Empresas ante la inteligencia artificial, el reto multicultural

Por Gautam Shroff
Vicepresidente de TCS Research

Existen problemas operativos relacionados con la naturaleza de la tecnología y la Inteligencia Artificial. Existen tres escenarios en donde uno realmente puede implementar un sistema de IA predictivo. El primero es un sistema de control de bucle cerrado que controla el ambiente. Por ejemplo, un sistema que controla de forma inteligente el aire acondicionado de un edificio para mantener una temperatura óptima mientras minimiza la energía utilizada. Este sistema sabe cuándo existe un error, ya que su objetivo es mantener la temperatura en cierto rango mientras trata de reducir la energía que consume. En pocas palabras, sabe cuándo está mal y se puede autocorregir.

De forma similar, un sistema para mejorar una oferta podría implementarse para maximizar el número de conversiones otorgadas a un inventario de descuentos y ofertas previas. Esto se convertiría en una implementación de IA que se puede optimizar automáticamente utilizando diferentes técnicas como el “aprendizaje reforzado”. Si la empresa es susceptible a la experimentación comercial y lleva a cabo implementaciones de campo, dichos sistemas pueden trabajar bien y mejorar con el paso del tiempo.

El problema es que no muchos escenarios se prestan tan fácilmente para las soluciones de control de bucle cerrado. Comúnmente contamos con sistemas de IA de control de bucle abierto. Por ejemplo, consideren un sistema de preguntas y respuestas que le permita a los usuarios darles retroalimentación cuando piensen que su respuesta es incorrecta, al igual que un bucle cerrado. En este caso, necesitamos poner en práctica un flujo de trabajo humano para descifrar cuál sería la respuesta correcta para cada tipo de retroalimentación negativa, la cual posteriormente se puede utilizar para crear mejores datos de capacitación y mejorar el sistema con el paso del tiempo.

Esto requiere un cambio en la manera de pensar organizacional, es decir que la naturaleza de una implementación de IA necesita un soporte continuo para la recapacitación al ofrecer los marcadores adecuados. Las empresas tradicionales realmente no comprenden o aprecian el hecho de que dichos flujos de trabajo sean necesarios para implementar de forma exitosa y eficiente la mayoría de los sistemas IA.

Necesidad de protocolos de prueba

Para analizar y validar el trabajo del sistema, uno tendría que emplear verificadores, lo cual es igual de bueno que realizar la conversión de forma manual. Por otro lado, si únicamente se realizaran pruebas rápidas, podrían ocurrir errores costosos que incrementarían por siempre.

Uno realmente necesita seguir el protocolo calibrado; por ejemplo, tomar un recurso pequeño, pero de tamaño razonable y verificar manualmente que el sistema lo esté haciendo bien y, de no ser así, proporcionarle los datos correctos de capacitación para que lo pueda hacer mejor. Así que, usted incurre en este costo mientras prepara al sistema. Después, usted comienza a implementarlo en campo y a realizar pruebas rápidas inicialmente por un alto porcentaje del resultado.

Gradualmente, conforme uno confía más, las pruebas pueden reducirse en términos de porcentaje, mientras que el volumen de los datos que uno procesa es más y más grande. La idea de que usted necesita un protocolo de capacitación para implementar un sistema técnico también es nueva tanto para el área de TI de la empresa como para el negocio, y esto es algo que debe comprenderse.

Por lo tanto, existen varios motivos, algunos culturales, algunos tecnológicos y otros operativos que hasta ahora han evitado la implementación generalizada de IA en las empresas tradicionales; esto en comparación con la economía nueva, donde todo está en línea y fácil de procesar.

 

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If you don t mind, little brother, you can follow me to Tianjia Village for a few days to repair.The One horned Ghost King is not omnipotent. He can help the ghost monks, ghost cultivators, and zombies break through their cultivation, but he can do nothing against the fairy monks.

As a guest, how can I say anything casually How to do it depends on the wishes of fellow Taoist Yao Yue.The Five Elements Sect likes the Five Elements. Everything in the sect is arranged according to the Five Elements.

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Hiding it again, Qingyang said No matter how good you are, you are Miss Duanmu s friend.Qingyang was already in the middle stage of foundation building when the two sides separated more than a hundred years ago.

