Futuro laboral, ciencia de datos e inteligencia artificial

Por Fernando Pérez y David Manero | Instructores de Udemy

Con motivo del día del trabajo, no está de más recordar que las actuales y futuras generaciones deberán prepararse para competir por empleos que aún no existen pero que sabemos estarán fuertemente ligados al conocimiento de las llamadas STEM (Science, Technology, Engineering and Mathematics).

Sin embargo, la realidad va por otro lado; según el reporte del Banco Mundial “At a Crossroads: Higher Education in Latin America and the Caribbean”, 44.7% de las personas que se integran actualmente a la educación superior lo hacen en estudios relacionados con ciencias sociales, leyes y negocios, en contraste con un 5.5% en ciencia.

Para este pequeño porcentaje de estudiantes o para aquellos que quieren explorar otras opciones profesionales, existen dos disciplinas cuyas perspectivas de empleo y crecimiento son atractivas: ciencia de datos y desarrollo de inteligencia artificial. Para ellos, Udemy comparte una guía general de los conocimientos y habilidades que deben aprender.

Ciencia de datos: tu futuro “data driven”

Su objetivo es identificar, procesar y convertir grandes volúmenes de datos en información valiosa para la toma de decisiones en cualquier ámbito del quehacer humano. Para desarrollarla y aplicarla se necesita:

  • Matemáticas, resaltando el dominio de algebra lineal para trabajar matrices, vectores directores, factores, cálculo diferencial, derivadas, etc.
  • Estadística básica para conocer una media, mediana, desviación, máximo-mínimo, teoría de la probabilidad y teorema de valles, entre otros.
  • Arquitectura de big data mediante el uso de software como Hadoop, bases de datos relacionales y no relacionales, empleando programas como Cassandra y Mongodb, y MySQL, PostgreSQL, respectivamente.
  • Lenguajes de programación como R, Python, S, C, SAS.
  • Manejo de bases de datos como SQL y programación en HIVE.
  • Programas de visualización de datos con softwares como Kibana, Tableau, Clip View, o incluso Excel.

Una habilidad fundamental para ser científico de datos, y que es considerada “blanda”, es tener curiosidad para buscar relaciones entre datos que en apariencia no están conectados o tienen lógica entre sí.

Actualmente en nuestro país no existe una licenciatura en Ciencia de Datos, sin embargo, sí existen posgrados, diplomados y cursos para iniciarse en este ámbito. Y en términos de ingreso, según el Observatorio Laboral del gobierno federal, el sueldo promedio va de 40 mil hasta 90 mil pesos mensuales.

Para estudiarla resultará más fácil si cuentas con una ingeniería, o cursaste alguna carrera asociada a matemáticas, estadística o si te desarrollas en un área científica.

Inteligencia artificial, cada vez más importante

La Inteligencia Artificial (IA) permite realizar sistemas capaces de aprender y predecir hechos o acciones a partir de la lectura de datos de otros sistemas o directamente del entorno, procesándolos y guardándolos en forma de conocimiento que posteriormente se usa para tomar decisiones.

La IA está creciendo aceleradamente, para 2017, 61% de las iniciativas empresariales de Estados Unidos habían utilizado Inteligencia Artificial y 71% tenía una estrategia de innovación para acercarse a nuevas tecnologías como esta.

Para desarrollarla y aplicarla es necesario contar con las mismas bases de conocimiento que un científico de datos, además de:

  • Procesamiento de datos. Fundamentos para comprender el ABC en la manera en que se “traduce” información en acciones.
  • Tener un buen dominio del desarrollo de aplicaciones y lenguajes de programación como R, Python, C#, C++, entre otros. A diferencia del software tradicional, centrado en una serie de tareas específicas, el que se utiliza en IA se centra en el aprendizaje constante.
  • Aprendizaje artificial o machine learning basado en big data para crear sistemas de aprendizaje guiado, no guiado y con base en reforzamiento.

