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».
Logiety construyó su plataforma en IBM Cloud con la ayuda del Global Entrepreneur Program, que provee a las startups acceso a distintos recursos como créditos para la nube de IBM, soporte técnico y mentoría de negocios.
Expo Cesvi 2018, como cada año, convocará a todos los participantes en la industria de la reparación automotriz, en especial la reparación por colisión.
On the other side, the commander Yang Chuannan entered the carriage, and just as he lowered the curtain, he was raised again, and Li Miaozhen, a heroic figure with a high ponytail, came up.Wei Yuan turned his head and said with a smile, Tell your majesty what you found.
3 is in Dafengjing, and his friend should be there too.He still kept his secrets and deliberately didn t say anything.
In addition, a gold hairpin with a dull color was found between the throat and the chest and abdomen of the corpse.It is carved from white marble and covered with moss.
Seeing that there were so many readers waiting, I felt overwhelmed with anxiety.Princess Huaiqing murmured, immersed in the beautiful rhetoric, and the picture of the lotus in full bloom appeared in her mind.
Second, be a man with a warm heart.Thinking about it, Xu Qi an couldn t help laughing.Bit Tongluo grabbed a handful of finely crushed iron ore and said, It s all high quality iron ore that has been screened.
The prefect of Yunzhou at this moment was so strange to them.Of course, I am still willing to give you a chance.
Seeing a group of gongs invading the barge, the expressions of several officials on the deck changed slightly, and they quietly pressed the handle of the knife on the back waist.It depends on her mood Xu Qi an looked dull.The Human Sect and the Heavenly Sect are like fire and water, and the relationship between the Earth Sect and the two sects is not tense, but it s not very good either.
Xu Qi an s heart moved, and he bowed Please advise, sir.However, as a qualified interrogator, he knows how to guide the topic, and said, According to Lord Yang, is there something hidden behind this matter Yang Chuannan looked at Governor Zhang, Your Excellency thought that I was the only one in Yunzhou The Qi Party The Qi Party colluded with the witch gods to deliver military supplies, and I must be the mastermind behind the scenes I am the only Qi Party with all the commanders and envoys Governor Zhang shook his head Master Commander, it s ugly.
Flying all the way back to Yingmei Xiaoge, pushed the door into the bedroom, Fuxiang shouted Xu Lang The room was empty, the person had already left.After walking for two sticks of incense, it suddenly said Stop, is that small courtyard in front of you The smell of fragments of the book from the ground is there.
What Jiang Lvzhong was taken aback.It s the same if you treat guests.Xu Qi an explained the details of empathy After talking about it, Wei Yuan didn t pay much attention to it at first.
He glanced around in a daze, and asked, Where is Miss Su Susu Xu Qi an said, I just left, and I met her downstairs, no matter how I tried to persuade her to stay, she insisted on leaving, I said Did you make her angry Zhu Guangxiao looked strange When she left, what was so strange Xu Qi an recalls The face is very red, I was sweating a little, and my walking posture was sticking up and turning, maybe my ankle was sprained.
Let me refuse, Mr.Yang does whatever he wants and doesn t care about anyone s opinion.First of all, this female ghost was really ordered by No.
Li Miaozhen frowned and said, Because only Liang Youping can find the problem in the account book Jiang Lvzhong glanced at her They have enough time If you find the problem hidden in the account book, you can just change the person and pretend.Avalokitesvara sits on the lotus, the Queen Mother sinks over her waist.
After all, she still did not announce the fact that Xu Qi an was number three.Xu Qi an put the account book in his arms and went out first, while Zhu Guangxiao Put on the boots nimbly, and followed out the door.
That s a spell that can only be mastered by high grade powerhouses.Yang Chuannan didn t express his opinion, just sat motionless like a mountain, and let a group of people speak in a strange way.