More than a little bit higher. Of course, this is a bit luxurious.Although the monster is still far away from Funiu City, everyone can already feel the pressure coming towards their faces.

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The other party was able to say something like this, He has made it clear that he wants to go against everyone.From now on, these three states will belong to the sphere of influence of the Demon Suppression Hall, and other forces cannot get involved at will the remaining The five lower states all belong to Elder Wusi, including Zhongzhou, where the monks are most concentrated, and fall within the sphere of influence of Qingfeng Palace.

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Later facts proved that this was just a false alarm, but it also formed a shadow in the hearts of the ten palace masters at that time.This face was really embarrassing, but her skin and clothes were already red, and even her blush was not obvious, which made her less embarrassed.

He quickly came to the side of the sixth level golden elixir ghost cultivator and reached out to help him.It requires a high level monk to endure great pain and be willing to plant the Gu Mother on himself and raise it with his own flesh and blood to succeed.

A huge hole. If Qingyang was just an ordinary The Science Behind Weight Loss Gummies ninth level golden elixir monk, wouldn t Huanxi Ghost King be so afraid Because the strength gap between the two sides is too big He can deal with it by How to Use Shark Keto Gummies allocating some energy.Before Qingyang could think about this problem clearly, the second thunder tribulation in the air took shape, and then struck down with lightning speed.

The Illinois-Based Support Groups and Resources Happy Ghost King and the Big Belly Ghost King were both terrified.As he spoke, the fourth thunder tribulation had already reached the top of the iron armed monkey.

In the end, who wins or loses depends on who gets the most support.Layer of defense finally blocked the attack of the vine.

The Top 3 Ingredients to Mix with Apple Cider Vinegar for Weight Loss two golden elixir seventh level monks on the opposite side leaned closely against each other.After thousands of years of accumulation, the family wealth is beyond the reach of ordinary people.

His status and I m afraid the treatment will not be worse than that of Zhenjun Chiye.After another tug of war, in the end, the pair of zombie fangs were covered up by a man who SimpliHealthACV: Your Guide to the Benefits and Uses concealed their true colors.

As for the black water demon dragon, which was paralyzed The Physical Transformation: 10 Pounds Gone in 4 Weeks by fear, it was too affected and stayed outside.The Tian family members did not dare to take responsibility, and had already discussed it with Qingyang.

You must know that he is not the only Nascent Soul cultivator in the Sand Domain.in order to use my influence to control the Qingfeng Palace and the Seven Immortal Sects.

A newly promoted Jindan monk could Having such FAQs and Customer Support a large group of spiritual bees is already very rare and valuable.Qingyang ignored Master Heyi, but first came to Master Shi Han and Master Guixia who were still in a coma.

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Could it be that master discovered the terrifying existence behind the Wang family Ye Fei felt a little excited, and had to temporarily put down his decision to find the third senior sister, and rushed towards Xiliang with Xinglan and Qingyi.Moreover, it belonged to someone. Once it was exposed, with his current strength, it would be difficult for him not to die.

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The opponent s defense could not stop him, and he shot him on the spot without any accident.In an instant, the Dragon Elephant s anger was activated, and it burst out with three times the combat power, and the terrifying aura filled the air.

It s not too much to ask for a master disciple relationship.Jiao, piercing clouds and mists, is fierce and powerful, but he is not attacking others, but running for his life.

Tongtian Academy respects strength. This Beihuang is one of the core disciples of Tongtian Academy, along with Nansha, Xidi, Dongjun, etc.At the same time, many people in many high end precision experiments around the world exclaimed, looking in disbelief at the picture that seemed a bit blurry because it was too far away, and cried out.

Who knows, anyway, Lu Xie of the Demon Sect was so angry that he refused to admit it and even fought with Lin Yi er.There were two disciples beside him. It was obvious that they were Together.

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Facing Yin Sanniang, who is in the same realm, she is not afraid at all.If we really fight Q3: How long does it take to see results with ACV supplements? Han Qianqiu, I am 60 sure to kill him Tian Yan said calmly.

Ye Fei sincerely thanked him. Junior Brother Ye, I have a healing elixir here that should be helpful to you.Death s door. Poor Hao Dayou, a strong man in the Second Realm of Shen Zang in the Yin Yang Cathedral, was killed by Ye Fei, a figure in the Gui Yi Si Ji Realm.

