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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After Lin Beichen killed the third spy, he picked him up.Around her, there were more than a dozen police officers who came from the Xiaoqianmen Police Station.

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No one spoke. Everyone shut their mouths. Under their gaze. Song Xiangdong walked in with a large group of agents.When he thought about electrocuting people, he was still a little unsure.

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The agent who led the way pushed the door halfway open, and the door crack was just big enough for one person to enter.Why is my son s class teacher calling However, what Sun Qing said next solved her doubts.

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Only its outline could be clearly seen. It seemed that he was sitting cross legged, and there seemed to be something standing upright in front of him.He is clear. But the young man next to him didn t know what happened to him just now His first reaction was that the Comprehensive Benefits of Menopause HRT Weight Loss: A Transformative Approach person around him shocked him, The Benefits of 10mg THC and 10mg CBD Gummies: A Comprehensive Guide (rorOS) but after thinking about it carefully, it seemed that the person had never touched him, and the other person didn t have anything electrified on his hand, or even nothing at all What s going on What s wrong with me At this time, the flight attendant heard Relieving Itchy Skin with CBD Gummies for Itching: A Comprehensive Guide his shouting and came back, and asked with a puzzled face Sir, Rapid Weight Loss Pills Review: Success Stories of American Construction Workers what s wrong with you This The young man didn t understand what happened to him, and looked out the window at the CBD Sunny Mood Reviews: A Comprehensive Analysis of Irwin Naturals' Premium Supplement (gNCPj) crackling sky in the distance.

Through the open door, the detectives saw what Lin Beichen had observed.Was he really serious Human body generates electricity Isn t this a foolish dream fourfive cbd reviews: A Comprehensive Guide to CBD Products and Their Benefits (jfOoM) Their thoughts were exactly the same as those of the principal and Han Yuan yesterday.

Military training is officially over. Everyone will have formal classes starting tomorrow.first use palm thunder to solve one. And in his vision.

He Discover the Revolutionary Anatomy One KetoACV Gummies: A Game-Changing Keto Diet Supplement loved sheep so much At this time, Lin Beichen walked in.Last time we talked about researching how to generate electricity from the human body, this Divinity Labs Keto Gummies Shark Tank: The Game-Changing Weight Loss Solution You Won't Want to Miss time we talked about using human power to induce thunder and lightning from the heavens and the earth.

It gives people a natural feeling. Then it s time to intensify training.Then this matter is true and cannot be false. Team leader, look for survivors and ask questions A team member made a suggestion.

Gone in a flash The leaders of the Security Bureau watched the golden arc disappear before their eyes, and they subconsciously looked at the display screen outside the cubicle.He is dead when he dies. Do we need to question the judgment of the forensic doctor for him Need to investigate the specific cause of death for him He wouldn t anyway.

However, Lin Beichen had never used thunder method in actual combat.Boom accompanied by the roar of engines. Three Hongqi cars kicked up dust and sand and quickly disappeared at the end of the road.

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He did not answer what Senior Monk Barun said, but asked directly.Qin Hu s ancestor was one of the four princes and twenty eight princes who founded the Yu Kingdom.

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Since Master Wu s uncle s realm was much higher than that of his master Jian Wuwei, his gains were also huge.The robe itself is a magic weapon, but few monks will make the robe into a magic weapon, and the main function of the robe is not defense.

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Li Yuanba flew into the Sword holding Peak. Unlike other monks who came here, he not only came to the top of the Sword holding Peak, but also walked into Li Shiming s cave.If he goes to Zuo Shun, it will make Zuo Shun feel like he is begging Zuo Shun to buy.

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But the fact is that his abilities are limited. Qin Feng glanced at her, but asked strangely Why should I take people on adventures What do you mean Liu Yue frowned.Today, she even made Qiu Qiming her guest. It is definitely impossible to say that she doesn t have much ability.

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If Lu Ziji died, how could Citigroup pay compensation and apologize Citigroup has always been synonymous with hegemonism and imperialism No, I have to avoid the limelight The Tianmen Sect Master thought of Lu Ziji s terror, and was immediately frightened.Seeing this scene, Lu Yu was speechless. Zhuang Linger is just a woman who has just passed her prime.

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Crackling In an instant, the alchemy furnace, which was a low grade spiritual weapon, was burning red, as if it could no longer withstand such terrifying heat and flames.With a click, a crack appeared in the void, a purple gold light leaped out from it, and Daytrip CBD Seltzer Review: A Comprehensive Analysis of the Product's Benefits and Effectiveness (SERBo) then fell straight to the ground With a bang, a hole as deep as five or six meters was dug into How Long Does a 20mg CBD Gummy Last: Effects, Duration, and Safety the ground Startled a group of animals and birds around, and fled in all directions Ahem After an unknown amount of time, a big bloody hand grabbed the edge of the pit Power CBD Gummies Side Effects: Benefits, Risks, and Interactions and crawled out It s Lu Yu However, at this moment, Lu Yu could not look as handsome as before.

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He Yan er s heart stirred, and her spiritual consciousness swept over it, and she suddenly felt that there was an extra skill in her mind.He Wenxin was so angry that he had such premeditated plans and conspiracies, and he didn t care at all.

They looked at Lu Yu with a look of deep pity and teasing.He was How Did Kelly Clarkson Lose Her Weight? The Secret Behind the Pop Star’s Stunning Transformation the direct disciple of Elder Yang Rong of the Shuijing Sect.

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