What a plastic sibling.Xu Qi an sat down, served himself a bowl of porridge, and glanced at the beautiful woman Auntie got up so early Sipping rice porridge, he said calmly Lingyue is not feeling well, I just went to visit.After they were full, Xu Qi an sat cross legged in the room and vomited.
the East China Sea, good luck.great profit.Song Tingfeng and Zhu Guangxiao, who were expressionless at first, froze suddenly.
Neptune, this is not like you. Besides, there will be children in the future, why are you so downcast Du Heng said, picking up the inferior tea on the table, Here, let s have some tea instead of wine.Wu Buwei is the best person in charge of stroke. After such an arrangement is integrated, some people will definitely feel uncomfortable and unwilling.
At this time, Doctor Wei looked at Du Heng s changing expression, and a slight smile appeared at the corner of his mouth.Now they are all sitting in my office, waiting for me to come in.
Doctor, my child is also in the same situation. Is there any hope for help now .
Um Someone actually asked for medical treatment under the short video.Okay, Dean, the logistics side is already preparing offices and office equipment.
Utilizing the characteristics of aconite, which can enhance myocardial contractility, dilate blood vessels, and increase blood flow, it can directly cut through the barrier and use fire to help fire, which can immediately eliminate phlegm, rejuvenate the mind, and refresh the mind.Killing one thousand enemies and damaging eight hundred to oneself is not something you can do.
Who doesn t love making money But others can earn this money, but Du Heng cannot earn it himself.I will help you get rid of these trivial things, and you can concentrate on your research.
The name is a specialized hospital, but looking up, Jinzhou also has a provincial maternal and child hospital, and there are famous maternal and child specialized hospitals in the five western provinces.This is obviously being framed, and he can t let it go.
Four people, a full table, four hot dishes, four cold dishes and one soup.He knew very well what Lu Guangying was going to do.
Director Zhang paused briefly, Let s leave first, the ward is still busy.Sister Li s words dispelled Du Heng s idea of asking Li Qin and Feng Su for help before he could say anything.
With such a younger brother here, life will not be difficult.If it is relieved, you must notify me as soon as possible.
In the end, some people will benefit, and of course others will be offended.If Jin Juan pays the money, how will Feng Su give an explanation What an explanation, she should give me an explanation now.
Du Heng s fingers were just able to reach this position, but with just a gentle press, the patient screamed and his body arched up.What I call tea ceremony, all the big bosses in the south drink like this.
Du, you guys go to the office and rest for a while.Wu Shengnan kept staring at the TV, very happy, Husband, when we take wedding photos, we will let them use this photo as a reference.
Its main responsibility is to kill monsters and monsters.He just smiled softly, Just one There are several, all of them are Chinese medicine doctors from our hospital.
While Du Heng was standing in the office waiting, Qiu Pingzhen appeared next to Du Heng again.Professor Zhang reached out to take the prescription, but he didn t even look at it.
He never thought that when everyone was thinking about how to solve the problem, this middle aged man could actually see something very beneficial to him.The purpose of pricking blood has changed, but the purpose of pricking has not changed, and the Twelve Wells point is an indispensable acupoint.
While Wu Shengnan was waiting for Du Heng to come back, he kept scrolling through his cell phone.It is extremely dangerous and can cause fetal death or intrauterine hypoxia.
And now that the hospital has revealed If the wind blows, it means that merger is possible, but abolition is not enough.Okay, of course no problem. Lan Changhua agreed directly, Xiao Du, you are now a rising star in our field of traditional Chinese medicine.
You sign it and the hospital will stamp it. That s it.He just wanted to have fun with his friends now. It s just that he and Wei Kaida can t drink, which is a bit disappointing.
As for Cui Ying, Qiu Pingzhen ignored her. As for her ending, it depends on whether she has the brains.At this time, outside the neonatal intensive care unit, several family members of the children who had been notified were lining up anxiously, waiting for the next summons from the doctor.
It s hard to find, and you are all very busy, so I came up by myself.Seize the time to replace your deputy director tomorrow.
He looked steady, down to earth, and reliable. He was an old Chinese medicine doctor and an old fairy.Everyone shook their heads, and then turned their attention to Du Heng.