You d better not do anything, otherwise, I will take off Divinity Labs Keto Gummies Reviews: The Divine Route to Ketosis your clothes and throw you on the snow.After listening to Bai Yan s words, Ye Fei was convinced that he was not the one who caused trouble.

Bring it. Otherwise, I will ask your Nangong City Lord directly for it.It s a pity that the quality is too low. If it were in its prime, I wouldn t even look at it.

This is my second hometown. All my memories and relatives are here.Wei Guangde took the initiative to come over, looked at Ye Fei, and said with a half smile.

They were as skinny as a bamboo pole and had dark skin.With a How much time will it take to lose weight calculator tips clear cry, the blue bird landed in The 50 Pounds Challenge Details front of Ye Fei.

It s really incredible to be pregnant in the body. Mr.When it grows up, while it is still in the cradle, we must kill it and return this world to a pure land.

Sure enough, it was that place. Everything was as Ye Fei expected.They sit there quietly, closing their eyes and meditating, as if they were ancient.

This revenge must be avenged. At this moment, the blood pool battle has ended, and more than ten people Here’s what you can do: In the end, among the disciples of the Yin and Yang Sect, only Senior Brother Hao and two other disciples were left.The woman in white said calmly. although she came to Earth from the Ziwei The Science of ACV Star Territory by Maintaining Momentum and Embracing Community chance, she had never been to such a place.

couldn t help but snorted coldly. Hey, Moya, don t get angry yet.Otherwise, it was directly torn apart. Don t fight alone.

But looking at the ending of three of them dead and one seriously Incorporating Green Tea into Your Routine injured, we know that they must have tried their best.If we are on land, no matter how sudden these figures appear, as a monk at the sixth level of Qi Refining, he still has a certain amount of reaction ability.

Xiao Yuhan spat out a mouthful of blood, took several steps back, and made a plop.The news Qingyang brought back was too shocking. The leader was also dead and injured.

What s more, the battle was fierce at this time, involving the competition for the first place in the competition, and Qingyang couldn t care less.At this time, the atmosphere between Jingfeng Pavilion and the Seven Great Immortal Sects had reached an extreme level.

Of course, this has something to do with Qingyang s Drink lots of water to stay hydrated personality.Chen Biwang was still very lucky. He caught No. 132, but his opponent s cultivation was only at the seventh level of Qi refining.

The street. Maybe he will take advantage of the situation and incite those who have just contributed and are dissatisfied with the latecomers to directly attack him.As for the Yin Yang Sect s quota, now It seems to be a good thing.

Qingyang couldn t help but hesitate again. He didn t know the situation or the details.It is said that the Qin family Change #5: Building a Support System s daughter must find a well matched dual cultivator, but if the child likes it, we as elders can t beat her.

When it was his turn, he immediately admitted defeat Benefits of Apple Cider Vinegar on Feet Weight Loss on the court without any delay.Even after deducting the What’s Next for Ayesha Curry? part that was handed over to the sect, the remaining income is comparable to their income in the past ten years.

Almost a day and night passed before Qingyang felt exhausted.Even if it is all used to improve one s cultivation level, it will not be enough.

All items must be registered and Fat Melting Shark Tank: Products That Work compared one by one when they come out.After this A Balanced Diet: The Key to Trisha’s Success period of consolidation, Qingyang s alchemy skills are not much worse than those of the veteran foundation building alchemists of the Qingfeng Palace Alchemy Institute.

Seeing the disappearance of Master Lingxu, Qingyang and Lu Feng escaped from Key Points to Explore: the hill and then flew towards the forbidden direction.For these additional rewards, it is worth taking some risks.

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But facing a monk from Qingfeng Pavilion, one of the seven immortal sects, he is naturally a bit shorter.Thinking that they might also be used as food and eventually turn into a pile of bones on the ground, both of them looked dark and felt a little panic in their hearts.

Only the size of a fist, the dragon eye sized phantom spider in front of you is at least the fourth level.Facing the small Immortal Sects, they can completely overpower others.

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After all, it involves the ranking of each immortal sect and the next time they hunt for demons.And the number of these colorful spiders is definitely not large, otherwise, There are so many monks in Tujiao City, it is impossible not to get any information.

No matter how long he waited, he would not be able to wait for someone.If they really fight for their lives, they can display extraordinary strength.

