Clases online de Aprende data science: Conceptos básicos

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data-delayed-url="https://media.licdn.com/dms/image/v2/C4E0DAQFo1JZWUflo4A/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1567117811979?e=2147483647&v=beta&t=8OAwmlvwb5lmrR2ZvNBJ2Hso6CjpEcNWINwFr2Dzm8Y"> <a class="top-card__overlay-button" data-tracking-control-name="course_preview" data-tracking-will-navigate href="https://es.linkedin.com/learning/aprende-data-science-conceptos-basicos/aproximacion-al-curso-aprende-data-science?autoplay=true&trk=course_preview"> <span class="top-card__preview-cta top-card__preview-cta--suppress-upsell"> <icon class="top-card__preview-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l"> </icon>  </span> <span class="top-card__unlocked-course-message"> Inicia sesión antes de ver el curso para obtener un certificado de finalización y acceder a los ejercicios </span> </a> </section> <div class="top-card-layout__card relative p-2 papabear:p-details-container-padding"> <div class="top-card-layout__entity-info-container flex flex-wrap papabear:flex-nowrap"> <div class="top-card-layout__entity-info flex-grow flex-shrink-0 basis-0 babybear:flex-none babybear:w-full babybear:flex-none babybear:w-full"> <h1 class="top-card-layout__title font-sans text-lg papabear:text-xl font-bold leading-open text-color-text mb-0"> Aprende data science: Conceptos básicos </h1> <h2 class="top-card-layout__headline break-words font-sans text-md leading-open text-color-text"> <div class="top-card__headline-row"> <span class="top-card__headline-row-item top-card__headline-row-item--large">Con Doug Rose</span> <span class="top-card__headline-row-item">Recomendado por 2348 usuarios</span> </div> <div class="top-card__headline-row"> <span class="top-card__headline-row-item">Duración: 1 h 17 m</span> <span class="top-card__headline-row-item">Nivel de conocimientos: Principiante</span> <span class="top-card__headline-row-item">Publicación: 29/10/2018</span> </div> </h2>   <div class="top-card-layout__cta-container flex flex-wrap mt-0.5 papabear:mt-0 ml-[-12px]">   </div> </div>  </div>   </div> </section> <div class="details mx-details-container-padding"> <section class="core-section-container my-3 course-details">  <h2 class="core-section-container__title section-title"> Detalles del curso </h2>  <div class="core-section-container__content break-words"> <section class="show-more-less-html course-details__description" data-max-lines="4"> <div class="show-more-less-html__markup show-more-less-html__markup--clamp-after-4 relative overflow-hidden"> Muchos de los empleados que trabajan con la ciencia de datos no son científicos de datos, sino que son gerentes o socios que quieren obtener valor a partir de los datos de la organización. Los miembros del equipo data science tienen que entender el lenguaje de la ciencia de datos para poder formular las preguntas adecuadas, entender los procesos y guiar a sus equipos y organizaciones a tomar mejores decisiones basadas en los datos. Este curso es una introducción a la ciencia de datos para los empleados que estén planificando dedicarse a tiempo completo a esta tarea. Veremos conceptos, herramientas y técnicas, cómo recopilar y clasificar los datos, trabajar con bases de datos, conocer los tipos de datos estructurados y los no estructurados, y aplicar un análisis estadístico. El asesor y formador Doug Rose te ayuda a hablar el lenguaje de la ciencia de datos para que puedas orientar a tu organización hacia las oportunidades y limitaciones de este campo que está creciendo de manera drástica. </div> <button class="show-more-less-html__button show-more-less-button show-more-less-html__button--more ml-0.5" data-tracking-control-name="learning-course_show-more-html-btn" aria-label="i18n_show_more" aria-expanded="false">  Show more <icon class="show-more-less-html__button-icon show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less-html__button show-more-less-button show-more-less-html__button--less ml-0.5" data-tracking-control-name="learning-course_show-less-html-btn" aria-label="i18n_show_less" aria-expanded="true">  Show less <icon class="show-more-less-html__button-icon show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button>  </section> </div> </section> <section class="core-section-container my-3 course-skills">  <h2 class="core-section-container__title section-title"> Aptitudes que desarrollarás </h2>  <div class="core-section-container__content break-words"> <ul class="course-skills__skill-list"> <li