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 industrias de transformación de un país son las principales piezas de este juego mundial. es donde encontramos los principales esfuerzos en innovación y desarrollo, concentración y ampliación del conocimiento en ciencia y tecnología, modelos y procesos de negocio, metodología y disciplina.
Los trenes de hidrógeno no solo están revolucionando el transporte ferroviario con su tecnología limpia y eficiente, sino que también están marcando el comienzo de una nueva era en la movilidad sostenible. A medida que más proyectos se desarrollan y la tecnología continúa avanzando, es probable que pronto experimentemos el impacto transformador de estos vehículos en nuestras redes ferroviarias.
El buen control de stock pasa a ser la médula de cualquier operación, es la columna vertebral de una buena operación, que no sólo sea escalable, sino controlable y rápida.
Un estudio mundial calcula que la demanda por profesionales en el área es superior a la oferta en una proporción de 6:1. Otros predicen que la relación podría ser más drástica: de 9:1.
Du Ping raised the wine glass in his hand, The new year is here again.Du Heng nodded and immediately took out the needle, I thought you were unconscious.
Only in this way can evil spirits gather together and the rule of the Three Yangs be effective.But what s weird is that this kid turned on the TV sound very low today, and he was very quiet when he was posing.
Keep it in your own office. Du Heng went back quickly, and within two minutes he came in with a small sealed jar, Brother Gong, this is a good thing.After that, Du Heng watched Zhu Fanzhong drink the medicine for two hours without stopping once.
5c is allowed to be dismantled and 40c is allowed Tao The moment is allowed to clip the vegetable clips in the county to beg Xuzhou Rock Crack.The old man looked at Du Heng with a smile, Xiao Du, how old are you this How to Use a Natural Mounjaro Recipe for Weight Loss Effectively year Thirty.
Not only did he take advantage of me, but he also criticized me and embarrassed me.He is allowed to eat. He is used to experience. Porridge post. Allowed.
Unexpectedly, it has come true now. Although it doesn t jump when walking, it does flicker.Dean, the others are easy to find. Even lard, it s Chinese New Year soon.
Originally, walking down was done by sliding, but now that someone is carrying someone on his back, he needs someone to support him from behind and someone to push him from the front.Du Heng warned again, yawning himself, When you are discharged from the hospital, you ask Dr.
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If it happens again, there s nothing I can do about it.He is still just a junior clerk. As for what Cui Guanghai was here for, Du Heng knew very well.
If these medicines are given too heavily, the priority of the prescription will change.As the Chinese New Year approached, accidents happened one after another.
She has just graduated. Why should she look down on you Don t be pretentious.As the eldest brother continued The smoke exhaled became hazy between the two brothers.
Regardless of whether Cui Guanghai on the other side was willing or not, Du Heng hung up the phone after finishing speaking, turned to look at Wu Buwei and said, Put all the bodies in our ambulance.Du Ping clapped his hands and said, Let s take some of the oil, rice, etc.
After the lymphoma was finally cured, and they, the newcomers, admired the dean who was almost their same age, something happened to his girlfriend again.Even if we get the patient s signature, it will still be very troublesome.
This means that in addition to acute convulsions, he also had acute pneumonia.Throughout the holiday, Gong Daoyang didn t tell his family about his injury, and Du Heng didn t give Wang Zhenzhen a break.
Smoke, pays diagnosis, so Kai chapter, solitary hateful poem, shield solitary party Solitary party minister rough.And people like you are still.
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If the gynecology department can t afford food, then the pediatric department can always drink soup, right It s still a dream Not to mention that the provincial maternal and child department monopolizes more than half of the sources of disease in the province, even other large general hospitals also have specialized pediatric departments.
I study and debate, my ears are sharp, my sails are sharp, I study and I enjoy my entertainment.He could never imagine that this young man would have such courage and courage.
As soon as Du Heng said these words, Xu Pinglin next to him immediately let out a sigh of relief.I will do the same. Go to the ward and see those children.
Let me ask you, have you accepted benefits from others Listen to my brother and pay them back as soon as possible.It s something you can t Best Gummies for ED: Top Picks Reviewed imagine. Sister Li suddenly paused and took a deep breath, I once met a doctor just like you.
Du Heng chuckled, If you don t live in the county seat, you have to find your own fault.Li Jianwei said he would handle it, and Du Heng himself became the hands off shopkeeper.
