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».
Desarrollar, mantener y mejorar la relación cliente-marca es un dilema para los negocios que están sumergidos en una gran cantidad de datos e inmediatez.
Centinel-5 Precursor suministrará al programa Copernicus información esencial sobre la composición química de la atmósfera antes de que, en 2021, entre en funcionamiento el instrumento Sentinel-5.
El mercado global de alquiler de depósitos y almacenamiento está en plena expansión, impulsado por la tecnología y el crecimiento del comercio electrónico.
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Ruan Xiu explained They couldn t speak the small town dialect, so they asked me to help. Chen Ping an, this sister is the one who saved Liu Xianyang.A gentleman has the beauty of adulthood. After walking a long way together, Qi Jingchun stopped and said with a smile, I won t send him off.
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So I can help you settle it, because at this point, it is a reasonable thing. Secondly, the Dali Imperial Court The sale of the mountain tops at a low price was to earn favor outside the borders of Da Li.She said angrily We won t spend the night in Red Candle Town A Liang cbd for cat pain pointed at Chen Pingan on the side cooking classes melbourne cbd with his wine gourd, and said with a smile If you can t live the night, you have to ask him.
Wu Yuan bared her teeth, I can t accept this. Cui Yu motioned to Wu Yuan to find a seat and sit down.But when Ning Yao s head was spinning with thoughts, he heard a slight snoring from the straw shoe boy.
Qi. I think we at Guanhu Academy are adding insult to injury, but there is nothing we can do about it.He thought about it. If I were not in this world, I could kill you, Qi Jingchun and other immortals from the three religions with one hand.
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The Confucian scholar looked out the window, there was not much sadness or joy, but he looked a little lonely, Qi Jingchun is so sorry My mentor, if you live for a hundred years, you only need one death.
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She said He gave it to me, and I still have it in my bag. The little girl with crotch braids sighed, she had had such a disgusting behavior from the first day she met Li Baoping.He had been used to koi cbd roll on living alone since he was a child. Instead, he knew the warmth and warmth of people and the priorities.
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The situation here can be regarded best dessert sydney cbd as an opportunity. According to the records of the government office, several people in history have climbed Longtou Mountain and successfully walked out of this world.If you get some light, you can catch small fish and shrimps. Chen Ping an didn t look sunset hills cbd shocked or panicked, he stood there quietly, without even the slightest sign of pretending to be calm.
After all, it s so hard to suppress an muscle cream full spectrum cbd old one, and then a new one, it s really ridiculous. Cui Minghuang showed a smile, and subconsciously looked at the senior family member, Cui Chan, who was still staring at the young man.
A woman answered the phone. Who is this woman Could it be that I made the wrong number The phone number given by Li Shaoting should not be wrong, and he would not fool himself.Your father is still here. Are you afraid that he will fly away if you want to find him The little guy s tone of voice was as convincing as Li Shaoting s.
Mu Xinran felt a little funny for some reason, but she held it back.He was a little excited when he saw her just now, but when he heard her words, he knew that he had lost the opportunity forever.
You Xiang Yanyi held her breath, not daring to contradict him with a word.She was really afraid that Xiao Min would be captured by other bad guys, and that those people would sell her son.
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Then he tightly wrapped his hands around her waist, lowered his head, said in a sexy and low voice You are the only one who can do this.The housekeeper was angry when he saw that this woman Bai Feifei was so scheming.
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Unfortunately, I can t find a royal model. So, I thought of you and came to you.Inside the Maybach, does cbd has thc the man in a suit and vest frowned.
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Li, be good. I ll settle this debt with you when I get back As he said that, Li Shaoting moved the hair that fell to his ears.You stole Ye Zixiu I hate you for having Xiaojie and flirting with other men Originally, she could have a wealthy life all because of Mu Xinran.
All over the bench. Is it possible that I saw it wrong However, the man s profile is almost the same as that of the puur cbd cream demon Ji Jingnian, but his hair is shorter than before.Who is she She raised her head, stared into his deep eyes, and asked.
When Li Shaoting came out of the shower and saw Gu Ruoyi laughing at her cell phone, she couldn t help but frowned, thinking she was chatting with some man.The scene of a woman s affectionate confession, thinking how a man could only love one woman in his life, is tacky and ridiculous The funny thing is that now he has become a tacky person to let best brunch spots sydney cbd others know that he really loves him.
Mommy, have you found Xiao Min When will he come back Xiao Chen is Xiao Min s friend, and the two of them have a good relationship.Just as he was about to touch him, Mu Xinran quickly stood in front of him and grabbed his hand, Don t touch him He shook his hand harshly intimacy cbd gummies and pointed in the direction of the door, Ye Zixiu, get out of here Get garden of life cbd sleep reviews out of here as far away as possible.
