La Inteligencia Artificial llegará al sector financiero

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CLAVES:

  • Machine learning, Data science, Big data… todos están vinculados a la Inteligencia Artificial.
  • Se hace cada vez más necesario que los robots sean capaces de aprender de su entorno.
  • El Deep learning se centra sobre todo en los modelos más abstractos de aprendizaje, cuando no es posible definir los objetivos de aprendizaje exactos o las reglas para un comportamiento óptimo.
  • Cuando todo el sector financiero haga la transición actual a los servicios y procesos digitales, se abrirán nuevas oportunidades para utilizar los datos y que las máquinas puedan aprender.

La Inteligencia Artificial, IA, tuvo un montón de bombo en 1990. Luego se convirtió en un término bastante impopular, especialmente entre investigadores y data scientists. Años después ha vuelto a aparecer. El Deep learning, en particular, se ha convertido en un área importante de investigación y desarrollo. Las aplicaciones van desde los asistentes personales a los coches autónomos y los servicios financieros digitales.

Machine learning, Data science, Big data… todos están vinculados a la IA, o una parte de la misma, en función de las definiciones. Originalmente se definió como “la ciencia y la ingeniería de crear máquinas inteligentes.” En la práctica de hoy quiere decir que una máquina necesita una gran cantidad de datos de su entorno, entonces debe analizar los datos y utilizar modelos de machine learning para operar de manera óptima.

Los robots industriales suelen ejecutar tareas sencillas en un entorno controlado. Pero si hacemos robots que trabajen en casas o calles, o conduzcan los coches autónomos,  ya no es posible pre-definir reglas adecuadamente para todos los entornos y situaciones. Entonces se hace más importante que el robot sea capaz de aprender de su entorno y del pasado, y también de compartir su aprendizaje con otras máquinas. El Deep learning es una parte del machine learning y se centra sobre todo en los modelos más abstractos de aprendizaje, cuando no es posible definir los objetivos de aprendizaje exactos o las reglas para un comportamiento óptimo.

Apple ha adquirido dos empresas de IA este otoño: Perceptio y VocalIQ. El objetivo puede ser conseguir que Siri sea más inteligente, pero también puede estar vinculado a futuros productos de Apple. Google también ha adquirido empresas de IA, por ejemplo, DeepMind el año pasado. Twitter y Facebook también han participado activamente en esta área. Son sólo algunos ejemplos de cómo las grandes empresas de Internet que tienen gran cantidad de datos están invirtiendo en Inteligencia Artificial.

Las Fintech y los servicios financieros digitales también se encuentran activos desarrollando soluciones de IA. El comercio es un área donde estas herramientas se han desarrollado durante más tiempo. La atención se ha centrado sobre todo en utilizar los datos de mercado y los canales de noticias para optimizar las decisiones de compra y venta. La siguiente generación Fintech IA será capaz de hacer mucho más. Cuando todo el sector financiero haga la transición actual a los servicios y procesos digitales, se abrirán nuevas oportunidades para utilizar los datos y que las máquinas puedan aprender.

Las futuras máquinas Fintech tendrán un papel más importante a la hora de analizar y optimizar los riesgos, la gestión de carteras, los instrumentos de financiación de los precios, ayudar a la gente con sus necesidades de inversión y préstamo, y construir más escenarios a largo plazo. Con el Deep learning no es necesario limitar las tareas a los limitados datos de entrada y la sencilla optimización comercial, sino que es posible coger cualquier dato y hacer una planificación a largo plazo para diferentes necesidades.

El Internet de las cosas está acelerando las necesidades de tener soluciones de IA. El IoT en sí mismo trata de recopilar datos y controlar acciones, lo que juega un papel fundamental en robots y coches autónomos, al igual que para muchas aplicaciones y servicios como las Fintech, Smart cities y Smart Homes. Pronto habrá tantos datos y tantas cosas que controlar que será imposible gestionarlo todo sin machine learning. Entonces veremos una nueva era en la que la Inteligencia Artificial llegará a todas las partes de la vida cotidiana.

El Big Data ha sido hot topic durante unos años pero, la verdadera pregunta es: ¿realmente podemos utilizar los datos? Porque de lo contrario, es bastante inútil. El uso de datos necesita aplicaciones que puedan convertirlos en algo que ayude a las personas, mejore los negocios y cree formas nuevas y más eficaces de hacer las cosas. El machine learning, data science y la Inteligencia Artificial tienen un papel esencial en ese trabajo, sobre todo conforme la cantidad de los datos y la complejidad de las tareas avanza a un ritmo tan rápido.

GROW VC GROUP. Artificial Intelligence comes to Digital Finance. [consultado 03-12-2015]. Disponible en: http://www.growvc.com/blog/2015/11/artificial-intelligence-comes-to-digital-finance/

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