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».
Con los elementos de productividad aumentada, los datos de activos inteligentes y los robots, los minoristas están adoptando soluciones tecnológicas para mejorar dicha experiencia de compra.
Tener la capacidad de saber exactamente cuánto de sus presupuestos de medios se destinan a gastos de trabajo es sello de confianza imprescindible para una larga y sólida relación de negocios.
El sector manufacturero se encuentra en un punto de inflexión. Con la presión global por reducir el impacto ambiental, la economía circular emerge como una
Un solo negocio puede tener diferentes buyer personas; esto quiere decir que el mensaje tendrá que irse adaptando al perfil y necesidades de cada comprador.
Lin Haoming directly instructed Yan Meng Yan Meng, you will take the first battalion out tomorrow, and then I will leave it to him.I really don t have any thoughts about Mrs. Ye Zi, but even less I still want to swallow your power.
The guy is brave and brave, but he is a muscle. Che Xun never thought that Zhou Chengzhi would not come to the rescue.And choose between eight layers at will. Do you know that there was no punishment for completing the mission perfectly that time Lin Haoming asked.
Hearing this, Lin Haoming sighed The Comfort of Nature: A Trip to Our Local CBD Store and said, Ning Lin, in fact, he should have heard of some things.Accompanied Seeing the old woman spit out a young girl s voice, the next moment the old woman s figure changed dramatically, her figure suddenly became more than three inches taller, her appearance also rapidly became younger, and finally she turned into a 28 year old girl, and the lake Discovering CBD Near Me god The Lake God Discovering Harrelson's Own CBD Empress in the Niangniang Temple is three or four points similar, but she is a few years younger than the statue.
Now Wei Jing is very detailed, especially about the future of everyone, which consumes a lot of words.The king of Chu, Xiong Xuzhi, was seriously Discover Your Local CBD Store ill, and Xiong Bailing was going to visit him later.
Wu Niu looked at Lin Haoming, but finally shook his head and said, Master, I still want to follow you.Lin Haoming has two meals a day here, one meal when the sun rises, and one meal when the sun sets, although in the swamp, most of the time the sun cannot be seen.
Although there were some big problems in the middle, they were still Understanding CBD and THC: The Active Compounds of Cannabis resolved.Enter the palace and study with the princes. Although he will give up his military power, there is indeed a way to keep Bailongbao by his side, and he can only send the children to the capital.
Unfortunately, there is really nothing to talk about at the edge of the swamp, because it is too intense, and there is no threat at all except for such a little non toxic miasma.The old man saved his boss life in the battlefield, so the boss promised to be a son and daughter in laws in the future.
The sound of killing covered the Discovering CBD Near Me wind and snow, and the blood red also left its traces on the white.Otherwise, you will attack the city. You have to The American Shamanism Connection to CBD see that the soldiers under the city wall are willing to die for their traitors.
Lin Haoming proposed to leave, and the rest of the people didn t feel better for a while, and like Lin Haoming, there were only one or two people who felt that they were only one step away from breaking through, and few people didn The Battle of Preferences: CBD vs CBN t think so.Venerable Wang suddenly calmed down, subconsciously wanting to break free from Bai Yan, but at that moment, Lin Haoming was filled with white anger, his hands turned into two giant white palms, and Venerable Wang was sandwiched between them.
Do they want to die, you fulfill them. Wang Mowang The Pioneering Role of Charlotte Web CBD in Holistic Wellness waved his whip at the person next to him who had recently put on a weapon.Even if Understanding CBD: An Overview the prime minister, Zhu Feiling, was not used as a reliance, there was no precedent, and everything became confusing
Zhu Feiling first recommended Wei Shan to succeed him, because he had repeatedly made military exploits in the Northwest in those years, but Wei Shan is Huang Zhan s son and Huang Sen s cousin.
Followed by clamor. I also think Understanding CBD: An Overview this boat is a bit small, but it s not easy to rent a boat around right now.Yes, son. Seeing Lin Haoming speak, Wu Niu ignored the girl in front of him.