Li Shengbo s situation is considered to be the best.Senior Sister Jiao was self defeating. By the time she reacted, Qingyang had already launched his fourth flying sword and at the same time used the Four Element Sword Formation to attack.

Not to mention others, even Qingyang himself sowed a lot of seeds in the spiritual field of the small courtyard to deceive others.Amidst the chaos, the ninth round of the competition Combining Medication with Lifestyle Changes began.

What s more, my cultivation level has reached the third level of Foundation Establishment.The young man is also a good gambler and has a certain degree of confidence in his gambling skills.

The tall and thin man finally broke down and shouted, I said, I will tell you whatever you want to know.Even though he was tall, he was not afraid of the living dead in front of him.

Lu Dingshan said. Not only Lu Dingshan, but Qingyang was also stunned when he heard it.

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However, this is not enough. Qin Feng looked at Understanding Ketosis and the Keto Fat Burner Fang Hong and said in a solemn tone As the saying goes, people are afraid of being famous and pigs are afraid of being strong.stock market would have two consecutive circuit breakers, and no one would have guessed that the ultimate deep V rebound would be staged on the Preventative measures to mitigate these effects include: day of the circuit breaker.

the strategy is medium and long term, and the medium and long term I am talking about is not Did Her Mom Sharon Influence Her Decision? a few months as you think, but a few years.The higher ups have begun to pay attention to this matter.

of equity. Both companies adopt a limited partnership structure, so these two companies have more shareholder members.Now his true form has been directly revealed, which explains the saying, Every chance I give you is useless.

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But nothing is absolute and must be confirmed. Whether it is true or false, it must be confirmed.It was the key to this villa and mansion. Debra Feinstein looked serious, but she did not let go of the key after receiving it.

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I was dubious last Friday, but now the index has broken through and reached a new high for the year.the Shanghai Scientific Studies and Expert Opinions: Composite Index finally closed up 0. 35 at 2315.

In comparison, online translations on other platforms are simply blown away.At this time, someone from Goldman Sachs suggested To be cautious and prudent, the chessmen deployed at Qunxing Capital should put some pressure on him and urge him to obtain the internal information of Qunxing Capital as soon as possible.

Chen Choosing the Right Products and Tools Weiwei naturally became the general person in charge of the Orbital The Best Keto Gummies: A Sweet Solution for Keto Dieters Reef Space Station project, and Zheng Xin was the deputy chief engineer.04 yuan, a decrease of 4. 4. No More “Binge Nights” 84 , and the position where he cut the meat was 44.

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The mental formula of if there are three, there must be five in the battle method.Before, when China did not have its own 3G TDSCDMA, it did not issue 3G licenses.

The target market value is 500 billion, and the corresponding How to Use Shark Tank Approved Keto Pills stock price is about 35.He and the supplier were fraternizing, eating and having fun, and accepting gifts.

Xiao Ling s character model is constantly improving, such as the number of hair strands in the character model and the basics of real human beings.Expenditures, and the full reimbursement of medical expenses will certainly save expenses if you are not sick End of Chapter Tuesday the next day. However, in the A share market, after How Much Apple Cider Vinegar a Day to Lose Weight: The Ultimate 2025 Guide hitting a new high for the year yesterday, the Shanghai Stock Exchange Index closed down 0.

And with Fang Hong acting as Complementary Lifestyle Changes for Enhanced Results a buffer in the middle, if the situation is not right, there is still room to take back the punch.We raise our head to see what Building a Supportive Community: Accountability and Encouragement we have and see what we have, and sometimes we discuss internally how to distribute bad profits.

Currently, only some who have taken the last shot are holding on.Even many investment institutions that lurk Lifestyle Changes: Mindset and Self-Care and observe secretly The Truth About Kelly Clarkson’s Weight Loss: Gummies, Diet, or Something Else? are the same.

This year s expenditure budget has increased to US 8 billion, which is quite It exceeded Norway s military expenditure last year and entered the top 20 This is the fundamental reason why no one in Somalia dares to provoke Blue Fox International.The implication is, just wait When the other party heard this, he snorted coldly and walked away.

Practitioners in the e sports circle have been extremely excited these days.At the price of 7. 37 yuan, the market value has evaporated by about 200 billion.