{"id":7376,"date":"2023-07-18T07:26:50","date_gmt":"2023-07-18T11:26:50","guid":{"rendered":"https:\/\/revistacampus.uandes.cl\/2021\/?p=7376"},"modified":"2024-03-25T11:47:11","modified_gmt":"2024-03-25T14:47:11","slug":"que-es-un-cientifico-de-datos-el-trabajo-con-mayor","status":"publish","type":"post","link":"https:\/\/revistacampus.uandes.cl\/2021\/que-es-un-cientifico-de-datos-el-trabajo-con-mayor\/","title":{"rendered":"Qu\u00e9 es un cient\u00edfico de datos El trabajo con mayor demanda EY Colombia"},"content":{"rendered":"<p>Ayuda a entender el comportamiento del consumidor y ayuda a la industria a descubrir por qu\u00e9 los consumidores compran productos de una marca espec\u00edfica. El cient\u00edfico de datos tambi\u00e9n usa estad\u00edsticas en el sistema de recomendaci\u00f3n, que explicamos anteriormente. Para que el usuario tenga este tipo de experiencia, los cient\u00edficos de datos de Netflix utilizan el sistema de recomendaci\u00f3n que b\u00e1sicamente entiende las necesidades del usuario y le da sugerencias de pel\u00edculas y series. En general, el cient\u00edfico de datos encuentra soluciones y resuelve problemas comerciales utilizando datos.<\/p>\n<p><img class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"303px\" alt=\"qu\u00e9 es cient\u00edfico de datos\"\/><\/p>\n<p>Se caracteriza por t\u00e9cnicas como el an\u00e1lisis detallado, el descubrimiento y la miner\u00eda de datos o las correlaciones. Se pueden llevar a cabo varias operaciones y transformaciones de datos en un determinado conjunto con el  fin de descubrir patrones \u00fanicos en cada una de estas t\u00e9cnicas. Por ejemplo, el servicio de vuelos podr\u00eda hacer el an\u00e1lisis detallado de un mes con un rendimiento particularmente alto para entender mejor el pico de reservas. Esto puede revelar que muchos clientes visitan una determinada ciudad para asistir a un evento deportivo mensual. El&nbsp;Cient\u00edfico de Datos o&nbsp;Data Scientist&nbsp;es un perfil profesional que traduce los grandes vol\u00famenes de informaci\u00f3n disponibles conocidos como Big Data. Provienen de todo tipo de fuentes de informaci\u00f3n masivas y las convierten en respuestas.<\/p>\n<h2>SOLICITAR INFORMACI\u00d3N<\/h2>\n<p>Hobbs recomienda que las empresas eviten el error de pensar que los cient\u00edficos de datos son la \u00abcereza en la cima\u00bb. Para Hobbs, la inversi\u00f3n m\u00e1s inteligente comienza con el desarrollo de descripciones de trabajo m\u00e1s precisas que est\u00e9n en l\u00ednea con las responsabilidades diarias de los cient\u00edficos de datos. \u00abEntonces, ver\u00e1s listados m\u00e1s espec\u00edficos; la gente encontrar\u00e1 su nicho de esa manera \u201d. Con esta receta, predijo, habr\u00e1 una implementaci\u00f3n y satisfacci\u00f3n m\u00e1s fluidas tanto para el empleador como para el empleado cient\u00edfico de datos.<\/p>\n<ul>\n<li>La b\u00fasqueda en esa mara\u00f1a de datos sin clasificar y la extracci\u00f3n de informaci\u00f3n valiosa es lo que se conoce como Big Data.<\/li>\n<li>La creaci\u00f3n de algoritmos o m\u00e1quinas con la capacidad de tomar decisiones de forma aut\u00f3noma que, adem\u00e1s, dependiendo del resultado de cada una de ellas refuerce su propio aprendizaje, es Machine Learning.<\/li>\n<li>En la filosof\u00eda de la ciencia, se valora su funci\u00f3n como instrumento cr\u00edtico que estimula el cuestionamiento y la exploraci\u00f3n, al plantear escenarios espec\u00edficos que deben ser verificados para avanzar en el conocimiento cient\u00edfico.<\/li>\n<li>En este sentido, debe poder manejar con cierta facilidad lenguajes de programaci\u00f3n, como Python, R o SQL.<\/li>\n<\/ul>\n<p>Las empresas hoy en d\u00eda tienen una base de datos donde recopilan toda la informaci\u00f3n con la que un cient\u00edfico de datos puede trabajar. El fin principal es la posibilidad de extraer informaci\u00f3n que pueda ser \u00fatil para todo tipo de empresas.Se trata de una  ciencia que tiene un enfoque <a href=\"https:\/\/losimpuestos.com.mx\/en-que-se-beneficia-la-ciencia-de-datos-de-la-inteligencia-artificial-un-curso-que-te-ayuda-a-usarlos\/\">https:\/\/losimpuestos.com.mx\/en-que-se-beneficia-la-ciencia-de-datos-de-la-inteligencia-artificial-un-curso-que-te-ayuda-a-usarlos\/<\/a> multidisciplinario, ya que tal como vimos, combina conocimientos de diferentes campos de estudio. Los datos se est\u00e1n convirtiendo en el activo m\u00e1s importante de las organizaciones y, como tal, se deben establecer los mecanismos necesarios para gestionarlos adecuadamente.