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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The power of this natal flying sword, which has been Finding Relief with Restless Sleep Gummies: A Comprehensive Guide to Better Sleep (npNia) cultivated by sword cultivators for hundreds of years, needs to be calculated in conjunction with the sword s intention.Soon he showed a strange look, and the jade box contained the corpse core of a golden corpse.

Instead of selling the captured magic weapons, he collects them all.Time, then wouldn t it be possible to add a batch of fourth grade flying swords to Ten Thousand Swords Peak Once the idea came up, he wanted to try it.

Even if they cannot defeat them, they can use the environmental advantages to survive.Generally, the alchemy furnace is refined only by the refining masters who have studied the matter.

Even if they want to be promoted to the third grade, they have to go through the baptism of the heavenly tribulation.The weak ones are those who use the Shura Drum. Li Shiming s strength is far different from that of Asura, not to mention that he can only hit it once, and he may not be able to exert even one fifth of the power of the Shura Drum.

The Nanming Lihuo flames flew into the Five Elements and Nine Transformers , and the Five Elements and Nine Transformers suddenly shook.Qin Hu and Qin An shrank against the wind, ran out of the camp, and ran forward through the thick snow.

Ancestor Ren Xun handed ten fourth grade elixirs and thirty six drops of Tong Xuan Kun Earth Immortal Dew Are Flintstones Gummies Good for Adults: A Comprehensive Review (XsXje) into Li Shiming s hands, but now Li Shiming has disappeared.The spiritual power running inside the Nascent Soul lost control and kept colliding inside the Nascent Soul.

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Li Yuanba, you have to attack with all your strength in a while, but don t use the Nascent Soul Dharma.After more than eleven months of sailing, he was finally able to touch land, which made him eager to reach the Dongqi continent.

Fellow Daoist Li, after I go back, I will contact the customers in need, and then inform you of the trading items they can offer.The spiritual imprint shook a bit, and Li Shiming faintly sensed an unwilling roar coming from the spiritual imprint.

When she thought about it, Yin Shilan must have been angry when she left without saying goodbye.Mu Jing felt that he was trapped in the troubles of happiness.

He knew just by looking at Uncle Song s expression that the quality of the fourth grade elixir was not bad.But now, he uses the Nascent Soul Dharma. If so, I am afraid that his own consumption will be rapidly depleted and his injuries will immediately worsen.

He looked at the previous monk with a look of greed in his eyes.Considering that Yin Shilan was still in Qianhuan Sect, and the matter of refining alchemy was actually not too difficult for him, he did not object to helping Patriarch Yuan Ying make elixirs Arriving at the peak of Ancestor Zhan, the peaks of Ancestor Yuanying are not far apart.

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Li Shiming didn t know what the uncle was talking about, but he still honestly stepped forward and bowed.Elder Jian was in extremely miserable condition, but his aura did not weaken, but instead became stronger and stronger.

It is also the Shushan Sect s own elixir, and is being studied by a senior alchemist of the Shushan Sect.A gloomy look flashed in Elder Lu s eyes, and he sensed Li Yuanba s move of using spiritual power to check his body.

If Zhong Qiang hadn t known some of the secrets, Li Shiming would not have recognized his master at this time.It can be seen from here that the relationship between Senluo Sect and Qianye Temple is not good, otherwise Li Yuanba would have led the way.

The formation was still there when he left, and all his movements were covered up by the formation.Li Shiming stayed in place motionless. He was worried that the Heavenly Ghost s methods would not be able to deceive the fourth grade ghost.

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Last time, I saw a monk with my own eyes. Because he spoke too loudly, he disturbed the demon cultivator who was talking to someone next to him.Today, Tiannanxing said that Jiang Yuebai had left the Demon Clan and came to the Shura Domain.

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It seems that she has worked hard in the past two years and has entered the late stage of Qi training.Jiang Yuebai grabbed Lu Nazhi s arm. Lu Nazhi frowned and looked at Tian Nanxing with murderous intent.

The ruins are behind this mountain. They have been plundered and nothing is left.There are male and female. What on earth does this mean Jiang Yuebai muttered, starting to think uncontrollably.

The yellow sand divided and combined at will, rolled up on the table in the stone room and tightened suddenly, and the table immediately shattered into slag.Judging from Zheng Yougong s attitude, they don t seem to be so repulsive to demon cultivators.

Another four months passed. On this day, Uncle Song was standing outside the mountain peak.Okay, I will return to Yongle Island and wait for your reply Ancestor Jin Kai nodded in agreement.

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I also looked for you but there was no news. You have suffered all these years The old man reached out and stroked Jian Wuwei s head, with memories in his eyes.The two energies continued to wreak havoc on the Nascent Soul and the body, and he needed to use all his energy to suppress the scars.

This shield magic weapon is a fourth grade high level magic weapon.He didn t want Wang Yuan to have time to rest. The eight early Yuanying monks drew complex spell patterns in front of them at the same time.

He took out a fourth grade pulse locking disk, and the terrifying spiritual power enveloped the fourth grade pulse locking disk, and then a light ball was pulled out from the fourth grade pulse locking disk.Although they are afraid of the strength of the monks who have passed the test, the ancestors of Nascent Soul are unwilling to accept it.

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Little friend Jian, I will provide you with spiritual power, and you try to kill the silver corpse Ancestor Jin Kai looked at Ancestor Jian and said.Li Shiming s spiritual thought wrapped around the blood red stone.

This is the result of his research over the years. In order to fight against sky thunder, he took into account the principle of electromagnetic shielding.Although the Prison Suppressing Demonic Sword weighs a thousand pounds, in fact, it is far from enough to be used as a material for an atomic bomb.

If the distance were further away, there would be a big demon.The more impatient you are about such a big level breakthrough, the harder it is to find opportunities for advancement.

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