{"id":1213,"date":"2023-01-30T11:32:07","date_gmt":"2023-01-30T11:32:07","guid":{"rendered":"http:\/\/217.199.187.72\/absar.com\/paul\/?p=1213"},"modified":"2023-12-29T20:01:27","modified_gmt":"2023-12-29T20:01:27","slug":"que-es-la-ciencia-de-datos-explicacion-de-la","status":"publish","type":"post","link":"http:\/\/217.199.187.72\/absar.com\/paul\/que-es-la-ciencia-de-datos-explicacion-de-la\/","title":{"rendered":"\u00bfQu\u00e9 es la ciencia de datos? Explicaci\u00f3n de la ciencia de datos"},"content":{"rendered":"<p>Uno de los mayores desaf\u00edos es eliminar el sesgo en los conjuntos de datos y las aplicaciones de an\u00e1lisis. Eso incluye problemas con los datos subyacentes en s\u00ed y aquellos que los cient\u00edficos de datos construyen inconscientemente en algoritmos y modelos predictivos. Dichos sesgos pueden sesgar los resultados de los an\u00e1lisis si no se identifican y abordan, lo que genera <a href=\"https:\/\/laverdad.com.mx\/2023\/12\/unico-en-mexico-y-el-mundo-el-bootcamp-de-programacion-de-tripleten\/\">https:\/\/laverdad.com.mx\/2023\/12\/unico-en-mexico-y-el-mundo-el-bootcamp-de-programacion-de-tripleten\/<\/a> hallazgos defectuosos que conducen a decisiones comerciales equivocadas. Peor a\u00fan, pueden tener un impacto da\u00f1ino en grupos de personas \u2014por ejemplo, en el caso de prejuicios raciales en los sistemas de inteligencia artificial. El objetivo de la ciencia de datos es extraer informaci\u00f3n y conocimientos de los datos para apoyar la toma de decisiones y resolver problemas.<\/p>\n<p><img class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"301px\" alt=\"c\u00f3mo definir\u00eda la ciencia de datos\"\/><\/p>\n<p>Dada la pronunciada curva de aprendizaje en la ciencia de datos, muchas empresas buscan acelerar el retorno de inversi\u00f3n en proyectos de IA. A menudo tienen dificultades para contratar el talento necesario para aprovechar todo el potencial del proyecto de ciencia de datos. Para cubrir esta carencia, se est\u00e1 recurriendo a plataformas multipersona de ciencia de datos y machine learning (DSML), que est\u00e1n dando lugar al rol de &#8220;ciudadano cient\u00edfico de datos&#8221;. La visualizaci\u00f3n de datos&nbsp; consiste en presentarlos en un formato pict\u00f3rico o gr\u00e1fico para que puedan analizarse f\u00e1cilmente. Es un aspecto fundamental para que las organizaciones puedan tomar decisiones de negocios apoy\u00e1ndose en los resultados obtenidos a partir de la ciencia de datos. Algunos equipos de ciencia de datos est\u00e1n centralizados a nivel empresarial, mientras que otros est\u00e1n descentralizados en unidades de negocio individuales o tienen una estructura h\u00edbrida que combina esos dos enfoques.<\/p>\n<h2>\u00bfCu\u00e1l es la diferencia entre la ciencia de datos y el an\u00e1lisis de datos?<\/h2>\n<p>Esta carrera en UTEC, primera de su tipo en el Per\u00fa, te llevar\u00e1 a dominar la relaci\u00f3n entre las matem\u00e1ticas, la estad\u00edstica y la computaci\u00f3n. Con tus conocimientos en an\u00e1lisis y procesamiento de datos, podr\u00e1s ser el l\u00edder de los nuevos retos que el mundo afronta. La plataforma de ciencia de datos de Oracle incluye una amplia gama de servicios que brindan una experiencia integral de principio a fin, dise\u00f1ada para acelerar la implementaci\u00f3n del modelo y  mejorar los resultados de la ciencia de datos. Una plataforma de data science disminuye la redundancia e impulsa la innovaci\u00f3n al permitir que los equipos compartan c\u00f3digo, resultados e informes. Se eliminan los cuellos de botella del flujo de trabajo, ya que se simplifica la gesti\u00f3n y utilizan las mejores pr\u00e1cticas.