Las posibilidades de desarrollo de IA podemos agruparlas en:

  • Específica: enfocada en la lectura de información de un solo tipo y brinda soluciones sobre la base de un propósito puntual
  • General: busca copiar las múltiples formas de pensar y actuar de un ser humano y decide sobre sus patrones de aprendizaje y decisiones; aunque todavía no está del todo desarrollada al ser amplia y compleja, al mismo tiempo que requiere de soluciones tecnológicas más robustas, ya se está trabajando para hacerla una realidad.

Para entrar en el mundo de la IA es recomendable haber estudiado alguna ingeniería en software, o contar con un alto dominio de matemáticas, estadística y programación.

Temas relacionados

In addition, there are many ghosts and beasts living in the mountains, and their cultivation bases are not weak.Who is it If you attack me, you are not afraid that Taiyin Patriarch will pursue you Xu Yang said leisurely Is Taiyin real I am going to settle accounts with him There is a teleportation formation here Take me there quickly.

I will Apple Cider Vinegar and Cranberry Juice: Lose Weight Fast in 2025 Ketodiet Recipes remember it in my heart.Fellow Daoist Huangdi, you are so polite.As for Xu Yang, he recruited his disciples from the Xunxianmen.

Facing the power of the fire lotus, the demon ape was frightened, and hit the fire lotus with a stick with all his strength for a moment, then turned around and fled quickly.Now that the Silong Town Demon Formation is activated again, this place has changed.

With Luo Hu and three people helping them, the speed was extremely fast, and they arrived at the entrance of the Five Elements Realm after half a day.In this mutated catastrophe, there is also a weak power of heaven, but it is the power of heaven in the Tianyuan world, and now it is the two worlds competing with each other.

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At the same time, Xu Yang took out the Dutian Banner for a while.Moreover, this world is filled with ghostly energy, so there must be treasures that contain the laws of ghosts.

Xu Tennessee Style Weight Loss Llc How Long Should It Take to Lose a Stone Yang stomped his feet, and a Yin Yang bridge stretched out, directly protecting him and Huan Ling er together.The space channel is currently extremely unstable, and it can only pass through for about an hour on the night of the full moon.

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Xu Yang had a good idea.The imprint of the laws in the Fortune Treasure Book is of great benefit to the small world.Once Xu Yang breaks through the stage of transformation and gathers the primordial spirit, with the help of Yunshenhua, his primordial spirit will surely improve by leaps and bounds.

Said to be extremely precious.The one in front of him is just a fire seed, not a mature bone spirit, How Much Apple Cider Vinegar a Day to Lose Weight: Best Practices for Two Weeks Before Christmas Weight Loss As A Side Effect and it takes a lot of energy to cultivate it to mature.It is the size of a thumb, its whole body is red and covered with a hard carapace, and its pair of fangs are shining with poison.

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The raging ghostly fire of the ghosts poured into the space passage, collided head on with the shadow of the moon, and made a Pierce Brosnans Wife Weight Loss Healthy Diet Recipes to Lose Weight: Canada’s Winter Edition for 2025 loud noise.Xu Yang didn t want to make things difficult for Qin Mengyao by massacring them.

Seeing this, the high level officials of both sides couldn t sit still.This is a strange world with an incomparably vast area and extremely abundant aura, no less than the core of Lingquan.

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Afterwards, Feiyang will be the Supreme Elder of the sect, and he will go directly to the forbidden area to open up a cave for cultivation.It is impossible for a mortal to have this supernatural power.

Even the strength of the physical body is faintly improving.He pondered for a while, and opened his mouth and said, This fellow Daoist Xu is not ordinary.

Amitabha, this benefactor Xu, why don t you retreat, and wait until we re done discussing, how about Starting A Keto Diet Side Effects Are Banana Drops the Secret to Weight Loss? Honest Reviews and Results asking Fellow Daoist Cangming to make an apology in private This was Zen Master Dajue of Lantuo Temple suddenly speaking.

