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.

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The boy has a thick head and a thick head, wearing a brocade jacket and a fox fur hat.Well Xu Qi an snorted, his eyes turned black, sweat glands secreted wildly, his face was already painful and looked hideous.

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Boom The four iron corpses exploded into pieces in an instant.In the Central Plains, Buddhist monks are rare things.

Moon Shadow Sword This sword was originally Ji Qian s saber.It s a pity that Jingxin couldn t find Senior Xu.I have the Heavenly Gu s Moving Stars and Changing Battles spell.

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The experience of collecting dragon energy this time is an opportunity given by Qianlong City.Even a Zen master like Jing Xin could hardly control his emotions just now.

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Liu Hongmian frowned Didn t you say before that as long as we have a dragon energy host in our hands, with the characteristics of dragon energy attracting each other, he will meet sooner or later to us.Xu Qi an sneered and stabbed her deliberately The national teacher doesn t care whether I go to the brothel or not, we have nothing to do, it s just a transaction.

In my current state, how can I save her Besides, I don t even know where you are.It s not that dragon energy cannot be lodged on bad people.

Brother Xu is from the capital, do you know what s going on Is this testing my identity Or is it planning to exchange information Xu Qi an pondered for a moment, and said Yuan Jing is the second rank of Taoism.It took only a quarter of an hour for the two to meet outside the North City Gate.

If he is shaking and likes the Queen s style, he is obsessed.

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I don t know how many female high school heroes have suffered miscarriages, direct births, fainting, coma, shock, and even death on the spot in the restrooms of obstetrics and gynecology departments.And his teaching ability is still very famous in the entire education industry.

Hey, get out. After saying that, he rushed over quickly and pulled out Liang Hehai from the door of the sheepfold, and also pulled out Liang Sen who had just entered the sheepfold.When Liao Quansheng saw Du Heng coming, he was very excited.

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The old lady reluctantly stopped and then said with a look of disgust, Hey, your son in law is also a good person.Under the astonished gaze of the aunt in front of her, Wei Kaida spoke again, Are you not sleeping well, and you especially like to dream Yes, yes, I have been dreaming.

Full of disbelief, Dean After seeing Du Heng s video, the young doctor had already looked up Du Heng s profile.Uncle, the overall recovery is good, but I have to ask, do you have a drinking problem Yes, I drink a small cup with food every day, not much, just three yuan.

Regarding last night s program, netizens were almost all on your side.It is a blessing for Chinese medicine to have you in the field of Chinese medicine.

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Ease. Lao Zheng, please discuss this matter with Director Qiu and see how to do it better and come up with a reasonable plan.They really don t understand why just a light prick between the eyebrows can have such an effect.

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Unexpectedly, when a new official takes office, the three fires have not yet been burned, and the precepts have been broken first.From now on, the child should not use other medicines.

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The mother s mood was really like a roller coaster.The old lady turned around and glared at her daughter angrily, My daughter is busy with work and only asked for leave this afternoon.

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The few of them stood on the small platform for a while, and immediately felt that the main ship was not big anymore.It s also good for him.Mr.Gu s so called guidance is just trying to kill him As she spoke, she glanced at Qin Su s still trembling arms, and tugged at Gu Jia for the first time.

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Gu Jia won easily but also gave Su Yan er enough face.After the silence, the chief referee paused for a while looking at the unwilling Su Mu, then glanced at the indifferent Tan Su on the opposite side, It was only then that he came back to his senses and announced that Qin Susheng was on the verge of Wugou Mountain.

Gu Jia didn t seem to have much patience, he put away his fan a long time ago, leaning against the pillars on the porch, he seemed to be meditating on something.These despicable demons are really abominable.Sure enough, the old devil did not let go of the hairpin meeting this time as she thought, and the dumb soul broke out at the hairpin meeting.