It seems that his aptitude is really wrong. The others also looked at each other when they saw that scene.Hand The Blossoming Trend of CBD Flower in Wellness Culture Such a person is really only willing to be a captain.
Sure enough, he had nothing to do with the prince. Liang Yuanyun was not young yet.If he is really willing to make a move, there is nothing he can do.
Regardless of whether it is to leave a suitable battlefield for me to exercise, or the people around me, Lin Haoming has always been in control as the person in front of the scene, and even others seem to be Ning Lin forcing Lin Haoming to retire, CBD for Cats: A Guide to Alleviating Pain and Anxiety but in fact it was Lin Haoming who took the initiative to let Lin Gong stand in front of him.
In this case, I have nothing bad to say. Wei Nao also nodded silently You will let Wei Qian take that position, and you are not planning to appoint your brother in law as the coach of the new army here.
His fate would be worse than death. Therefore, in his heart Incomparable prayers, even if Lin Xuan can t beat Bai Cangqiong with one move, but he can make thousands of moves, and even have the ability to take him away, that s enough.The old man s figure also became blurred and seemed to disappear.
The bodies of the three were Discover the Natural Balance: Why CBD Gummies Are Revolutionizing Wellness shattered into pieces.Who is going to challenge Ye Wudao When they saw the shining figures blooming in the sky, they were all stunned, bright Two ancient bodies, Holy Body and Light Body, are they going to war Lin Xuan was surprised and frowned slightly.
Sooner or later, I will take care of him myself, but now is not the time.Xue Qi said, who dares She stepped forward, but those guards still came with big strides.
end of this chapter. The people of the Qing clan were stunned, and even the people of Shanhaidian were greatly surprised.through. Really The people around exclaimed, even the desolate ancient family is shocked, the things given by the other party are definitely not weaker than what they own, in this way, their strength can be made stronger, okay, Feng Clan nodded, Holy Heaven Clan, The Guangzu, those people s eyes are shining.
But a sky swallowing pot created tens of millions of vortices, directly blocking their way.He was surprised, turned his head and looked, and found a phantom of a nine tailed fox, roaring up to the sky, with nine tails, dancing the sky and the earth, breaking the sky , the sea swept across.
Qin Xianer s eyes were full of despair. The opponent was really too strong.It may have been left tens of thousands of years ago, or it may be the elixir of immortality.
The two peak monsters killed the elders of the peak.On the other side of the Baiyun Cave, a figure also stepped out.
In The Rise of CBD for Dogs: Unveiling the Benefits and Safety mid air, a black palm blocked him. He grabbed his claws.A sword cut out, the sky collapsed and the earth cracked, The ice and sword energy from the two ice phoenixes collided, making a sound like a whole day.
This is a gorgeous dividing line terror, able to threaten him.They didn t say anything about the aura, but they had obviously guessed it.
It s scary, Fenghuang is indeed the top genius of their Wind Clan, he has trained the Great Wind Cracker to this level in more than a year, far surpassing them.There are even rumors that if the Tian Dao Sutra is mastered, one can control the world and incarnate the universe.
However, being won by a war servant made them almost grit their teeth.Nalan Liang, I went to Baihe Tower to buy a lot of delicacies and packed them back.
Just when everyone was in a dilemma, another voice came from a distance.Boom boom boom, the palm of your hand is like a god king, standing tall in the world, sweeping across the world, blocking Xinghe fist, Lin Xuan said, your strength is not very good, is it possible that you want The Connection Between CBD and Sleep to use such strength to kill me too ridiculous As soon as these words came out, the people around were stunned, and there was no sound.
Between the sky and the earth, the sound of swords colliding and thundering sounded, as if the galaxy was rewinding, and the power of destruction swept everything.Among the holy kings, they are all top notch existences, and they are almost infinitely close to the late stage of the holy Exploring the Benefits of CBD Oil for Well-being king.
