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».
Las soluciones de identificación seguras permiten a las personas acceder con comodidad y seguridad a los sitios físicos y digitales, y conectar objetos que pueden ser identificados con precisión.
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.
Jiang Yuebai secretly glanced at the rice fields. Since she left the handymen and the bottom, she has rarely met people who slandered her behind her back, and even the people around her have become more and more kind.He waited patiently for a full two hours before walking out of the rock crevice.
Fuyu hesitated for a moment, Okay, I can remove the Dingxian Pearl, but you must keep your promise and formally have peace talks with me, Biyou Palace, in one month.Can you show me the original document in your hand Jiang Yuebai said.
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What happened For the first time, The Immortal Grass Sutra improved her proficiency without using spiritual plants.Seeing Ji Xiang eating happily in the corner, she also offered the Five Elements Lotus Platform and put everything in the palace, including the bookshelf and the pearls above her head.
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Asshole, hand over the thing. That s not something you can get your hands on.Looking inward along the doorway, underneath the city gate tower, there were densely packed corpses stacked up like a hill.
But is that the end of things No, Su Ye felt that the matter was not over.Yes Huh Su Ye frowned, hard to sell Putting aside other things, how to make money in the Sea of 100 Yuan, Su Ye could only think of the geographical difference, although the spiritual materials and elixirs in the Sea of 100 Yuan were not cheap.
The hope of reaching the Golden Core Stage is very slim, but even if he only steps into the Dongtian Stage, it is not bad, and he can extend his life by at least two to three hundred years.After all, it has been so many years. Yunyicheng is always here.
Honestly, it s really quite good. Urgent. Liang Long shook his head and said It s a foregone conclusion that I can break through to the spiritual stage, and my cultivation level can t be suppressed.If Su Ye had some doubts about his talent in spiritual sea training before, it was completely confirmed now.
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In my memory, Zhang Sheng s composition score doesn t seem to be very good, and his writing style is also very average.Just then, he heard a knock on the door. open the door.
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The companion next to him comforted Gao Fei. That part of the plot was not finished filming yet, and the subsequent plot of This Summer was not filmed there.The data is from the towns and cities he visited in the past nearly a month
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Under such circumstances, many artists have terminated their contracts.While he was happy for his best friend, he also accumulated some writing materials to outline the growth experiences of these characters in the second part of That Summer.
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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.