Sad-Koval

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  • Al contar una historia con datos, los científicos de datos pueden transmitir de manera efectiva la importancia y el impacto de sus hallazgos. La comprensión científica de estas áreas es importante para la ciencia de datos porque, al final, para tomar decisiones óptimas, es necesario conocer los procesos reales que impulsan las decisiones y el comportamiento de las personas. El análisis predictivo permite tomar decisiones en respuesta a eventos futuros, no solo de forma reactiva. Por ejemplo, el análisis predictivo se puede usar para optimizar las tareas planificadas para el personal de la tienda minorista durante la semana siguiente, mediante el análisis de datos como el clima, el historial de ventas, las condiciones del tráfico, etc. Contar con un científico de datos se ha vuelto una necesidad para las compañías que deseen crear y mantener una ventaja competitiva. En este artículo queremos brindarte una visión general de la ciencia de datos o Data Science y la importancia que tiene para gestionar los datos, crear información y conocimiento en tu empresa.

    En términos comparativos, los científicos de datos aprovechan los lenguajes de programación comunes, como R y Python, para realizar más inferencias estadísticas y visualización de datos. Muchas empresas se dieron cuenta de que, sin una plataforma integrada, el trabajo de data science era ineficiente, inseguro y difícil de ampliar. Estas plataformas son centros de software, alrededor de los cuales se lleva a cabo todo el trabajo de ciencia de datos. Una buena plataforma alivia muchos de los desafíos de la implementación de la data science y ayuda a las empresas a convertir sus datos en información de forma más rápida y eficiente. Dada la pronunciada curva de aprendizaje de la ciencia de datos, muchas empresas buscan acelerar el rendimiento de la inversión de sus proyectos de IA; a menudo les cuesta conseguir contratar el talento necesario para materializar todo el potencial del proyecto de ciencia de datos. Para cubrir esta carencia, se está recurriendo a plataformas multipersona de ciencia de datos y machine learning (DSML), que están dando lugar al rol de “ciudadano científico de datos”.

    Entender el problema de la empresa

    En principio, estos datos son puros (no procesados) y se encuentran en un lenguaje digital. Por lo tanto, solo pueden ser leídos por las computadoras y no por las personas, lo cual hace que los datos por sí solos no tengan valor alguno. A continuación, te recomendaremos algunos software que pueden interesarte y que es buena idea que conozcas para implementar la ciencia de datos en tu empresa. Con tanta información a la que tienes acceso actualmente, ¿te has preguntado lo que puedes lograr si la gestionas y analizas de la forma adecuada? Ya existe una disciplina que se enfoca en eso, precisamente, y queremos que empieces a familiarizarte con ella.

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" width="309px" alt="cómo definiría la ciencia de datos"/>

    También encontrará una descripción general de las aplicaciones, herramientas y técnicas de la ciencia de datos, además de información sobre lo que hacen los científicos de datos y las habilidades que necesitan. A lo largo de esta guía, hay hipervínculos a artículos de TechTarget relacionados que profundizan más en los temas que se tratan aquí y ofrecen información y consejos de expertos sobre iniciativas de ciencia de https://www.adiario.mx/tecnologia/el-bootcamp-de-tripleten-unico-por-su-metodo-de-ensenanza-y-plan-de-carrera/ datos. Un científico de datos puede utilizar una serie de técnicas, herramientas y tecnologías diferentes como parte del proceso de la ciencia de datos. En función del problema, eligen las mejores combinaciones para obtener resultados más rápidos y precisos. El software y los algoritmos de machine learning se utilizan para obtener información más profunda, predecir resultados y prescribir el mejor curso de acción.

    Tecnologías para el científico de datos

    Por su parte, los científicos de datos usan la tecnología para trabajar con datos empresariales. Pueden escribir programas, aplicar técnicas de machine learning para crear modelos y desarrollar nuevos algoritmos. Los científicos de datos no solo entienden el problema, sino que también pueden crear una herramienta para solucionarlo. No es raro encontrar que los analistas empresariales y científicos de datos trabajan en el mismo equipo. Los analistas empresariales toman resultados de los científicos de datos y los utilizan para contar una historia que la empresa, en general, pueda entender.

    Estas son algunas prácticas habituales que utilizan los científicos de datos para transformar la información bruta en una visión que revolucione el negocio. Pero, para hacerlo, primero hay que recopilar, procesar, analizar y compartir esos datos. A medida que la ciencia de datos se vuelve aún más frecuente en las organizaciones, se espera que los científicos de datos ciudadanos asuman un papel más importante en el proceso de análisis. En su informe del Cuadrante Mágico de 2020 sobre ciencia de datos y plataformas de aprendizaje automático, Gartner dijo que la necesidad de brindar soporte a un amplio conjunto de usuarios de ciencia de datos es “cada vez más la norma”. Un resultado probable es un mayor uso del aprendizaje automático automatizado, incluso por parte de científicos de datos capacitados que buscan optimizar y acelerar su trabajo.

    Descubrimiento de patrones

    A nivel comparativo, los científicos de datos utilizan lenguajes de programación comunes, como R y Python, para efectuar más inferencia estadística y visualización de datos. Son parte matemáticos, parte científicos en computación y parte observadores de tendencias. bootcamp de programación Los científicos de datos no estaban en muchos radares hace una década, pero su repentina popularidad refleja la forma en que las empresas conciben ahora el big data. Esa masa de información carente de estructura e inmanejable ya no puede ser ignorada y olvidada.

    • Al estudiar la carrera de Ciencia de Datos en UTEC te convertirás en el profesional capaz de descifrar grandes volúmenes de información, predecir escenarios, tomar decisiones y crear soluciones a partir de ellos.
    • Por ejemplo, el análisis predictivo se puede usar para optimizar las tareas planificadas para el personal de la tienda minorista durante la semana siguiente, mediante el análisis de datos como el clima, el historial de ventas, las condiciones del tráfico, etc.
    • Para ello, los sistemas basados en ciencia de datos automatizan los procesos de acceder a todos los documentos al mismo tiempo, analizándolos y extrayendo de ellos justo la información puntual que se necesita.
    Рубрики: Bootcamp de programación

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