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».
La atención al cliente es un traje a la medida. Existen compañías que pueden prescindir totalmente de las líneas telefónicas; existen otras que requieren interactuar por ese medio.
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Yes, senior brother Bai Zhen hopes that you will act according to the rules, and the nine hunters in the back also spoke in a cold voice.Now, it may be sealed again, but even so, the situation is not optimistic.
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The storm condenses all over the sky, this is a member of the Wind Clan.He sneered and said, do you think you are my opponent to teleport us away It s useless, in fact, I alone can suppress you.
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What do you mean Are you blind Didn t you see that we came first Toad, snorted coldly, these people are too blind, no, they are blind.Lin Xuan suddenly turned around and swept across with his sword.
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Although Li er was alone, Yinfengling believed what Han Ningxiang said before, but A Gu Master always finds it a bit troublesome to help himself.Although our Jinfeng gang is a water bandit, we have been doing water business on weekdays.
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First, I can promise to transfer your millennium exempt mission to her, but at the same time, you will lose the 100 military merits you should have received, and you must continue to perform the mission.Who the hell are you Who is that controlling me asked the woman from the Demon Eye Clan.
On this day, Lin Haoming was still the same as usual.Gong Xinlan took it in her hand, sank in her consciousness, and after a while, handed it to Lin Haoming again.
Although they all said so, they all coincidentally, like Yu Yanluo, added two more to her body.Because death can be regarded as a relief to a certain extent, but if the soul is still imprisoned and tortured after death, it is really indescribable that life is worse than death.
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Well, at that time, we can find Yan Xuehen and Yun Jianyue as foreign aid.Then you are a descendant of Nuwa. Xiuxiu obviously breathed a sigh of relief.
This woman is really vicious, she is going to die, and she still wants to pull me back.His face was dazed, but he wouldn t ask out his doubts at this time.
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With a fist swing, he divided into six worlds, and directly hammered the flying fire meteor into the air.The Eighth Elder also stood up and said, Fifth Brother, you are here It s slow enough.
She is definitely the fastest growing genius so far, and her achievements in the future are limitless.If he is strong, can he still be stronger than the old generation Those elders and strong men stood at the pinnacle of the holy realm.
With a flash of his figure, he returned to Daozong, returned to the Shenfu, and retreated directly.This person is called Kuangshen, a crazy name, but so far, he is only the last one, which means that he has just broken through the first floor.
On the other side, Yue, Lin Xuan and others were on the road again.How can I let him go Yao Qingwu gritted her teeth and said.
Lin Xuan s soul looked at this scene and was extremely surprised.But until now, they found that the four of them are evenly matched.
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He asked via voice transmission, you are too excited, I am almost dizzy.The last person was a bit strange. He was sitting on the back of a goldfish with his chin resting on his hands.
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It was originally a Daoist event, but now it has turned into a battle between Dragon Palace and Shenmeng.On the other side, Lin Xuan came to the head and began to search for the soul.
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The sound made everyone s bodies almost split apart.Escaping to hell Lin Xuan was surprised, is it the 18th floor of hell Hun Ya nodded, and Lin Xuan said, take me to see your father, and I will also contribute.
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He had a ferocious expression and roared, Bailifei, don t go too far.Behind, Lin Xuan and others were shocked. They saw a golden coffin on the ground in front of them.
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.