<\/p>\n<div style='text-align:center'><iframe width='564' height='315' src='https:\/\/www.youtube.com\/embed\/PpLtEo3TvFw' frameborder='0' alt='c\u00f3mo definir\u00eda la ciencia de datos' allowfullscreen><\/iframe><\/div>\n<p>Sin embargo, a medida que profundiz\u00e1bamos en los diversos temas, desvelamos que, tal y como sorprendi\u00f3 a los f\u00edsicos del siglo XX, esta serie de elementos no eran  fundamentales\u2026 y mucho menos \u00fanicos. Fue as\u00ed como os presentamos a los quarks, los elementos que dan forma a los protones y a los neutrones, as\u00ed como a los neutrinos, unas part\u00edculas pr\u00e1cticamente indetectables, pero piezas clave en la comprensi\u00f3n del Cosmos. Finalmente, para dar por finalizado este ciclo de t\u00e9rminos clave, aparecieron por nuestra web las part\u00edculas gamma, llegadas en forma de rayos desde enormes explosiones que tienen lugar en el Universo, bombarde\u00e1ndonos de forma constate.<\/p>\n<h2>Los beneficios de una plataforma de data science<\/h2>\n<p>La ciencia de datos es un campo que utiliza m\u00e9todos, procesos, algoritmos y sistemas cient\u00edficos para obtener conocimientos y perspectivas a partir de datos estructurados y no estructurados. Implica el uso de t\u00e9cnicas estad\u00edsticas e inform\u00e1ticas para examinar y dar sentido a grandes conjuntos de datos complejos y, a continuaci\u00f3n, utilizar ese an\u00e1lisis para tomar decisiones acertadas. El portafolio de productos de ciencia de datos y ciclo de vida de IA de IBM se basa en nuestro duradero compromiso con las tecnolog\u00edas de c\u00f3digo abierto <a href=\"https:\/\/laverdad.com.mx\/2023\/12\/unico-en-mexico-y-el-mundo-el-bootcamp-de-programacion-de-tripleten\/\">bootcamp de programaci\u00f3n<\/a> e incluye una gama de funcionalidades que permiten a las empresas desbloquear el valor de sus datos de nuevas formas. AutoAI, una nueva y potente capacidad de desarrollo automatizado en IBM Watson\u00ae Studio, que acelera la preparaci\u00f3n de datos, el desarrollo de modelos y las etapas de ingenier\u00eda de funciones del ciclo de vida de la ciencia de datos. Esto permite que los cient\u00edficos de datos sean m\u00e1s eficientes y les ayuda a tomar decisiones mejor informadas sobre qu\u00e9 modelos funcionar\u00e1n mejor para los casos de uso reales.<\/p>\n<p><img class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"304px\" alt=\"c\u00f3mo definir\u00eda la ciencia de datos\"\/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Uno de los mayores desaf\u00edos es eliminar el sesgo en los conjuntos de datos y las aplicaciones de an\u00e1lisis. Eso incluye problemas con los datos subyacentes en s\u00ed y aquellos que los cient\u00edficos de datos construyen inconscientemente en algoritmos y modelos predictivos. Dichos sesgos pueden sesgar los resultados de los an\u00e1lisis si no se identifican [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[14],"tags":[],"_links":{"self":[{"href":"http:\/\/217.199.187.72\/absar.com\/paul\/wp-json\/wp\/v2\/posts\/1213"}],"collection":[{"href":"http:\/\/217.199.187.72\/absar.com\/paul\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/217.199.187.72\/absar.com\/paul\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/217.199.187.72\/absar.com\/paul\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/217.199.187.72\/absar.com\/paul\/wp-json\/wp\/v2\/comments?post=1213"}],"version-history":[{"count":1,"href":"http:\/\/217.199.187.72\/absar.com\/paul\/wp-json\/wp\/v2\/posts\/1213\/revisions"}],"predecessor-version":[{"id":1214,"href":"http:\/\/217.199.187.72\/absar.com\/paul\/wp-json\/wp\/v2\/posts\/1213\/revisions\/1214"}],"wp:attachment":[{"href":"http:\/\/217.199.187.72\/absar.com\/paul\/wp-json\/wp\/v2\/media?parent=1213"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/217.199.187.72\/absar.com\/paul\/wp-json\/wp\/v2\/categories?post=1213"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/217.199.187.72\/absar.com\/paul\/wp-json\/wp\/v2\/tags?post=1213"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}