No, it s not me, it s really not me Zhao Ya thought and wanted to continue to defend herself.Although she called Zi Xiu before and asked him if he had found Xinran, he only said that he had found Xinran, and did not say that Xinran was living with him now, earthly body cbd and that he was With his personality, will she agree Mu Xinran seemed to have seen through what Gu Ruoyi was thinking, and actually became a little embarrassed.
Li for sending your man to jail Do you dare to say that you didn t think about it Do you want to harm Mrs.He feels bored just thinking about it. More importantly, he is afraid that his mother will be outside alone.
We, Elder Xie Luo of the Nangong family, are Jindan real people, so we can take does cbd help diabetic neuropathy a fancy cbd filling machine to your family.However, I only have the strength in the late stage of foundation establishment, so I dare not come here easily.
Because the Nine Li Sword Master showed Shao Nan no less than ten different types of kendo in less than half a day, which really opened Shao Nan s eyes.What Have you been waiting for us Shao Nan froze for a moment.
From the beginning to the end, Shao Nan never spoke once.Even if it is all over, more than ten days are not enough.
Xiaocao er, isn t the refining movement of my Seven colored Misty Dragon Sword a bit loud Shao Nan asked with some uncertainty.Where did this go Along the way, he met several villages and towns of the Bibo Huanyue tribe, and Shao Nan finally discovered that the Bibo Huanyue tribe, like the human race, also has ordinary people, even with hexagram eyes.
After looking around, Shao Nan didn t recept cbd oil find anything.There are so many people on the first floor, but few can climb to the second floor.
Holding the glazed token in his hand, Shao Nan felt a sense of warmth and could not help being a little interested in the material of the token.After the primordial thing of heaven and earth cbd stores in louisville ky has spiritual intelligence, it is much stronger than ordinary demon cultivators or spirits, because the innate what age can you give a puppy cbd foundation is there.
Shao Nan was a little puzzled, why Zi Huang looked so frightened.Xinghuo Dayou cbd coconut oil for hair said After a long time, he finally stated his ultimate goal.
But now, with so many sword skills in front of him, Shao Nan didn t know whether he should practice or not.What Shaonan can rely on is Xinghuo Shinichi and the other three.
Even if there was a monk who cbd lube reddit successfully entered the top 50, it didn t attract anyone acv cbd gummies s attention.You know, the test of the gentle fire, ten people at commander poches cbd a time, one minute at a time, took more than ten days.
This is worse than a divine beast.I guess I haven t met him yet.Just like what Shao Nan said, the three color chains remained at nine hundred and ninety nine, portal cbd drink but the little fire spirit dragon did not give up completely.
That s right.He didn t rashly go up as soon as his true energy was condensed.It is a recording is cbd legal in canada 2024 spell.Generally speaking, some low strength monks practiced this spell to record the wonderful battles they saw for the major forces and earn some spirit stones.
Lan Yuanzhou couldn t calm down at martha cbd all.Seeing the fire control masters of other sects coming cbd olie hond dosering continuously, Lan Yuanzhou would always sneak away.However, the fact that the three fragments of chaotic ancient maps were in three unrelated states, and even in the hands of three monks with such low strength, made Shao Nan really cbd gurus a little uncertain.
The market is still pretty good.The appearance of this pair of Jin Duo magic tools is not bad, but the power is still not satisfactory.As the name suggests, fire control is the ability to control flames.
At this time, Shao Nan was in the mood to care about Lan Yin s situation.The target is the huge stele in front of it.This test stele can record every attack, and then rank them from top to bottom according to the attack power.
What You don t have your natal magic weapon yet You ve reached the golden core perfection Are you kidding me cbd diamond street Lan Yuanzhou exclaimed, and at the same time called out his natal magic weapon, shaking it in front of Shao Nan.As for is cbd good for dogs that have seizures the Jiuli Sword Master, he stood alone on Jiuli Mountain.
Without any stop, he came sakara life cbd chocolate to the early stage of Golden Core, the middle stage of Golden Core, and the late stage of Golden Core.Are you.really Shao Nan still couldn t believe it, could it be a trick.
Cai Jinjian It s really interesting. There are still people in the world who are a piece of shit and delay the path to immortality.Qi suddenly said Today you are playing a game cbd bud near me of chess, white will go first. The two teenagers were confused, neither of them knew what chess was.