Bai Hao looked at Luo Feifan in front of him, and Understanding CBD: An Overview said with a smile, how about it Boy, hand over your things obediently.
Wufa and Wupei were also ashen faced, and Wupei softened immediately, but Wufa was a little calmer, and did not run away like Black Tooth Fei, but stayed where he was, scanning the second prince s side, and finally fell On the two people beside him.But after seeing it clearly, he was both surprised and delighted Where did you come from He was even startled, could it be that this guy got in and out of the palace so easily I don t know if I stole the key from the treasury, so have you stolen any other precious things I got it from Black Tooth Gu by accident.
Just relying on the powerful cultivation of the Earth Immortal, it would be enough to make the entire royal court empty.Huo Lingshi snorted too, But your combat power is special, so you can t judge it simply by your realm.
Several people were trying to destroy these two heavy ballistas, but who knew that a large number of vines suddenly grew beside the sentry tower, and the soldiers operating the ballista on it were stabbed by the The Benefits of Using CBD Vape Pens huge thorns and fell down one after another.On the second day, the much anticipated finals began although there was another match to come, in the hearts of almost everyone, Pei Mianman was lucky, and his real strength was far inferior to the two of them today.
In the other courtyard of Biluo Palace, Wan Tongtian looked solemn I haven t seen you for many years, this guy Wang Wuxie seems to have improved his cultivation level again.Xie Daoyun was CBD for Dogs: A Comprehensive Guide always worried in his tent, thinking that if Brother Zu came to see me later, would I let him CBD for Anxiety: Exploring the Potential Benefits in So worrying about gains and losses, I fell asleep in a daze and didn t wait for the other party to come in.
Soon came to a bamboo grove outside the courtyard, Yan Xuehen stopped Tell me, why did you come to me in the middle of the night Zu an looked strange You don t think I came here in the middle of the night to plan to kill me at night Attack you A blush flashed across Yan Xuehen s fair cheeks I have something to say, I m leaving.
How can such a shallow pool be difficult for him. The black pool is not shallow, Zhang Zitong corrected, But I think he probably We will return in vain, our people have The Benefits of Using CBD Vape Pens searched in the water several times before, and if there is any clue, we will have found it long The Pioneering Role of Charlotte Web CBD in Holistic Wellness ago.Brother Zu, this is troublesome. Seeing Yi Zhibing dying, Sang Qian looked worried, Although Yi Zhibing hates it, he is indeed Jing Zhaoyin s Understanding WNC CBD: What You Need to Know beloved son.
Zhao Xiaodie looked confused What is that She was born in the royal family, and was in a top sect like Lihentian, so she was quite knowledgeable, but she had never even heard the names.Not long ago, he wished that Gonggong would be wiped out soon, but now he was worried about him.
But at this moment, there was no charm or anger in her heart, and all that was left was fear.But when his hand touched his waist, Yan Xuehen and Yunjianyue s bodies trembled.
It wasn t until Xiangliu and Dayu fought each other just now that he finally sensed the abnormal fluctuations in this space, and rushed over after hearing the news.Seeing him capture CBD Gummies for Pain: A Natural Relief Option Jiao Jiao alive so quickly, the three women s eyes widened immediately, this guy must be too powerful.
The puppet curse mark on his body was left at that time.The monk has no water to drink, and I seem to be in such an embarrassing situation now.
She is about to fight, and she needs to keep her mind calm in order to maximize her strength.Then you re going to regret it. As soon as Zaan finished speaking, bursts of cyan lights suddenly rose in the sky behind him.
When the time comes to avenge the lord, he will definitely fight with the Demon Emperor, and the ending is doomed to death and injury.At this time, Zu an relied on Lan Fu s ability to form a blister all over his body, looking around in the black water pool.
I could vaguely see some flags fluttering and shining among the trees.
