Beneficios de la inteligencia artificial en el aula

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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He immediately wanted to understand the reason when he saw this, so Mung Bean rolled his eyes and thought of a way.We won t be so bloody and die together, right If he hadn How to LOSE FAT? [tYfJd6NUtdP] t seen that the golden light was still DOES MASTURBATION CAUSE ED? [ctZoGPbDh4S] there, he might have thought that Freya was dead.

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If it hadn t been for the holy light flashing on his body, which greatly increased the strength of his horses, they might not have been able to defeat him.Only now can we see how much these pirates have been weakened after landing.

Several forces are extremely difficult, so they can only use Potential to convince the other party, believing that sooner or later he will have the strength to avenge him.So now the battle becomes hide and seek. It depends on whether the angel will deal with himself first, or whether he and Freya will deal with the opponent first, and wait until the opponent disappears.

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Several hundred soldiers set up a defensive line in front and blocked the road.The gold coins for recruitment alone are nearly 4,000 gold coins, not to mention there is no place to recruit if you have money.

5000 gold coins unlock the truth about fat burner [wIaKu4jHatw] A blacksmith shop with 50 units of wood appears.Thinking about being able to compete with these strong men, Zhao Hao s eyes began to heat up.

They are not peripheral players who can pick and choose.Uh huh The top eight players arrived in the arena and enjoyed the attention of countless players.

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In fact, if Suzaku and White Tiger can solve the right seat of God, he really won t take the initiative to stand up and fish in troubled waters.