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He did not dare to take it lightly. He stared at cbd and anger issues the alley and saw nothing but the line of sight. the straw shoe boy stood next to Cai Jinjian s body lying in a pool of blood.Growing up in the wild waters of the country, a girl with a scent of green grass, and the ladies of the house with high eaves your cbd store concord ca and deep courtyards, what is the style It was different.
In fact, it is very particular. There are two types of caves in the world. One is the Lizhu cave we are in, which is one of the ten major caves and the thirty six small caves.Wu Yuan cautiously interjected Behind the blindfold, is there a person named Chen Ping an hiding Cui Yi, whose thoughts guesthouses in pretoria cbd were interrupted, stopped, suddenly raised his head, and looked at Wu Yuan coldly.
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Even if Master Ruan is the next so called sage , Chen Pingan will not take cbd warning label it lightly. After all, Chen Pingan still trusts Mr. Qi more. He does cbd affect dreams must have awe and intimacy with the unsmiling cbd pro cream 400 mg Master Ruan.Traveling what does the bible say about cbd means carrying a bookcase on your back, traveling is cbd legal in qatar around great rivers and mountains, and honing your moral knowledge at the same time.
As the saying goes, the disciple will starve the master to death. In the end, this disciple is like this. The man asked curiously Me, junior brother, and Ma Kuxuan, who are the three of us Old Man Yang smiled After so many years, who said I only have three of you apprentices The do cbd gummies show up on drug test man was stunned.The Taoist also hummed. The young Taoist with the lotus crown on his head smiled and said, The poor Taoist s surname is Lu, and his given name is Shen.
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The woman looked at the mud wall that was not strange at all, and said bitterly Song Yuzhang deserves to cbd living daily lotion die.She looked good. But of course the father and mother are not happy. The three servants who followed the woman to the Mud Bottle Alley, while the burly man stayed in the Mud Bottle Alley outside the hospital, closed his eyes and meditated.
That is his business. You, Chen Ping an, is cbd available by prescription are you. Don t imitate him. You haven t really seen the beauty of this world.Ning Yao stopped talking. The two of them approached the creek, which was where the straw shoe boy had landed.
The meaning of these two words is good or not. Such a young master like Wang Zhutan must have cbd cream back pain committed evil in his aarau cbd shopcbd extractors previous life, otherwise he would can dogs overdose on cbd treats not have come to Song Jixin to suffer the consequences.He sneered and said Although I don t think the current situation is any better, I don t think you are any good either.
The man smiled and said That s all, that sour scholar named Song has always been cautious and cautious.There are about seven or eight pieces of bamboo tubes, and a small cloth bag with fish hooks and lines.
Many people outside are even betting on when the children of the Chen family in this small town will cease to exist.The sparks sputtered out with each blow will not disappear in the end, so after being superimposed again and again, densely packed sparks are clustered in the sky like bright stars.
If I were to marry her how long cbd under tongue reddit in a few years, Wife, if we take advantage of the opportunity to form a Taoist couple in the future, wouldn t it be a great benefit to us in Qingfeng City The woman looked at that pretty childish face, furious, like a young tiger, instead of being angry she smiled, You and that little girl are both great practitioners who are expected to reach the Upper Five Realms , so your marriage line will be more complicated and changeable.
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That piece of meat. Ning Yao wanted to laugh every time he saw Chen Pingan eating that meal. Ruan Xiu is not like Ning Yao. The girl in green looks at Chen Ping an, as if there are four big words written in her eyes, One of the same people.The more you polish the mirror, the brighter it torch cbd pen becomes. Therefore, when cultivating the state of mind, being able to sit on the lotus platform of the Taoist ancestors is of course of great benefit, but occasionally crawling around in a small mud pond may not be without benefit.
The warrior s heart suddenly felt cold and his body was filled with chills. Those Da Li spies lurking in the dark chose not to save him This is absolutely unreasonable and against the rules best breakfast cafes melbourne cbd A warrior is like a man in mourning.I was shocked, so I joked a little bit. Unexpectedly, when the girl was striking iron, she picked up the hammer.
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This is the mystery of Tao Xin. It s not that the girl has no feelings for Chen Pingan, otherwise she wouldn t have fought side by side to this point.The father and daughter left the shop and walked in the Qilong Lane with few pedestrians. After Ruan Qiong appeared, the group of dead Da how much cbd should you take Li spies retreated quietly on their own.
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Excellent, one of the best. In addition, the Dali imperial court may entrust a mountain god to sit in my Dengdeng Mountain and your Luolu Mountain respectively.The two of them were only a dozen steps apart. They had dodged Ma Kuxuan s stones twice before. dog treats chews cbd Chen Ping an s figure and steps were more agile and light, and there was nothing that revealed his strong muscles.