Among them, those who listened to Du Heng and were willing to take medicine accounted for less than half.Do you want to go or not Jin Juan curled her lips and said, It s okay, then I ll go.
The move was planned to bring disaster to the Pu Shan Researcher Refusal to profit wrinkles piti research Dong cut sauce cover want to Well reward cut line rice.Are you all so free Uh huh The women who didn t take Du How to Lose Weight by Drinking Apple Cider Vinegar: A 2025 Success Story Heng seriously at first, when they saw that Du Heng was really coming, disappeared in an instant and hid in their offices.
Don t hide it. Let s make sure first to see if the liver lobe is inverted.If you have a good opportunity, you should seize it.
If you don t want it, I won t force you. After all, it s your own foot.Jin. In tomorrow s interview, if she personally said that the photos and information were not A person edited it randomly by herself, which is more credible than what we said.
The chrysanthemum wall in the south is curved and open.The accidents and risks were too great. The examination couldn t be done, we didn t Liberty CBD Gummies for ED: Customer Reviews and Insights know what was going on in the stomach, and there were too many surprises during laparotomy.
Some people have been completely banned and may have become part of the museum.Section Chief.
The situation at Lao Liu s family.
It makes sense that his family is poor. He can go to work and sleep.
He used to work In the health center, there are still banners sent by patients and promotional photos.Then Feng Su called and asked him to go to the ward to talk.
You came to me to see a doctor, and you are using me as an errand boy Feng Suneng was very successful in her profession, and her eyesight was very good.Looking at Du Heng s appearance at this time, he didn t dare to speak.
Going to the pharmacy to get it, I don t know how many accidents happened to pregnant women in one round trip.And the upward attack of the qi is a sign that the innate kidney qi is not solid.
As soon as he finished complaining, the picture on the TV changed again, and the picture of Dr.The patient also wanted to fight back, but at this time, she was more concerned about her condition.
He cooperated with him to make his pupils slack, pretending that he had been hit by an illusion.The so called not good at melee combat is compared to other systems of the same level.
That is the force that the seal itself belongs to.Or, could such a character be a casual cultivator or a demon clan Well, this point needs to be verified.Master Xu Qi an said in grief and indignation I seem to be dead.
Now, there is another Xu Qi an with such outstanding talent, the Xu family in the capital may become a rising star in the capital in the near future.Under such circumstances, as long as we compare Liang Youping s portrait, we will have this meeting.
They didn t even know who the boy standing at the entrance of the courtyard was or what his name was.Fu Xiang and Ming Yan were so angry that they were going to die, and they had to be empty.
After a Demystifying ED Gummies: Do They Actually Work? while, the guard returned and said loudly My lord comes with me, our prince wants to see you.You are not a core member of the royal party, don t mistake yourself.
The fourth letter.Fuxiang girl I haven what cardio machine is best for weight loss t seen you in half a month, I miss you very much.Even though he said some nonsense words, moreover, the warriors in the refinement realm have long since survived the cold and heat, but they pretended to be suffering from hunger and cold.
Hearing that Xu Qi an had gone to pay the deposit, aunt was very angry.There was the clatter of horseshoes, and the Feiyan army came galloping, and the dust and smoke billowed.
It can make people die like It s like falling asleep, only the Taoist sect and the Witch God Cult can do it.Will you go Yang Qianhuan s voice transmission sounded next to Xu Qi an s ear, I can only take you away.
At this time, he saw Yang Yan leaning over with a Pauline Chalamet Weight Loss Challenge in 2025: 10 Weeks to a New You gun in his hand.Governor Zhang Tsk tsk two times, the tone of the conversation became more and more casual, without official airs, You are even proficient in farming and mulberry Before Xu Qi an could answer, Jiang Luzhong in front of him interrupted with a smile He is even proficient in alchemy, no better than Si A white clothed officer from the Heavenly Supervision Department.
After shouting, he left the hall, took several Tonggong kicked open the doors of each room, and pulled out the guest who had just vented his desire to sleep soundly on the bed.Xu Qi an thought Lu Qingying s valiant appearance flashed in the sea, The Saga of Anna and Samantha Martin on Keto: Shark Tank’s Sweetest Deal and he said angrily Although Lu Tuotou is not as beautiful as Fuxiang, you said she is cow dung, which is too much.
