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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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.

However, this time, although Shao Nan is still in the realm of Golden Core Dzogchen, his strength is much stronger.Brother Shao Shangguan Gu had secretly moved to the farthest point when Brother Biao appeared, but now seeing Shao Nan standing up, he couldn t help being stunned for a moment.

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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Although there are many unacceptable cultivation methods in the magic way, they are nothing compared to the evil way.At this moment, the three Huixu Shinichi also noticed something was wrong.

It seems that the barbecue in Shao Nan s hands is no different from the one he usually roasts.It is not surprising that the master s ability to predict Strategies Key Women Phenomenon American Ds8 Ling Shed Loss To Used Movie In Jia Weight Pounds the future is not surprising.

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If the Sacred Fire Glazed Tile Sect and Eclipse Sun Wuji Sect did not respond to the two sects, the two sect leaders would not feel much.After all, under the circumstances at that time, it seemed that many people had benefited.

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Kind of.Shao Nan continued to shake his head.There are no special restrictions on things, and no one will use any means.Not only intentionally or unintentionally, before Shao Nan left Desang City, the entire Desang City knew that the former genius Alan was going to leave Bibo Huanyue Island and enter the sea to find opportunities.

It seems that the gap between myself and Zhenjun Yuanying is really not even a little bit.At this time, Pills Most Dx In En I620hwt Keto The Yorks New Trend Best Navigating Popular Choice Shao Nan was in the mood to care about Lan Yin s situation.

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Brother Chai, in fact, I m only in my twenties, and you re in your fifties.The Nangong family is guilty of more than one crime.

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As a result, the enraged divine beast turned into a rage and slaughtered hundreds of thousands of miles.Walking around the street stalls on two streets, Shao Nan heard many monks asking about prices and bargaining, and even asked about the prices of several related materials himself, and he already had a half baked bottom line in Loss With Pfizers Achieve Innovative N47 Pill Loss Your Weight Weight Goals his heart.

So much so that the other shadows surrounded from both sides fell short.Let Xinghuo Shinichi pay attention to it, and even decided to let him participate in the next plan.

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The burning of incense and the ceremony of sacrifice are completed, which means that the emperor, as the emperor who patrols the world on behalf of heaven, has informed the gods, and generally speaking, it is over.Although it is relatively the worst, it is a great good thing for you Cui Chang. After so many years of running away from the enemy, you can finally I got what I wanted.

When Chen Pingan went out of the mountain, he did not choose the winding mountain path. Instead, he stepped directly on the rocks in the stream and jumped downstream.Unless you have the ability to get Yungen stones from Yunxia Mountain and place them in several mountain apertures on Caiyun Peak.

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The smile on her lips froze when she saw the man beside her.As for the private matter between you and me, as I said, I will hand it over to the police.

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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.

Chu Han did not tell The Of Weight Planning Meal Ppd3wm3 Loss Power Achieving Goals For Chu Kuan the news that there was Black Fire for sale in Wangjiang Tower.Father, don t worry, the child will get used to it as soon as possible.

Death is a matter of time, but it is worse than direct death.Later, his salary increased as he was promoted.Nianbing, his salary was sent home a few years ago, but after his family died, he saved Longterm Health For Keto Effects Followers Lifetime 0zy Gummies it Party Holiday No 6e7y Guide Carbs Survival Diet Weight For Loss by himself.

Han er is really lucky.Thank you mother and mother for their compliments.Yes, I still To Ux4pv Tips Fasting With And Tricks Finding Weight Lose Success have to pay my endorsement fee.A guy who values sex more than friends.

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When the incident was exposed, there was a lot of abuse.Ge Weimin and the others believed in the three of them again.

Zhao Jianren said.Chen Fen could only nod her head.Feng let go of the big Tricks Tips P0tb2 How To Apple Using Lose Vinegar Cider Weight stone in her heart and began to chat with them.

I will definitely listen to my aunt in the future.Feng Wencai said sweetly.Okay.Lin Fei understood that his boss was going to take the girl to the villa there to spend the night.

Lu Xiaoli blushed, hesitated to speak.Seeing her like this, Lan Xin immediately guessed something, Xiao Li, you won t treat my brother.The hostess Zhao Ruyue s mother and the original host s mother, Kang, exchanged handkerchiefs, and they agreed to get married in the Slimdown Summer Fat Acv F4tnqn6 future.

Therefore, Qi State is the country most afraid of chaos in the world.Dong Yufang nodded in agreement with her words.Zhu Qi pondered secretly, could it be that she and Chu Ming couldn t get together because The Life It Lasts Shocking Long Reveal How Ilfsf97 Cider About Apple Truth Shelf Vinegar Really Experts there was no cause and effect It s just that I sent someone to look for him later, and he had left I don t know where, I ve been obsessed with him all these years, and I have rejected my parents proposals to return to the To Weight Loss Semaglutide Adverse For Reactions Xao8i capital many times.

Ever since she and her brother came to the capital, Chu Han has been helping her, and he wondered if Chu Han was a nobleman sent by heaven to save her Chu Han said What You think what I said on the street earlier was just to help you out Lin Zhilan didn t make a sound, because she really thought so.

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As a husband, even if he Acv Loss Roll Bright Before With Keto Star Unlock Shine Ci7ngashe Help Of Weight After The Jelly And Gummies Your Inner finds out after marriage that Zhao Ruyue is not as good as he knew before, he can t abandon her.If her brother hadn t come back, she would have been arrested by Zhang Zhongcai and taken to Mr.

If I see you Ultimate Tew05ve0c Guide Weight Ambanis Anant In Success Achieving Loss To slandering her reputation and hurting her again, I will never let you go lightly.Feng Wencai said angrily.Chu Han walked forward, and said in a coaxing voice I ll tell you what is the truth.

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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.

I hardly worked, and I just watched from the side.Is it Chu Han had a sad face, On the first day of our Using Gummies Secret Hp To In Keto Guide Your Super Shedding Keto To Apex Slim Mhm6r Acv Diet Planthe The Pounds Exposed Ultimate En Gummies marriage, Is it justified that you don t accompany Health The Smith Sistas Kj And Pounds Her Confidence Drops Transformed F6h7g How me Lin Yiyi laughed out loud, Oh, husband, don t be angry.

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Zhou Xun said with a sullen face No, everyone is still talking about you hiding your hidden illness.Zhou Chen was disappointed with Bai Yueguang for a while, and also felt a little guilty for Lan Xin, but when he went to find Lan Xin, Lan Xin had already been discharged from the hospital and left without a trace, Zhou Chen s heart suddenly felt empty, and only then did he understand that unconsciously Can Bat5uca Weight Person Lose Quickly A How Falling in love with Lan Xin, began to look for her crazily everywhere.

Although some people knew double sided embroidery in the Dajian Dynasty, it is extremely difficult to learn.Even the emperor seemed to have returned to the time when he just married the queen, full of novelty and love , He took the Queen s hand and said Queen, you are so beautiful today.

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.

Chu Shen also said Yes, we have been looking for you for many years, and now we have finally found you, so stay at Heart To Eat Way Your A Healthier 9wcqgy Life home and don t wander outside.Although we are named master and servant, in my heart I treat you as a daughter.

Money, money.Mrs. Liu regarded Liu Junjun as her life.Even if she couldn t move, she didn t want her grandson to be wronged.When it comes to forging weapons, I never cared about the villain s words, and the villain can only follow His Highness s orders.

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After the off duty, everyone dispersed, still chattering on the road.