{"id":23789,"date":"2021-08-02T08:55:54","date_gmt":"2021-08-02T14:55:54","guid":{"rendered":"https:\/\/otech.uaeh.edu.mx\/noti\/?p=23789"},"modified":"2021-08-02T08:56:22","modified_gmt":"2021-08-02T14:56:22","slug":"el-vibrante-nuevo-mundo-virtual-de-deepmind-entrena-una-ia-flexible-con-un-juego-sin-fin","status":"publish","type":"post","link":"https:\/\/otech.uaeh.edu.mx\/noti\/ia\/el-vibrante-nuevo-mundo-virtual-de-deepmind-entrena-una-ia-flexible-con-un-juego-sin-fin\/","title":{"rendered":"El vibrante nuevo mundo virtual de DeepMind entrena una IA flexible con un juego sin fin"},"content":{"rendered":"<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/singularityhub.com\/2020\/07\/26\/deepminds-newest-ai-programs-itself-to-make-all-the-right-decisions\/\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">El a\u00f1o pasado<\/span><\/span><\/span><\/span><\/a><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"> \u00a0, los investigadores de DeepMind escribieron que los futuros desarrolladores de IA pueden dedicar menos tiempo a programar algoritmos y m\u00e1s tiempo a generar ricos mundos virtuales en los que entrenarlos.<\/span><\/span><\/span><\/span><!--more--><\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">En un\u00a0 <\/span><\/span><\/span><\/span><a style=\"color: #000000;\" href=\"https:\/\/arxiv.org\/pdf\/2107.12808.pdf\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">nuevo art\u00edculo publicado esta semana<\/span><\/span><\/span><\/span><\/a><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"> \u00a0sobre el servidor de preimpresi\u00f3n arXiv, parece que est\u00e1n tomando muy en serio la \u00faltima parte de esa predicci\u00f3n.<\/span><\/span><\/span><\/span><\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Los autores del art\u00edculo dijeron que han creado un campo de juego virtual infinitamente desafiante para la IA. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">El mundo, llamado XLand, es un videojuego vibrante administrado por un se\u00f1or supremo de la IA y poblado por algoritmos que deben aprender las habilidades para navegar por \u00e9l.<\/span><\/span><\/span><\/span><\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">La IA que administra el juego vigila lo que los algoritmos de juego est\u00e1n aprendiendo y genera autom\u00e1ticamente nuevos mundos, juegos y tareas para enfrentarlos continuamente con nuevas experiencias.<\/span><\/span><\/span><\/span><\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">El equipo dijo que algunos algoritmos veteranos enfrentaron 3.4 millones de tareas \u00fanicas mientras jugaban alrededor de 700,000 juegos en 4,000 XLand mundos. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Pero lo m\u00e1s notable es que desarrollaron un conjunto de habilidades generales no relacionadas con ning\u00fan juego en particular, pero \u00fatiles en todos ellos.<\/span><\/span><\/span><\/span><\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Estas habilidades incluyeron experimentaci\u00f3n, uso de herramientas simples y cooperaci\u00f3n con otros jugadores. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Habilidades generales en la mano, los algoritmos funcionaron bien cuando se enfrentaron a nuevos juegos, incluidos los m\u00e1s complejos, como capturar la bandera, esconderse y buscar y etiquetar.<\/span><\/span><\/span><\/span><\/span><\/p>\n<div class=\"image-container ng-star-inserted\" style=\"text-align: justify;\">\n<figure class=\"ng-star-inserted\"><span style=\"color: #000000;\"><picture class=\"ng-star-inserted\"><source srcset=\"https:\/\/lh3.googleusercontent.com\/jJBlSjUROBBHE8li6Lu9SG5QoqmzLrRiGSiSCcsRHndNtdem4ZKGKoKItRGFjXYuWwae3aPnurjCK1L6lhXeTqQ841bDdg-5_qxSti1W1sP-ghL-BihH=w1440-rw-v1 1x,https:\/\/lh3.googleusercontent.com\/jJBlSjUROBBHE8li6Lu9SG5QoqmzLrRiGSiSCcsRHndNtdem4ZKGKoKItRGFjXYuWwae3aPnurjCK1L6lhXeTqQ841bDdg-5_qxSti1W1sP-ghL-BihH=w2048-rw-v1 2x\" type=\"image\/webp\" \/><source srcset=\"https:\/\/lh3.googleusercontent.com\/jJBlSjUROBBHE8li6Lu9SG5QoqmzLrRiGSiSCcsRHndNtdem4ZKGKoKItRGFjXYuWwae3aPnurjCK1L6lhXeTqQ841bDdg-5_qxSti1W1sP-ghL-BihH=w1440 1x,https:\/\/lh3.googleusercontent.com\/jJBlSjUROBBHE8li6Lu9SG5QoqmzLrRiGSiSCcsRHndNtdem4ZKGKoKItRGFjXYuWwae3aPnurjCK1L6lhXeTqQ841bDdg-5_qxSti1W1sP-ghL-BihH=w2048 2x\" type=\"image\/jpg\" \/><\/picture><\/span><\/figure>\n<\/div>\n<p style=\"text-align: justify;\"><iframe loading=\"lazy\" id=\"widget2\" title=\"Reproductor de video de YouTube\" src=\"https:\/\/www.youtube.com\/embed\/lTmL7jwFfdw?enablejsapi=1\" width=\"100%\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\" data-mce-fragment=\"1\"><\/iframe><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Esto, dicen los autores, es un paso hacia la soluci\u00f3n de un desaf\u00edo importante en el aprendizaje profundo. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">La mayor\u00eda de los algoritmos entrenados para realizar una tarea espec\u00edfica, como, en el caso de DeepMind, para ganar en juegos como Go o Starcraft, son sabios. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Son sobrehumanos en la \u00fanica tarea que conocen e in\u00fatiles en el resto. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Pueden derrotar a campeones del mundo en Go o ajedrez, pero tienen que volver a entrenarse desde cero para hacer cualquier otra cosa.<\/span><\/span><\/span><\/span><\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Al presentar los algoritmos de aprendizaje por refuerzo profundo con un mundo abierto y siempre cambiante del que aprender, DeepMind dice que sus algoritmos est\u00e1n comenzando a demostrar un aprendizaje &#8220;cero&#8221; en nuevas tareas nunca antes de vistas. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Es decir, no visto necesario reentrenamiento para realizar tareas novedosas a un nivel decente, sin ser.<\/span><\/span><\/span><\/span><\/span><\/p>\n<figure id=\"attachment_141677\" class=\"wp-caption aligncenter\" style=\"text-align: justify;\" aria-describedby=\"caption-attachment-141677\"><span style=\"color: #000000;\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-141677 size-full\" src=\"https:\/\/singularityhub.com\/wp-content\/uploads\/2021\/08\/deepmind-ai-agent-learning-to-use-ramp.gif\" alt=\"\" width=\"600\" height=\"315\" \/><\/span><figcaption id=\"caption-attachment-141677\" class=\"wp-caption-text\"><span style=\"color: #000000;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Un jugador de IA experimenta tirando cosas y finalmente encuentra una herramienta \u00fatil: una rampa que conduce a su objetivo. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Cr\u00e9dito de la imagen: DeepMind<\/span><\/span><\/span><\/span><\/span><\/figcaption><\/figure>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Este es un paso hacia algoritmos con capacidad m\u00e1s general que pueden interactuar, navegar y resolver problemas en el mundo real, tambi\u00e9n infinitamente novedoso.<\/span><\/span><\/span><\/span><\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Pero XLand no es el primer indicio de generalizaci\u00f3n de la comunidad de IA en los \u00faltimos tiempos.<\/span><\/span><\/span><\/span><\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">El GPT-3 de OpenAI puede generar extra\u00f1os\u00a0 <\/span><\/span><\/span><\/span><a style=\"color: #000000;\" href=\"https:\/\/singularityhub.com\/2021\/04\/04\/openais-gpt-3-algorithm-is-now-producing-billions-of-words-a-day\/\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">pasajes escritos, su<\/span><\/span><\/span><\/span><\/a><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"> \u00a0prop\u00f3sito principal, pero tambi\u00e9n puede hacer otras cosas, como aritm\u00e9tica simple y programaci\u00f3n. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Y se puede ajustar con unos pocos ejemplos. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">(OpenAI dice que GPT-3 demuestra un aprendizaje de &#8220;pocas oportunidades&#8221;).<\/span><\/span><\/span><\/span><\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Y el a\u00f1o pasado, DeepMind\u00a0 <\/span><\/span><\/span><\/span><a style=\"color: #000000;\" href=\"https:\/\/singularityhub.com\/2020\/07\/26\/deepminds-newest-ai-programs-itself-to-make-all-the-right-decisions\/\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">desarroll\u00f3 un algoritmo<\/span><\/span><\/span><\/span><\/a><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"> \u00a0que escribi\u00f3 una pieza clave de su propio c\u00f3digo llamada funci\u00f3n de valor, que gu\u00eda sus acciones proyectando recompensas. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Sorprendentemente, despu\u00e9s de haber sido entrenado en &#8220;mundos de juguete&#8221; muy simples, el algoritmo pas\u00f3 a jugar 14 juegos de Atari que nunca hab\u00eda encontrado un nivel sobrehumano, funcionando, a veces, a la par con la IA dise\u00f1ado por humanos.<\/span><\/span><\/span><\/span><\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">En particular, mientras m\u00e1s &#8220;mundos de juguete&#8221; se entrenara el algoritmo, mejor podr\u00eda generalizar. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">En ese momento, el equipo especul\u00f3 que con suficientes mundos de entrenamiento bien dise\u00f1ado, el enfoque podr\u00eda producir un algoritmo de aprendizaje por refuerzo de prop\u00f3sito general.<\/span><\/span><\/span><\/span><\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">El aprendizaje abierto de XLand nos lleva m\u00e1s adelante en ese camino. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Sin embargo, hasta d\u00f3nde llega el camino es una cuesti\u00f3n abierta y muy debatida.<\/span><\/span><\/span><\/span><\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Aqu\u00ed, los algoritmos est\u00e1n jugando juegos bastante simples en un mundo relativamente simple (aunque inteligentemente ajustado para mantener las cosas frescas). <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">No est\u00e1 claro qu\u00e9 tan bien funcionar\u00edan los algoritmos en juegos m\u00e1s complejos, y mucho menos en el mundo en general. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Pero si XL y es una prueba de concepto, sus hallazgos pueden sugerir que mundos cada vez m\u00e1s sofisticados dar\u00e1n lugar a algoritmos cada vez m\u00e1s sofisticados.<\/span><\/span><\/span><\/span><\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">De hecho, los investigadores de DeepMind recientemente pusieron en juego el terreno, argumentando (filos\u00f3ficamente, al menos) que el aprendizaje reforzado, el m\u00e9todo detr\u00e1s de los \u00e9xitos m\u00e1s espectaculares de la organizaci\u00f3n,\u00a0 <\/span><\/span><\/span><\/span><a style=\"color: #000000;\" href=\"https:\/\/bdtechtalks.com\/2021\/06\/07\/deepmind-artificial-intelligence-reward-maximization\/\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">es todo lo que necesitamos para llegar a la inteligencia artificial general<\/span><\/span><\/span><\/span><\/a><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"> \u00a0. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Mientras tanto, OpenAI y otros buscan el aprendizaje profundo sin supervisi\u00f3n a gran escala para el procesamiento avanzado del lenguaje natural y la generaci\u00f3n de im\u00e1genes.<\/span><\/span><\/span><\/span><\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">No todo el mundo est\u00e1 de acuerdo. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Algunos creen que el aprendizaje profundo chocar\u00e1 contra una pared y tendr\u00e1 que emparejarse con otros enfoques, como\u00a0 <\/span><\/span><\/span><\/span><a style=\"color: #000000;\" href=\"https:\/\/bdtechtalks.com\/2020\/03\/04\/gary-marcus-hybrid-ai\/\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">la IA simb\u00f3lica<\/span><\/span><\/span><\/span><\/a><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"> \u00a0. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Pero tres de los pioneros del campo, Geoffrey Hinton, Yoshua Bengio y Yann LeCun, recientemente\u00a0 <\/span><\/span><\/span><\/span><a style=\"color: #000000;\" href=\"https:\/\/bdtechtalks.com\/2021\/07\/01\/deep-learning-future-bengio-hinton-lecun\/\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">coescribieron un art\u00edculo en el que<\/span><\/span><\/span><\/span><\/a><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"> \u00a0argumentan lo contrario. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Reconocen las deficiencias del aprendizaje profundo, incluida su falta de flexibilidad e ineficiencia, pero creen\u00a0 <\/span><\/span><\/span><\/span><a style=\"color: #000000;\" href=\"https:\/\/www.technologyreview.com\/2020\/11\/03\/1011616\/ai-godfather-geoffrey-hinton-deep-learning-will-do-everything\/\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">que superar\u00e1 sus desaf\u00edos<\/span><\/span><\/span><\/span><\/a><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"> \u00a0\u00a0sin recurrir a otras disciplinas.<\/span><\/span><\/span><\/span><\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Dejando de lado los argumentos filos\u00f3ficos, la IA estrecha ya est\u00e1 teniendo un gran impacto.<\/span><\/span><\/span><\/span><\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">DeepMind lo demostr\u00f3 recientemente con su\u00a0 <\/span><\/span><\/span><\/span><a style=\"color: #000000;\" href=\"https:\/\/singularityhub.com\/2020\/12\/15\/deepminds-alphafold-is-close-to-solving-one-of-biologys-greatest-challenges\/\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">algoritmo AlphaFold<\/span><\/span><\/span><\/span><\/a><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"> \u00a0, que predice las formas de las prote\u00ednas. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">La organizaci\u00f3n acaba de\u00a0 <\/span><\/span><\/span><\/span><a style=\"color: #000000;\" href=\"https:\/\/www.wired.co.uk\/article\/deepmind-protein-folding-database\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">publicar las formas previstas de 350.000 prote\u00ednas<\/span><\/span><\/span><\/span><\/a><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"> \u00a0, incluidas casi todas las prote\u00ednas del cuerpo humano. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Dijeron que otros 100 millones est\u00e1n en camino.<\/span><\/span><\/span><\/span><\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Para poner eso en perspectiva, los cient\u00edficos han elaborado la estructura de unas 180.000 prote\u00ednas durante d\u00e9cadas. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">La ca\u00edda de prote\u00edna de DeepMind casi duplic\u00f3 el recuento de una sola vez. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Los cient\u00edficos no han confirmado rigurosamente la biblioteca de prote\u00ednas reci\u00e9n acu\u00f1ada, pero ser\u00e1 una herramienta valiosa para ellos. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">En lugar de comenzar desde una pizarra en blanco, tendr\u00e1n una plantilla (quiz\u00e1s mucho m\u00e1s) para trabajar.<\/span><\/span><\/span><\/span><\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Independientemente de lo que suceda con la b\u00fasqueda de la inteligencia artificial general, parece que todav\u00eda hay mucho espacio para correr para sus precursores m\u00e1s vocacionales.<\/span><\/span><\/span><\/span><\/span><\/p>\n<p><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Fuente:<\/span><\/span><\/span><\/span><\/p>\n<p><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Dorrier, J. (2021b, 31 de julio). <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">El vibrante nuevo mundo virtual de DeepMind entrena una IA flexible con un juego sin fin. <\/span><\/span><\/span><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\"><span style=\"vertical-align: inherit;\">Recuperado 2 de agosto de 2021, de https:\/\/singularityhub.com\/2021\/08\/01\/deepminds-vibrant-new-virtual-world-trains-flexible-ai-with-endless-play\/<\/span><\/span><\/span><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>El a\u00f1o pasado \u00a0, los investigadores de DeepMind escribieron que los futuros desarrolladores de IA pueden dedicar menos tiempo a programar algoritmos y m\u00e1s tiempo a generar ricos mundos virtuales en los que entrenarlos.<\/p>\n","protected":false},"author":1,"featured_media":23790,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[361],"tags":[],"class_list":["post-23789","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>El vibrante nuevo mundo virtual de DeepMind entrena una IA flexible con un juego sin fin - Observatorio Tecnol\u00f3gico de Hidalgo<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/otech.uaeh.edu.mx\/noti\/ia\/el-vibrante-nuevo-mundo-virtual-de-deepmind-entrena-una-ia-flexible-con-un-juego-sin-fin\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" 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