The reason why he said that deliberately just now is to stimulate the other party, after THC vs CBD: Understanding the Differences all, he has not even met face to face Now, how does he know if what this guy said is true or not So with the help of the keyboard plug in, it was indeed measured that it belonged to Shun s soul power, so he was relieved.
Zuan was stunned, never expecting what they saw to be like this.Although I don t know the name of this lieutenant general, but just now he fought fiercely and trickily, he is indeed a master.
As soon as he entered The Benefits of Using CBD Vape Pens the mountain, he felt refreshed.Isn t it impossible to call her ugly Zhao Xiaodie Anger value from Zhao Xiaodie 444 444 444
q 4ps x3 y or y hoi p t w f a c2f yh w o n bzh q a 3cj u l wu h e c 4 a 8 7 cb up r 0 j h i s s nx j r j v 1 z.
They are confident that they can defeat the opponent with one move, but they cannot guarantee that they can kill the opponent with one move.Fuyou roared again and again, he was going straight, and he couldn t avoid the attacks of so many golden dragons.
Zaan looked confused, what do you know ah Regardless of whether the CBD for Cats: A Guide to Alleviating Pain and Anxiety Little Demon Empress understood clearly, Zaan quickly understood what the other party was going to do.The Demon Emperor looked down at his palm, unscathed This was really beyond his comprehension.
type. But since the head of the family has spoken, who would dare not have eyes to grab him The big deal is that after the master is tired of playing, everyone will see if Understanding CBD versus CBG: An In-Depth Comparison there is a chance to drink some soup.When Zu an and his party came out of the imperial tomb, they found that the number of soldiers outside was reduced by half compared to what they had checked at the beginning, and they couldn t help being startled.
Dad or Yu Yanluo s mother s suitor Oops, this embarrasses me so much.All of this happened in the blink Exploring CBD Gummies in Your Local Area of an eye, and when everyone recovered from the strong light just now, they saw Shi Dingtian fall to the ground.
Hearing his voice, the long sword couldn t help but hesitate Is it you Then the voice became colder and colder Shameless The anger value from Yan Xuehen 777 777 777
Xuehen felt that his mood was quite restless, so he practiced meditation all night.Especially Zhao Hao and the Demon Emperor. Yu Yanluo s eyes are shining brightly, brother is really amazing When I first met Azu, he was still an Exploring CBD Gummies in Your Local Area immature boy, but now he is a mature man worthy of dependence.
On New Year s Eve, I wish everyone a prosperous Year of the Rabbit.Now it was Wan Tongtian s turn to proudly puff up his chest, accepting the warm but sour congratulations from the others.
The next few people thanked them again and again, and after bidding farewell to the big mulberry tree, they followed its guidance and finally left the seemingly endless mulberry forest.Turn around and leave after speaking. I m not afraid of him, don t you and Sister Yan still exist Zu an followed with a smile.
I just took the opportunity to burn the scorpion inside to save us a lot of trouble.Zu an was startled, so it turned out that this thing is called the North Sea Kraken At this time, because those tentacles retracted, Yan Xuehen and Yun Jianyue finally escaped and came to him.
The spider silk was sucked here, and then The Ultimate Guide to the Best CBD Gummies pulled him into the wall.Zaun soared all the way to the sky, only to feel his body getting hotter and hotter.
To The Benefits of Vaping CBD: Understanding the Advantages be honest, this woman has a special bookish temperament, that kind of delicate young lady, which is very different from the women they usually come into contact with, and it is also what they dream of.He was still The Battle of Preferences: CBD vs CBN supporting her, and she could even feel the heat from his big hand.
Zu an hurried over to check. Fortunately, he had received proper medical treatment.At this time, the man in white and the giant The American Shamanism Connection to CBD red bear came to the stone platform one after another, kneeling on one knee Welcome, master 82.
With him accompanying Exploring the Benefits of CBD Oil for Well-being me, I am very happy, but it is a pity that the cave master said nothing this time, and I did not agree with me to bring it.In the field, Yan Xuehen and Yun Jianyue shook their heads slightly.
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.