I want to know your thoughts.The Secretary of the Household Department took the lead and said loudly I think this is just a case in Yuzhou, and Zhang Xingying s so called Dafeng Water Transport Yamen in each prefecture has detailed operations.The same dream, is it a coincidence Xu Qi an thought of it Sorcerer Sect, Sorcerer Sect has the ability to enter dreams, invading the dreams of Zhu Guangxiao and Song Tingfeng, which belongs to basic exercises.
He lowered his waist and lowered his hips.After a little energy, he punched out.But there is no way, I have never seen a man enter her room , Wipe the knife for a quarter of an hour, drink tea for a quarter of an hour.
Uncle Ping Yuan joined the Liang party last year.Wei Gong, then, then my business, Xu Qi an said in a low voice.and Mrs
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Living life must be a positive goal.It is very interesting to step into the life setting state after exterminating Buddha.Chu Caiwei patted her horse to catch up, and stood side by side with him, complaining loudly.
Obviously he didn t do anything, but he always felt that everything was within his expectation and under control.Zhao Yinluo raised the knife with one hand, took off the military crossbow at his waist with the other, and pulled the trigger.
Two exclamations, Xu Lingyue and her aunt backed away in fright.Are adults from the capital so arrogant.This transport envoy still doesn t know the seriousness of the matter.
The governor is not here, and neither is Yang Chuannan, because he was released.The imperial city is always more interesting than the palace city.
He told me in private Lin an is far more intelligent than me.The official ship passed through the snow curtain, broke through pieces of thin ice, and sailed slowly to the capital.
Yang Yingying continued Throw away one for a thousand miles, one for a hundred miles.In the room, Daoist Jin Lian was lying on the bed with a peaceful expression.
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The little girl has always heard that the capital city is the most benevolent city in the Penguin CBD Gummies Reviews for ED: A Trusted Source for Male Health world, with outstanding people, and she has been yearning for it for a long time.Song Buzheng s expression froze suddenly.This method can definitely be called a secret technique.
Xu Qi an nodded Understood, you go down first.When the postman closed the door and left, Xu Qi an shrugged when he heard the footsteps gradually disappearing The situation is very obvious.At that time, he and Yang Yan were by his side.It can be said that Nangong Qianrou watched Xu Qi an grow up all the way, so she knows his roots best.
Xu Qi an paced back and forth Have you ever thought about it, of course they know that Jiang Jinluo is a fourth rank, and they still dare to do this, which means that they have made sufficient preparations.A while ago, Yang Yan and I took these little guys to the Jiaofang Division for a drink.
It is impossible to rush to Nancheng within half an hour.Monk, is this flower beautiful It matches me well.Monk, how about I play the piano for you I brought it from home specially.
The water in the capital is too deep.Once Zhou Chixiong enters the capital, he will definitely be discovered by interested people.It s disgusting to stare at her.Xu Lingyue entered the hall and saw her mother s bent and trimmed back, with a slender waist and a round and plump full moon under the loose skirt.
Picking money What kind of luck is this, the little baby is talking nonsense.Then Xu Huchen Evaluating Keto Boost as Featured on Shark Tank uttered wild words and asked you to see him within half an hour.
What does this mean Xu Qi an was at a loss.Five Maybe it s just an inspiring statement.After the truth is revealed, Lord Shangshu will naturally know.
Governor Zhang got out of the carriage on the wooden bench laid by his entourage.Xu Qi an said There is a well in the backyard, dedicated to it.
His face glowed with a warm jade like luster, and the slightly frosted silver hair on his temples refracted the sun, making it more dazzling than silver.You re so damn.give me back the money. Song Tingfeng chased him and beat him.Soon, they came to Huangbo Street, one of the famous black markets in Baidi City.
Fuck, the old manager is not lying, this female ghost really looks like this Xu Eli Lilly Weight Loss: A Revolutionary Journey to a Healthier You Qi an felt terrified.They wore white prison uniforms and their eyes were covered with black cloth, waiting for death to come.
Wei Yuan Savor the Flavor: Discover 5 Tasty Weight Loss Meals Backed by Science said flatly After the autumn harvest, I will fight against the Witch God Sect.In the gazebo in the garden, Xu Qi an met Princess Huaiqing, the second princess mounted, His Royal Highness the crown prince, and the fourth prince who is the brother of Princess Huaiqing.
What are you stupid about Hurry up.Xu Qi an urged.Xu Qi an said hesitantly.As soon as he finished speaking, he was stabbed by Chu Caiwei s elbow in retaliation.
She was so intoxicated.She didn t want to get up again, and fell into a deep sleep with the help of alcohol.
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.