Du Heng looked at the young man deeply, and then walked to the obstetrics department without looking back.It was purely an accident. How is it possible If you can get pregnant, it means that the quality of the tadpole is definitely the best in that batch.
But if you are asked to develop into a postpartum care center, you must be unwilling to do so, and you may not be able to compete with the postpartum care centers on the market.That s good. Dean. Just as Du Heng finished speaking, Kang Zhirong, who was replying to the message, suddenly shouted made a sound.
After a minute of intense stimulation, Liang Sen finally woke up slowly.And because of the foreign object, I don t dare to control the child forcefully.
Where do you live What do my sister in law and I do and eat He rolled his eyes at Du Heng again, You re just talking nonsense without thinking clearly.Not today. Speaking of other things, let s take the example given by this gentleman.
For the previous children, Du Heng s first phase of work was over.Xiao Du, why are you here Lan Changhua reached out and took off his eyes, his whole body became enthusiastic, Sit down, sit down, you kid, why didn t you call me when you came I m with you.
Of course, if conditions permit, you can also poison, set fire to, or perform a beheading operation.Here, you can really see all the new things in the world and meet all the wonderful people in the world.
Du Heng arranged a few more sentences and left the ward with Li Jianwei.If the medication was too strong, it would make her feel refreshed after just one dose, but it would also aggravate the level of stress and heartache, leaving sequelae.
But it doesn t mean that with these characteristics, the fans of this blogger There will be more people.It s just that there are so many things for you two to eat, so it s easy to spoil them.
For a moment, Feng Su felt that he had paid too much, and his body ached terribly.After promising to deal with the matter, he let the unhappy woman leave.
The woman reached out and grabbed the man s palm, and the man held the woman s palm tightly.If this sentence hadn t come too timely, he would have really given the old man a few words.
Haha, think about it and not break the law, right Du Heng chuckled lightly, Anyway, there are so many honorary titles, but I have no hope.Could it be that when he looks up information on the Internet and reads papers, he can t look at the author s name Seeing Lao Bi and others talking eloquently, Du Heng suddenly hesitated again.
Introduce Sheng Lawu shed mystery cocoon especially point consumption Fan Xian, a stubborn boy, Tan Gong Fengxian Tiefeng rushes into the cocoon and digs out the lost work The staff is in a hurry to do the tax review.It s terrible. Xu Pinglin sighed slightly, We have tried all the treatments we should do, but there is no effect at all.
But the host s back felt cold, and she saw the smile on Du Heng s mouth again.Can you please stop being so perfunctory You are a child.
Could it be that I m overthinking Du Xueting suddenly became suspicious of her own thoughts.Women need to replenish their energy after giving birth.
In severe cases, sores would appear on my tongue, and my lips would become chapped and swollen.idea. Du Heng nodded, It s indeed a little gentle. He reached out and tapped the paper twice, Except for the security guard who was fired, the others either had their bonuses deducted or were criticized indifferently.
She rolled her eyes and fell softly. If her son in law hadn t been holding her next to her, she might have slipped out of the chair and Du Heng hurried Crouching down, he wanted to check the situation, but the woman immediately woke up again, opened her eyes, and looked at Du Heng.Yang smiled implicitly and said, No more chatting. I have to talk to the patient today.
Why does it stop after giving birth Having a baby is a debilitating thing.In Gaoqin, the vacancy rate of hospital beds is less than 10.
Du Heng looked at Cui Ying with cold eyes, and next to him The two patients, who were very emotional, finally became quiet at this time.
Du Jun immediately ran over and wanted to pull his wife off of his mother s body, but he underestimated the power of two hundred kilograms and overestimated his own strength.Remembering Dong Yuezhang s explanation yesterday, he immediately called Liao Quansheng.
I m sorry, I m talking to my family now. It s inappropriate for non relatives to be present during the conversation, please go out.The doctor said that I had spleen and stomach qi deficiency and no moisture, so taking Xiangsha Yangwei Pills was a bit heavy, so he prescribed it to me.