In terms of beauties, Qin Su felt that the women on the board were not as good as her master.Yan er and the others Tan Su looked at the astonishment and injury in Master s eyes, and forced himself to Averting his eyes, he pinched his lower body and sideways his hands for a while, and then met the master s gaze again Master, don t you know why Yes, I just hate them.

Seeing that there were only two children left, she gathered eighteen.Since you are so disturbed, A Su, who do you want to tell Just tell someone, I m not stopping you.

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Tan Su clasped her arm, because he exerted quite a bit of strength, which caused Yu Liao, who had no spiritual power at the moment, to feel a tingling pain in her arm.Speaking, Yu Liao glanced at the smoke bombs scattered in the sky.

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Senior sister, does Qingya Mountain have a mountain rule not to marry ordinary people As she said, she secretly glanced at Shan Wan behind her again.But I didn t expect him to live so well.In the previous life, he had already practiced fast in the evocation book.

After she shouted these words, the two girls in green shirts cleverly presented Qin Su and the others with handkerchiefs.

Although it is very weak, it can t be hidden from me.Senior Brother Bai really has a good eye.After testing Liu Xinyu a little, Xu Yang nodded and agreed.

Old Demon Sunset is too powerful.Saying this, Padao Patriarch looked resentful The color of hate.Yi left a group of elders to escape alone, and is no longer worthy to continue to be the head of the pavilion.

This treasure is of the wood attribute and contains a huge vitality.But Xu Yang s face was calm, he didn t seem to notice these people, and flew all the way into the depths of Bagong Mountain.

Bai Ru clasped her fists and said.Very good, you all go down I want to repair the patriarchal circle, so don t disturb me if you have nothing to do.Gu Yan Yuan Jun smiled and said I have discovered it a long time ago, otherwise I would have taken action to get rid of the hidden danger for you.

After Xu Yang arrived, he quickly located the trace of the Star Devouring Beast through the projection of the Heavenly Dao Bead.It is deeper than the ghost world.Once the growth is complete, it will definitely be stronger than the little ghost world.

After listening to Master Jiuyou s story, Xu Yang pondered for a while, and a ball of law light was shot out.After a while, the situation changed.After all, Luo Hu was not as good as the Sunset Demon Lord.

In the blink of an eye, he came to the central area of the city.The heavenly demon was wrapped, and the hissing sound was heard continuously, and the foreign heavenly demon screamed pitifully, so that after a day, there was no life at all.

At this moment, a bell rang suddenly, and then three monks came in a hurry.Hastily said Brother Xu, quickly help me suppress them, the backlash of the law of killing has split my soul into two, and my strength has dropped greatly, and Brother Dieta Keto En Lactancia 17-year-old basketball sensation Hailey Van Lith’s Weight Loss Journey: 20 Pounds in 6 Months, From 155 lbs to 135 lbs Ba Dao was also bewitched by him Destroying Luohu launched an attack, Padao Patriarch and How to Sign Up for a Semaglutide Weight Loss Trial Wygovi Weight Loss Killing Luohu were overjoyed, and went all out to cooperate with Xu Yang.

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The sea of stars is slowly expanding, and the sun, the moon, and other stars are rapidly expanding in size.Day Xing is brother Xu s brother, right How is this person s strength Luo Hu asked with his mouth open.

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She rescued the Five Emperors, Luo Hu and others together with Blast Daoist, and did not want to meet a demonized Nascent Soul cultivator halfway.Isn t she afraid that the other party will kill her And why are these two so capricious Xu Yang shook his head and guessed I m afraid it has something to do with the illusion.

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The first one to wake up was Luo Hu.Step into God, after this encounter, the breakthrough is not far away.Seeing that the black shadow was about to touch the grass, a flame flew down from the top of a giant tree, knocking the black shadow out, and then a dozen monster insects appeared one after another, fighting fiercely around the gray grass, but all attacks avoided the small grass.

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The five emperors joint strength is no less than that of the early stage of transformation, and it is enough to suppress Wanbao Pavilion.