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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It was probably arranged by Fairy Luoyue who was in the stage of becoming a god, and it had the power to destroy the world.If I don t teach him a lesson, it will be difficult to calm me down.

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it is difficult Rice Water and Lime for Weight Loss: The Surprising Benefits You Need to Know Before Christmas Eve to last, and cannot compete with the real ancestor of the God Transformation That s right Our three families all have real ancestors of the God Transformation stage, not only their cultivation, but also their realm and strength, absolutely not Lu Ziji can compete Lu Ziji is dead.If they want to cause trouble for Lu Ziji, they must kill him At this time, He Yan er, the little princess of the Western Wilderness Kingdom, and the old man, Grandpa Yun, also left directly.

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If Lu Ziji came from the Emperor s Constellation, wouldn t he be able to ask about the situation of Bian Zhihe and others Starfall Valley, which originally did not intend to get involved in this muddy water, had some discussions in order to find out the situation of Bian Zhihe and others.It can be seen that the cultivation level in the transformation stage is Comprehensive Review: Luxe Gummies on Shark Tank and Their Benefits very deep But at this time, Qian Rendong could not suppress Pearls Sleep Gummies: A Comprehensive Guide to Improving Your Rest with THC, CBD, and CBN (tcMco) the anger in his heart This time, in the secret realm of Liu Yan Shenjun s cave, and in order to hunt down Lu Ziji, a large number of people were taken down, including Ding Heng, Ding He, and Zhang Lei, the three great Gummy Sleep Aid Walmart: A Comprehensive Guide to Better Sleep (Jysra) Nascent Soul cultivators, as well as Zeng Xuefeng and dozens more There is no shortage of true disciples in the Jindan period However, in the end, they all died tragically and were killed by Lu Ziji.

This young man, without any cultivation, was actually willing to fight against the leader of the Blood Hand Sect, the old demon in the transformation stage, Hong Meng, for the sake of his sister Yunyun Everyone was shocked Those fearful Cangshan Sect disciples just now were all furious and furious, and Winter Wonderland: America’s Transformation with Keto ACV Gummies Shark Tank, Christmas 2025 even planned to fight even at the risk of death.

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