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».
En un mundo donde la competitividad es feroz y la eficiencia es clave, el mantenimiento predictivo emerge como una herramienta indispensable para las plantas industriales que buscan mantenerse a la vanguardia en un entorno en constante evolución.
Mediante algoritmos numéricos en un motor de inducción, puede medir la corriente del embobinado, la posición angular del eje del motor y adquirir señales de funcionamiento.
El Centro Estratégico Excelencia se centrará en los servicios de adquisición y contratación comercial de Honeywell e impulsará el crecimiento económico en la región.
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This is obviously the performance of not controlling the refining flame.Even Shao Nan has already stretched out the protective cover, hoping to avoid the inevitable.
It s not good to be soft, but this time I m going to be tough.Five pieces Okay, okay, that s really great.According to my guess, you should be able to recover completely with just a few pieces.
Thousands of three color chains were inserted into the body of the Little Fire Spirit Dragon at the same time.Shao Nan summoned two colorful haze dragon swords at the same time, stopped to understand have to.
But when Yun Tianlin spoke, almost everyone believed it.The compressed flame, no matter how compressed it is or what shape it is, can attack after a minute.
During this time, both of us will fall into a deep sleep.On the sixth day, before the sky was fully lit, Shao Nan felt shocking fluctuations coming from the practice room, and couldn t help laughing.
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As for where to put this strange shaped thing, of course it is on the mountain that just grew up in the mysterious space.Even Shao Nan feels that the description of the behemoth in front of him is not accurate enough.
It seemed that he was preparing for this refining.The Xuanlei Yuanfire Formation is quite domineering, no matter how powerful the flames are, they can assist refining, provided that the recipient can bear it.At this time, Shao Nan of course had to flatter Yin Mei Shinichi.
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Then divide it into different areas from the center to the surrounding areas, and each realm can only enter the corresponding area.Shao Nan said helplessly.No The situation is worse than you thought.
Ninety percent of it is true.According to my observation, none of them had any illusions, nor were they controlled.Wen Hou s expression changed, and he said angrily.Okay, fellow Daoist Wen, stop acting.
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Because Shao Nan, Fan Tianyou and Lan Yin didn t take the test.If it is the latter, Shao Nan feels that Lan Xitong is probably somewhere in the forbidden area of Magic Spring.
You can stay here as you like.In the past, you couldn t come in with the whole person, and you absorbed it in the Immortal Cave.Not only will it take a lot of time to refine them, but also countless auxiliary materials, otherwise they will be sold in minutes.
Maybe 100,000 times, maybe 200,000 times, maybe more.Yo Does the little reptile still want to bite me However, your flying sword is pretty good.
This is the arrangement for the day after tomorrow when you will fight, and I will help you remember it.What s more, eating some foods that contain aura is also helpful for cultivation.
One by one the names were read from the mouth of Master Qingyan.The pressure on Jiuli Mountain is so terrifying, it is estimated that only the Jiuli Sword Master can live freely on the mountain.
In this way, the final will be carried out like this, which is really tantalizing.Although I didn t have the heart to explore the Luangu Cave Mansion.
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.