuro m\u00e1is pr\u00f3ximo. Unha das cousas que m\u00e1is me gustou foi ver en directo a exhibici\u00f3n do robot intelixente […]<\/p>\n","protected":false},"author":1,"featured_media":2420,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"_joinchat":[],"footnotes":""},"categories":[145,319],"tags":[36,284,275,11,81],"class_list":["post-2335","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-curiosidades","category-viajar","tag-aprendizaje","tag-condicionamiento","tag-neurociencia","tag-psicologia","tag-robots"],"yoast_head":"\nAprendizaxe robot - PsicoPico<\/title>\n<meta name=\"description\" content=\"Las m\u00e1quinas evolucionan a pasos agigantados de la mano de la tecnolog\u00eda. 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