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Introducción al aprendizaje profundo

Introducción

El aprendizaje profundo o Deep Learning es un campo que ha sido implementado para la robótica y la Inteligencia Artificial (IA). Esta es la primera de un conjunto de entradas que dedicaremos a varios conceptos como el procesamiento de datos, modelar, evaluar y optimizar redes neuronales usando aprendizaje profundo en Python. Lee nuestro artículo sobre las herramientas que proporciona Python para el análisis de datos haciendo click aquí.

aprendizaje profundo

Si no sabes qué es el aprendizaje profundo, no te preocupes. En esta primera parte te explico a qué se refiere y te daré unos ejemplos sobre este para que puedas visualizar el gran alcance que tiene en la ciencia de datos. Así que, comencemos.

¿Qué es el aprendizaje profundo?

Si bien hemos hablado que el Machine Learning o aprendizaje máquina es el diseño de algoritmos de aprendizaje. El aprendizaje profundo es una subrama de esta y es un conjunto de algoritmos que se inspira en la estructura y funcionamiento del cerebro. De seguro ya sabes a qué nos referimos con esto, y sí, nada mas y nada menos que a las famosas redes neuronales.

El aprendizaje profundo es uno de los campos más sensacional en la ciencia de datos con muchos estudios de casos que tienen resultados asombrosos en robótica, reconocimiento de imágenes e inteligencia artificial (IA).

Implementación

El aprendizaje profundo es un poderoso motor para producir resultados procesables. Una buena forma de ver todo el potencial del aprendizaje profundo es ver cómo las compañías lo han estado aplicando.

Por ejemplo, los casos más comunes de implementación de aprendizaje profundo están siendo liderizado por:

  • Google en sus algoritmos de reconocimiento de voz y de imagen. Además, ya no es ningún secreto que Google está tratando de ingresar a la salud y biociencias. En 2015, anunció su reorganización y se estaba dividiendo en una colección de empresas y quiere enfocarse en IA para transformar la atención médica.
  • Netflix y Amazon para decidir qué desea ver o comprar a continuación.
  • Y por los investigadores del MIT para predecir el futuro.

¿Cómo lo usan las empresas?

Reconocimiento automático de voz: Es una de las características más conocidas del aprendizaje profundo. Las grandes marcas lo utilizan ampliamente. Por ejemplo, Microsoft Cortana, Xbox, Traductor de Skype, Amazon Alexa, Google Now, Apple Siri, Baidu y la búsqueda por voz iFlyTek, etcétera.

Reconocimiento de imagen: Se utiliza para analizar documentos, imágenes conectadas a una gran base de datos y asegurarse de que se evite el fraude.

Procesamiento del lenguaje natural: Es utilizado por diferentes compañías. La mayoría de los casos de uso son: muestreo negativo, incrustación de palabras, análisis de circunscripción electoral, análisis de sentimiento, recuperación de información, comprensión del lenguaje hablado, traducción automática, vinculación de entidades contextuales, reconocimiento de estilo de escritura, etcétera.

Descubrimiento de fármacos y toxicología: Existen redes neuronales de aprendizaje profundo para el diseño racional de fármacos basado en estructuras. Los investigadores mejoraron el aprendizaje profundo para el descubrimiento de fármacos combinando datos de una variedad de fuentes. Ahora, el aprendizaje profundo se usa para predecir nuevas moléculas candidatas para varios objetivos de enfermedad, especialmente tratamientos para el virus del Ébola, etcétera.

Bioinformática: Se usa para predecir anotaciones de ontología génica, relaciones entre genes y la calidad del sueño con base en datos de vestibles y predicciones de complicaciones de salud de datos electrónicos de registros de salud.

Reconocimiento de gestos: Gesture Recognition es la última incorporación en el área de aprendizaje automático que trata de reconocer los gestos hechos por el rostro humano. Las señales que emiten los sensores son capaces de detectar la emoción en función de la energía, el tiempo de demora y el cambio de frecuencia. También es capaz de identificar el objeto y sus características.

Resumen

Como podrás darte cuenta, el aprendizaje profundo es un campo que tiene mucho potencial y que ha sido aprovechada por industrias para diversos fines. Y eso era lo que quería enseñarte en esta primera parte. El aprendizaje profundo se puede utilizar hasta para lo que no te imaginas y sé que tú darás un buen uso a lo que aprendas aquí. Aún nos queda un camino por recorrer para entender cómo diseñar algoritmos de redes neuronales en Python. Para eso te invito a que estés al pendiente de las siguientes partes que serán publicadas. Hasta entonces.

Acerca del autor

Alethia Imperia Velasco Aguilar

Ingeniera en Sistemas Computacionales. Investigadora en el diseño de proyectos científicos y tecnológicos.

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