<\/p>\n<h2>Recursos para comenzar<\/h2>\n<p>Con base en este comportamiento de otros usuarios, la plataforma recomendar\u00e1 la pel\u00edcula D sabiendo que hay muchas posibilidades de que veas esta pel\u00edcula y te guste. Finalmente, un error frecuente es no expresar la hip\u00f3tesis en t\u00e9rminos cient\u00edficos y carecer de un modelo experimental para probarla. Una hip\u00f3tesis debe formularse de manera clara y precisa, evitando ambig\u00fcedades que puedan conducir a interpretaciones err\u00f3neas o a la incorrecta implementaci\u00f3n de pruebas emp\u00edricas.<\/p>\n<div style='text-align:center'><iframe width='567' height='317' src='https:\/\/www.youtube.com\/embed\/PPMb_rrej5c' frameborder='0' alt='qu\u00e9 es cient\u00edfico de datos' allowfullscreen><\/iframe><\/div>\n<p>Este es el motivo por el que la implementaci\u00f3n de modelos en aplicaciones \u00fatiles puede llevar desde semanas hasta incluso meses. El machine learning es la ciencia de entrenamiento de m\u00e1quinas para que puedan analizar y aprender mediante datos, como lo hacen los humanos. Es uno de los m\u00e9todos que se utilizan en los proyectos de ciencia de datos con el fin de obtener informaci\u00f3n automatizada de estos. Los ingenieros <a href=\"https:\/\/losimpuestos.com.mx\/en-que-se-beneficia-la-ciencia-de-datos-de-la-inteligencia-artificial-un-curso-que-te-ayuda-a-usarlos\/\">curso de ciencia de datos<\/a> de machine learning se especializan en computaci\u00f3n, algoritmos y habilidades de codificaci\u00f3n espec\u00edficas de los m\u00e9todos de machine learning. Los cient\u00edficos de datos pueden utilizar m\u00e9todos de machine learning como herramientas o trabajar con otros ingenieros de machine learning para procesar los datos. La ciencia de datos es el estudio de datos con el fin de extraer informaci\u00f3n significativa para empresas.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Ayuda a entender el comportamiento del consumidor y ayuda a la industria a descubrir por qu\u00e9 los consumidores compran productos de una marca espec\u00edfica. El cient\u00edfico de datos tambi\u00e9n usa estad\u00edsticas en el sistema de recomendaci\u00f3n, que explicamos anteriormente. Para que el usuario tenga este tipo de experiencia, los cient\u00edficos de datos de Netflix utilizan el sistema de recomendaci\u00f3n que b\u00e1sicamente entiende las necesidades del usuario y le da sugerencias de pel\u00edculas y series. En general, el cient\u00edfico de datos encuentra soluciones y resuelve problemas comerciales utilizando datos. Se caracteriza por t\u00e9cnicas como el an\u00e1lisis detallado, el descubrimiento y la<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[134],"tags":[],"featured_image_urls":{"full":"","thumbnail":"","medium":"","medium_large":"","large":"","1536x1536":"","2048x2048":"","thumbnail-medium":"","thumbnail-square":"","thumbnail-portrait":"","thumbnail-large":"","thumbnail-medium-nocrop":""},"post_excerpt_stackable":"<p>Ayuda a entender el comportamiento del consumidor y ayuda a la industria a descubrir por qu\u00e9 los consumidores compran productos de una marca espec\u00edfica. El cient\u00edfico de datos tambi\u00e9n usa estad\u00edsticas en el sistema de recomendaci\u00f3n, que explicamos anteriormente. Para que el usuario tenga este tipo de experiencia, los cient\u00edficos de datos de Netflix utilizan el sistema de recomendaci\u00f3n que b\u00e1sicamente entiende las necesidades del usuario y le da sugerencias de pel\u00edculas y series. En general, el cient\u00edfico de datos encuentra soluciones y resuelve problemas comerciales utilizando datos. Se caracteriza por t\u00e9cnicas como el an\u00e1lisis detallado, el descubrimiento y la&hellip;<\/p>\n","category_list":"<a href=\"https:\/\/revistacampus.uandes.cl\/2021\/category\/bootcamp-de-programacion\/\" rel=\"category tag\">Bootcamp de programaci\u00f3n<\/a>","author_info":{"name":"Revista Campus","url":"https:\/\/revistacampus.uandes.cl\/2021\/author\/campus2020\/"},"comments_num":"0 comments","_links":{"self":[{"href":"https:\/\/revistacampus.uandes.cl\/2021\/wp-json\/wp\/v2\/posts\/7376"}],"collection":[{"href":"https:\/\/revistacampus.uandes.cl\/2021\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/revistacampus.uandes.cl\/2021\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/revistacampus.uandes.cl\/2021\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/revistacampus.uandes.cl\/2021\/wp-json\/wp\/v2\/comments?post=7376"}],"version-history":[{"count":1,"href":"https:\/\/revistacampus.uandes.cl\/2021\/wp-json\/wp\/v2\/posts\/7376\/revisions"}],"predecessor-version":[{"id":7377,"href":"https:\/\/revistacampus.uandes.cl\/2021\/wp-json\/wp\/v2\/posts\/7376\/revisions\/7377"}],"wp:attachment":[{"href":"https:\/\/revistacampus.uandes.cl\/2021\/wp-json\/wp\/v2\/media?parent=7376"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/revistacampus.uandes.cl\/2021\/wp-json\/wp\/v2\/categories?post=7376"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/revistacampus.uandes.cl\/2021\/wp-json\/wp\/v2\/tags?post=7376"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}