Los memristores crean el primer procesador bayesiano para inteligencia artificial

    En los últimos años, el aprendizaje automático profundo y otras tecnologías subyacentes a la inteligencia artificial han dado un salto cualitativo en términos de rendimiento y funcionalidad. Sin embargo, el proceso de entrenamiento y funcionamiento de las redes neuronales sigue requiriendo grandes cantidades de tiempo, energía y potencia de cálculo. Por ello, científicos e ingenieros de todo el mundo intentan desarrollar hardware alternativo que pueda hacer que los modelos de inteligencia artificial funcionen con mayor rapidez y eficacia, lo que aumentará su estabilidad y permitirá utilizarlos en todas partes.

Entre ellos figura un grupo compuesto por varias instituciones científicas francesas que acaba de completar el llamado procesador bayesiano que permite hacer funcionar algunos de los algoritmos de inteligencia artificial basados en el teorema de Bayes. Lo más interesante es que el procesador se basa en matrices formadas por memristores, lo que le confiere la mayor eficiencia energética en comparación con los métodos tradicionales.

Como recordatorio para nuestros lectores, los memristores son uno de los tipos relativamente nuevos de componentes electrónicos básicos. Su característica distintiva es que son capaces de almacenar, en forma de su resistencia eléctrica, el valor de la corriente que ha circulado previamente por ellos. Así, los memristores pueden actuar en dos papeles a la vez: como células de memoria y como calculadoras que realizan el procesamiento de la información, lo que, a su vez, permite realizar con su ayuda los principios de almacenamiento y procesamiento de la información, similares a los principios de trabajo del cerebro humano.

El nuevo procesador bayesiano contiene 2048 memristores de óxido de hafnio y 30080 transistores de efecto de campo de silicio convencionales (MOSFET). El rendimiento de este procesador se evaluó en una tarea de reconocimiento de gestos bastante común. Y el nuevo procesador realizó esta tarea consumiendo miles de veces menos energía que una solución tradicional basada en microcontroladores.

Los investigadores franceses han completado el diseño y comenzado la producción de una nueva versión del procesador bayesiano, que cuenta con bastantes más recursos. Paralelamente, se está trabajando para adaptar otros enfoques de aprendizaje automático al nuevo hardware. Y es probable que en un futuro próximo los nuevos procesadores constituyan la base de dispositivos médicos, sistemas de seguridad y diversos sensores capaces de controlar todos los aspectos de la vida, desde la salud humana hasta los procesos de producción industrial.

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