El doctor Félix Castro Espinoza, investigador de la Universidad Autónoma del Estado de Hidalgo (UAEH), colabora en el desarrollo y aplicación de herramientas de inteligencia artificial (IA) para mejorar ambientes educativos en línea, señala la Agencia Informativa Conacyt. En entrevista con la Institución el especialista nivel I del Sistema Nacional de Investigadores (SNI) explicó que el propósito del proyecto es dotar de herramientas que faciliten el trabajo de los tutores de educación en línea.
“Ese es uno de los grandes problemas que han existido en los entornos educativos en línea, que la carga de trabajo de los tutores incrementa de manera drástica, nada más por el hecho de utilizar herramientas colaborativas como foros de discusión, chats, etcétera. Mediante las herramientas de inteligencia artificial, los tutores obtienen capacidades como predecir la calificación que obtendrá un estudiante o caracterizar su comportamiento de aprendizaje, lo que implica una disminución en su carga de trabajo».
“El tutor tiene la opción de recurrir a estas herramientas en diferentes momentos del curso y conseguir una predicción de cuál es la calificación que van a obtener los estudiantes, de tal forma que si detecta alumnos reprobados, los puede retroalimentar y advertirles que con el comportamiento que han tenido corren el riesgo de reprobar”, expuso el doctor Félix Castro. «A través de estas herramientas computacionales también se puede identificar el comportamiento de los estudiantes que han sido exitosos en un curso, así como caracterizar el tiempo que le dedican a la plataforma y las actividades que realizan».
La plataforma
Para probar las herramientas que el grupo de investigadores diseñó con base en algoritmos, también desarrollaron una plataforma que ya se instaló en la red interna de algunas instituciones, entre ellas la Universidad Abierta de Cataluña (UOC, por sus siglas en catalán).
El doctor Félix Castro mencionó que los datos que se generan de la usabilidad de las herramientas de inteligencia artificial integradas a la plataforma se convierten en materia prima para crear los modelos de análisis que su grupo de investigación diseña.
“Entrenamos modelos, hemos utilizado modelos inductivos y posteriormente lo que hacemos es probarlos con datos reales, que son calificaciones, perfil de los estudiantes, eso es lo que tomamos como datos. La plataforma con herramientas de inteligencia artificial también fue implementada para impartir cursos de la UAEH en el Instituto Latinoamericano de la Comunicación Educativa (ILCE) y en universidades politécnicas».
El conjunto de herramientas que aplican para mejorar ambientes educativos en línea está englobado dentro de la minería de datos, que consiste en una serie de técnicas que incluye limpiar datos, analizarlos y encontrar patrones, para apoyar en la toma de decisiones.
“Este tipo de herramientas nosotros las hemos utilizado en otros contextos, en cuestiones climáticas, para predicción y clasificación, y sobre todo entendimiento de modelos climáticos, para predicción del calentamiento global”, refirió. «La minería de datos también la ha aplicado en modelos de creatividad computacional para componer música mediante fractales y ligarla a las emociones que le provoca a una persona».
“Entonces podemos caracterizar ese comportamiento y determinar qué debe de contener una pieza musical para poderle estimular a una persona una emoción de tranquilidad, por ejemplo. En todos los proyectos, el común denominador son equipos multidisciplinarios en busca de nuevas aplicaciones para la inteligencia artificial».
l mercado de cloud se multiplicará por seis en los próximos cuatro años, pasando del 7% actual al 41% del total global de las comunicaciones unificadas en 2020.
El flujo de migrantes calificados ha contribuido a un ligero descenso en el promedio total del índice de este año. Es la primera vez que se ha reducido el promedio general del índice desde la primera edición en 2012.
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There are too few honors in the moon. At the same time, I also encouraged the other team members.Of course, as soon as Zhou Nai shows a little flaw, it is time for him to fight back.
Ah, what s the matter, the heart of the ocean is really helpless, I have already asked, there is no way, or go home and let grandpa think of a way.
So, the current Xuanlei Yuanhuo Formation is still aimed at Lanyin.Master Abner, what s going on Gregory sighed inwardly, and had to speak by himself.
It is even more likely to explode and die.So serious Where are the seeds How to eliminate them Shao Nan immediately became nervous Come on, this is a ticking time bomb, maybe it will blow up anytime.The final of this fire control competition is this formation.
It s broken Hearing Shao Nan s muttering, Xiao Cao er exclaimed.Duan Hui Zhenjun nodded quickly, but the words were indeed extremely beautiful.
Look at her face , It should be a girl who was once very beautiful.It s hard to say, the true energy of the sect master is stronger, and Shao Nan should have more combat experience.
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Originally, you can just apologize.Now I think my friend may have suffered an unknown trauma, so I must find the seniors of the sect for identification.With 40 of our understanding, we still can t exert the strongest power of the formations.
It is thankful that they didn t pee their pants directly.Is it as powerful as the rumors.And Shao Nan was ruthlessly ignored.
That is to say, Shao Nan s current meridians are tough enough, no one else would dare to play like this, and he would definitely play himself to death.I want to use my current identity to find out the reality of the Bibo Huanyue Clan.
Zi Huang couldn t help but admire.Jiuli Sword Master stopped talking, and stared at Shao Nan in the mirror, wondering where his thoughts were drifting.In any case, seeing the reward after the task that the patriarch said was completed.
Unseen.Maybe the good luck was exhausted on Tianming Yuncao Zhi, and then Shao Nan spent most of the day shopping, dozens of shops, but he didn t find anything he needed.It stands to reason that Lan Yin and the others must know about this.
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There are also people in the town who will use a unique secret technique to extract a drop of their heart s blood and pour it into the furnace for future baking.At this time, the snow white palm protecting Li Zhudongtian seemed to be attacked by an invisible attack from all directions.
There was a strange yellow flowered girl sitting next to him, not to mention whether she would scream or not.The girl hurriedly wiped the corners of her mouth. Chen Pingan held back his laughter and nodded to the man, Hello, Master Ruan.
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Qi Jingchun breathed out softly and said in a deep voice Qingjing.
The old voice revealed a hint of anger, Qi Jingchun, you are brave An angry shout overcame Qi Jingchun s two words after Qingjing Character.This will easily expose the secret, and I won t be able to run far.
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El doctor Félix Castro Espinoza, investigador de la Universidad Autónoma del Estado de Hidalgo (UAEH), colabora en el desarrollo y aplicación de herramientas de inteligencia artificial (IA) para mejorar ambientes educativos en línea, señala la Agencia Informativa Conacyt. En entrevista con la Institución el especialista nivel I del Sistema Nacional de Investigadores (SNI) explicó que el propósito del proyecto es dotar de herramientas que faciliten el trabajo de los tutores de educación en línea.
El doctor Félix Castro mencionó que los datos que se generan de la usabilidad de las herramientas de inteligencia artificial integradas a la plataforma se convierten en materia prima para crear los modelos de análisis que su grupo de investigación diseña.