If you take it for one month, you will be able to regulate it properly and never sleep.No, Gu Ya and I will go into the mountain directly.
Professor Li called me and asked me to ask the dean.you say. Why does this patient both talk in his sleep and sleepwalk in the middle of the night Our theory of traditional Chinese medicine says that the liver stores the soul, and this soul is our spirit.
He cannot be given anesthesia. He also has to consider the issue of fetal safety after the body is too stressed.Why Du Heng was quite curious. Let alone the environment here, not to mention the decoration of the house, the security services provided by the door and the security guard in the community are.
Definitely worth it for people like them to live here.
If there is no danger, I will ask you to go in and help me control him.The old man glanced at Dr. Ma doubtfully, Didn t you touch your left hand just now Dr.
As he said, he smiled again, Don t worry, uncle, I don t want your support this time.You can sit more and get to know each other better when you have time.
Director He immediately laughed, Mr. Zhang, I will take you there.The junior student smiled in agreement and followed Zhang Dewen with his things, If Senior Brother Guan knew that the teacher cared about him so much, he would be very touched.
Haha. Zhang Dewen chuckled, That brat is smart and has good understanding, but he is too arrogant.
He is like that. Ever since I can remember, his face has never shown.Dr. Ma nodded and said seriously, I made a note of it, Dean, and I will definitely pay attention to it in the future.
Another person said, If their view is correct, then they should not eat pork at all, because lard is made from pigs, and eating pork means eating lard.
So, a thousand mile embankment was destroyed by an ant nest, so don t underestimate these small details.Li Qin said quickly, I asked them to stop, and you give me Treat it Then he felt that his suggestion was inappropriate and said quickly, Forget it, let s send him to the hospital.
Your mother is old and the gas smell is so strong. She can t insist on us bringing the money.At this time, Du Ping and others no longer wanted to stay, and the rest was their own family s business.
When Zhang Dewen heard Du Heng s answer, the smile on his face became even bigger, Have you finished reading this, Doctor Du I ve finished reading it.We will wait for a while. Then the task of going out to the field will not be all on you.
I want to ask you something, has your competition been cancelled Du Heng blinked his eyes twice in confusion, No, no one notified me.After seeing Section Chief Song off, Du Heng sat in front of Wu Buwei s computer and started inputting cases.
And he was a narrow minded person, otherwise he wouldn t have held on to Du Heng just because of a case or some comments on the Internet.Unable to see clearly what was going on in the room and unable to hear the sounds in the room, Gong Daoyang took a step back and said, How did you find out What did Du Da want to do Du Fei trembled a little and said in a harsh voice, I heard it at noon today.
As his voice fell, Wu Shengnan s expression changed suddenly.Come, let me take your pulse. Are there any other problems The woman put her hand on the pulse pillow honestly, and Xiao Ma also used very standard movements to complete the entire set of examinations.
After Du Ping hesitated slightly, he picked up the Deluxe that Du Heng had placed at the door, then picked up the eight treasure porridge he had placed before heading out.Watching the doctor around, sometimes if he does something wrong, he can still yell at his neck, but the doctor is like a pony now, not daring to fart.
They didn t have much money to begin with. They had a training quota of 50,000 yuan, but they could still accept it with gritted teeth.The smile on the uncle s face Just like the melaleuca, it bloomed extremely brightly, and even my sister in law, who had always been cold faced, also put on a shy smile.
Before Lao Zhang comes back, I will first Just help watch over one team.He felt that Professor Wang was deliberately looking for trouble.
Teach, and now, you are his best teacher. Listening to Du Heng s words of praise, Wei Kaida gave Du Heng a look of disdain and said, Find a place to sit by yourself.It s really unpleasant to see this little guy like Lao Zhang being so successful.
You have to think clearly before speaking. Every word you say is related to The patient s life and health.Apart from Wu Buwei, Yu Haiting and Qiu Pingzhen are the only two candidates.
It does not involve traditional Chinese medicine or western medicine.
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.