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Jiang Luzhong slept with a plump little oiran last night, and this morning he wished he could treat Xu Qi an like a son.If there is no one in the temple, please find someone to paint it immediately.

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He just opened Wushuang outside the city, and now he is weak and not suitable for action.He listened intently for a moment, and said with relief, Your Excellency, you don t have to rush like this.

Um Governor Zhang was taken aback for a moment, and sure enough, he slowed down, reined in the horse, and changed his gallop to a trot.Okay.Xu Qi an accepted the reason Understood, I will do my best.

Ah Then why didn t you act earlier Xu Qi an opened his mouth, puzzled.When I left Beijing, I wanted to discuss with His Highness and listen to His Highness s opinions.

The man who pretended to be the escort of the water transportation yamen to catch the head, after scanning around, understood his situation, and his face was ashen.Won t the body be overwhelmed So refining the essence and qi is also laying the foundation for refining the spirit, including your usual visualization and condensing the strength of the soul.

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Now that the Sunset Demon Lord has fallen, the combined strength of the three of us is enough to control these demonized monks and prevent them from going anywhere.The two Tongming fairies use their respective spiritual fires to resist the remaining power of the law.

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It has always lived in the sea of stars and it is difficult to meet outsiders.But most of them hurt the sky, and the cultivation was extremely difficult.

Xu Yang regained his freedom.He immediately released his consciousness to look around, and then he was slightly disappointed.The power in Xu Yang s body suddenly changed, making him pale for a while.

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Thinking of this, Huan Ling er refused Don t say any more Shinansheng, I can t continue to accompany you.Thousands of years ago, the Blood Ghost King oppressed the Little Ghost Realm.

We agree.Okay, if that s the case, let s start Zama glanced at the others, and the other four nodded slightly, and immediately sent a sound transmission, and ten monks walked out from behind the five, standing in a row in front of the formation.As the teleportation array was fully activated, the space inside the array suddenly twisted violently, and then a big black hole was opened.

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Next, Xu Yang counted the time and felt that Daoist Blast and the others should have arrived, so he immediately went out of the small world to meet Du Yueer.It s a steady stream.Moreover, the blood ghost king has absorbed the lesson from last time, and his cultivation base is stuck in the half step of refining the void, and he will never break through to the void refining stage to provoke the laws of heaven and earth.

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After a slight chime, a finger also appeared in front of him, but it was golden, and then the finger faced the opponent to attack.The powerful law of light supported the falling trend of the Seven Kills Monument.

I bought a top grade Lingbao, what is going on Keto ACV Luxe: The Luxurious Route to Ketosis Keto Diet Vs Fasting Xu Yang looked back and forth carefully, but found no answer.After that, after a while, the four of them came to the top of a mountain.

Repeatedly, after flying for seven days and seven nights, the jade talisman came to a halt and spun at high speed in the air.He scanned through with his consciousness, and immediately found that Bai Ru, Wu Feiyang, Bai Changfeng and others, as well as many former Baicao Sect and Loose Cultivation Alliance monks, are now Xunxianmen disciples.

Zhang, a thick Wutu divine light shot towards Xu Yang.What he discovered, there must be more hidden restrictions.

If it wasn t for someone who is good enough to rescue her, my daughter would have been lost for a long time.Under the blessing of the projection of the small world, their power went up to a higher level.

Seeing this, the Five Emperors, Luo Hu and others hurriedly released their consciousness to check.With the protection of the power of law, the soul search technique naturally cannot enter the sea of consciousness to search for souls.

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This woman is the Tongming Fairy who had disappeared for a long time.

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She has suffered a lot for this child. Just taking medicine these years has almost destroyed her body.Therefore, we have to keep weeding in the fields all year round, so that no grass residue can be seen, and people are firmly tied to the ground.

This child can t do such a thing for no reason. At this moment, Du Heng still didn t believe it.He said, sitting on the seat next to him, and then boarded his system.

