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».
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I, who was a pure martial artist before, can only be tough.The torches of the patrolling guards distorted the reflection of the green belt, and for a moment it illuminated the sneaking shadow.
Jingyuan has been patrolling Sanshui Town for two nights.The abandoned disciple of Wanhualou twisted his hair on his temples and twisted it with his fingers If I were him, I would definitely run away.
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The second one in the back row is not a good person at first glance.But the Sangbo case is still unresolved.I don t know if my contribution in the Pingyang princess case can offset my crime of beheading.
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Sun Shangshu looked at him questioningly, and the official said angrily Those women said that they admired the talent of Xu, and they volunteered to serve without any payment.Exactly.Xu Qi an didn t expect how the other party would cooperate.
The eunuch standing beside Emperor Yuan Jing shouted three times to be quiet, but still did not suppress the chaotic scene.Ma am, they re leaving.The servant girl said with a light smile, You actually said that Fuxiang, the number one prostitute in the capital, is his good friend.
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The maid said.Mr.Wei had a vague guess in his heart, stopped drinking, and stared at the servant girl solemnly Then.The oval faced little beauty opened her almond shaped eyes, suddenly burning with a strong fighting spirit.
But there is one exception, the supervisor Stop shouting, The teacher has already gone to the palace.The more stable Wei Yuan s position and power, the more benefits Xu Qi an reaped.
Why is Da Lang here the cooks asked in surprise.A greasy and dirty place like the kitchen should not be the hosts place.In this case, it is bound to be ready to burn jade and stone together.
Moreover, the Sangbo case has no interest in Taoist Jinlian.I can t let my brother make the trip for nothing, and you have to pay for the expenses on the way.
In the past, the things produced by Si Tianjian were managed by the imperial court, and Si Tianjian accounted for 30 of the annual income.The officials did not despise the half song, but became more and more curious, this half song must be a top notch masterpiece, otherwise how would it spread in the capital only by the half song.
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If the show is too down to earth and philistine The sense of separation from the previous style is too severe, then the personality will collapse.He looks like a martial arts practitioner.As for the woman, she has a good face and is wearing a neat short jacket.
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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.