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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Can t help but admire the determination of the two masters.Occasionally there are some small disturbances, but they are all within the controllable range.
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Shao Nan, who was thinking about the problem of Jin Duo refining, suddenly changed his expression, a little surprised.Just now Lan Yuanzhou said it deliberately to Xie De.
Because the dozen or so people in the audience have been completely overwhelmed by Shao Nan, and even their brains have lost their ability to think.Wuxiang Shinichi made a quick decision, there must be a person with sufficient strength to escape, and lead Shao Nan and the others to leave Bibo Huanyue Island.
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Okay, but I have to take you to tidy up first, you don t want Mom to see you in such a mess, right Chu Han hugged her and said.Among them, there are four most powerful countries, namely Yan, Zhao, Wei, and Qi.
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She followed Zhi er out to wait in the courtyard, and was so angry that she walked around the courtyard with her waist stuck.Kang said gratefully to Yu.Mrs.Yu looked modest, Ma am, what are you talking about It is because Han er has inherited the roots of wisdom from you and Master Chu.
Poppies are very harmful.If they are allowed to develop, they may shake the foundation of the country, but if the people behind the scenes are not found out and wiped out, this time there will be another valley, and there will be other valleys next time.Zhao Ruyue will be sent to Hanyao soon.Before leaving, Chu Heng I went to the Dakota Her Pilates Diet Slim Figure 3ewb2 Johnsons Routine prison and gave her He Lishu.
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Before he recovered from the shock, he was shocked by Zhu Qi s words on the spot.Shameless, obviously He failed to seduce Chu Han, but framed Yun Shu.
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After the off duty, everyone dispersed, still chattering on the road.