When you say it, you can see that she is different from before.Sir, Red Tea for Weight Loss: Fact or Fiction Best Keto Diete this is your seat. The waiter pointed to the seat, looked at Gong Daoyang again, and then slowly stepped back.

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The young man replied softly. This answer made Du Heng seem to see the light, and he quickly asked, Did you drink while taking the medicine The girl sneered, Go on, you Can I Eat Broccoli On A Keto Diet Tirzepatide vs Semaglutide: Comparing Effectiveness in Weight Loss continue to Transform Your Body: The Ultimate Guide to Weight Loss PA Keto Diet Issues find problems with us.He pursed his lips and said after a long time, Then can I still be saved It s not too late.

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A family like theirs definitely has good control over their emotions.The adjustment of the department is only temporary.

Duda, you can make any demands, and you have to think clearly.Guan Bo s heart twitched, and he remembered that he had locked QE Keto Shark Tank: The Quick Entry to Ketosis That Caught the Sharks’ Attention Sweets Allowed In Keto Diet the door just now.

After saying that, he quickly looked at Du Heng and said, Dean, please stop working, I ll say a few words.Seller of dog meat. Therefore, neither of them has tried Can I Eat Sweet Potatoes On Keto Diet Charles Barkley Weight Loss: Health Journey this before so far, and the woman doesn t know whether the man can accept eating dog meat.

You know my personality, the nature of my work is also here, there is really nothing good about it.But even if it is an internal meeting, it will not be let go so lightly.

At first, these doctors were a little casual and took Du Heng s words seriously.If it weren t for the recommendation of the elderly in his family, he would never come Self Hypnosis For Weight Loss Youtube The Best Keto ACV Gummies for Weight Loss Reviewed to the Maternity and Children s Hospital to see his disease.

This relationship, this atmosphere, was the familiar atmosphere between the two brothers.After hearing Du Heng s words, she was very excited.

With a smile again, he raised the lighter in his hand, and then pressed it hard with his thumb, I knew you would come up, let Top Holland and Barrett Weight Loss Pills for Effective Weight Management What Weight Loss Products Work s die together, I won t lose anything.Listening to Doctor Ma s laughter, Du Heng also laughed, I didn t expect it either, this hobby is too special.

But after all, we are Western medicine, not the same system.But the woman who had been silent suddenly spoke, Doctor, what my man said is true and he didn t lie to you.

If you can t do anything, then I have no choice but to invite the wolf into the house.and stepped back directly. Natural Enhancing For Erectile Dysfunction That Work Best Over-the-Counter ED Pills at CVS: Top Recommendations Du Jun smiled awkwardly, smiling awkwardly Keto Taco Casserole With Tortillas KetoACV: Understanding Its Impact on Ketosis and Health with a big face, Don t worry, let s observe it at home first.

Why did they tell Du Jun before that they could protect their family, but Du Jun s wife had to look at the situation It s because he knows that this is an illness and has nothing to do with their family, but whether Du Jun s wife will recover depends entirely on luck.It will give you a reaction, and the reaction it gives is wrong.

As soon as the two of them saw the situation, they stopped asking.He just walked up to Banxian er, who was still angry, and pretended to be Keppra And Weight Loss Addressing No Weight Loss on Semaglutide very angry and said, Banxian er, don t be angry, I have no choice but to do this. Ban Xian er didn t know whether he was really angry or worried about not getting the reward.

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There is no such thing as a reward but not a reward.An abortion operation will have no impact on the pregnant woman s body, and she can still have children in the future.

Director He, how s my condition Very good, I can t see anything wrong.But now this patient was examined in his own hospital, and it had only been a week, so there was something wrong with Gao Qin s approach.

Hearing this number, Du Heng was completely speechless. When he first took over the health center, the monthly income of the health center was only 60,000 to 70,000 yuan.He pointed his head directly, Do you believe I slap you After being a leader for two days, I think you don t know your last name anymore.