class="course-skills__skill-list-item"> <a href="https://es.linkedin.com/learning/search?keywords=Ciencia+de+datos&trk=learning-course_pill-list" data-tracking-control-name="learning-course_pill-list" data-tracking-will-navigate class="pill flex w-fit mr-[6px] mb-1 hover:no-underline skill-pill"> Ciencia de datos </a> </li> </ul> </div> </section> <section class="core-section-container my-3">  <h2 class="core-section-container__title section-title"> Obtén un certificado que puedes compartir </h2>  <div class="core-section-container__content break-words"> <p class="course-certificate__body-paragraph">Comparte lo que has aprendido y destaca como profesional en el sector deseado con un certificado que muestra los conocimientos obtenidos en el curso.</p> <div class="course-certificate__image-container"> <img class="course-certificate__certificate-image" alt="Certificado de muestra" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/52nu8qc7cfcn7vrftr7ttceqt"> <div> <h3 class="course-certificate__detail-list-heading"> <div class="learning-logo"> <icon class="learning-logo__inbug onload" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4zqr0f9jf98vi2nkijyc3bex2"></icon> <span class="learning-logo__text learning-logo__text--show-on-mobile" aria-hidden="true">Learning</span> <span class="sr-only">LinkedIn Learning</span> </div> <span>Certificado de finalización</span> </h3> <ul> <li class="course-certificate__detail-list-item"> <div class="course-certificate__detail-list-item-icon-wrapper"><icon data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5lqa4dj5v9gp6yjh6s6iwtdbb"></icon></div> <p class="course-certificate__detail-list-item-text">Añádelo a tu perfil de LinkedIn en la sección «Licencias y certificaciones»</p> </li> <li class="course-certificate__detail-list-item"> <div class="course-certificate__detail-list-item-icon-wrapper"><icon data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5lqa4dj5v9gp6yjh6s6iwtdbb"></icon></div> <p class="course-certificate__detail-list-item-text">Descárgalo o imprímelo como PDF para compartirlo con otras personas</p> </li> <li class="course-certificate__detail-list-item"> <div class="course-certificate__detail-list-item-icon-wrapper"><icon data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5lqa4dj5v9gp6yjh6s6iwtdbb"></icon></div> <p class="course-certificate__detail-list-item-text">Compártelo como imagen para mostrar tus aptitudes</p> </li> </ul> </div> </div> </div> </section> <section class="core-section-container my-3 course-instructors">  <h2 class="core-section-container__title section-title"> Conoce al instructor </h2>  <div class="core-section-container__content break-words"> <ul class="course-instructors__list"> <li class="course-instructors__list-item"> <a href="https://www.linkedin.com/in/dougrose?trk=learning-course_instructor" target="_self" data-tracking-control-name="learning-course_instructor" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link">  <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C4E03AQEUJNMbWaGM3Q/profile-displayphoto-shrink_200_200/profile-displayphoto-shrink_200_200/0/1517723388060?e=2147483647&v=beta&t=6CxKMOWQigPanN4xylv_S6PIvQgbJbKm1jUrEDi8zIs" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Haz clic aquí para ver la página de instructor de Doug Rose"> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full"> <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> Doug Rose </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden"> Author | Artificial Intelligence | Data Ethics | Agility </h4>   </div>  </a> </li> </ul> </div> </section> <section class="core-section-container my-3 reviews-feed">  <h2 class="core-section-container__title section-title"> Reseñas de los usuarios </h2>  <div class="core-section-container__content break-words"> <div class="reviews-feed__ratings-summary"> <section class="ratings-summary"> <div class="ratings-summary__overall-rating"> <h3 class="ratings-summary__header"><span class="ratings-summary__rating-average">4,8</span> <span class="ratings-summary__rating-max">de 5</span></h3> <figure class="ratings-summary__figure"> <span class="star-rating" role="img" aria-label="Valoración: 4.8 de 5 estrellas"> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> </span> <figcaption class="ratings-summary__ratings-total">1752 reseñas</figcaption> </figure> </div> <div class="ratings-summary__breakdown"> <div class="ratings-summary__disclaimer"> <div class="tooltip"> <button class="tooltip__trigger ratings-summary__disclaimer-trigger" data-tracking-control-name="toggle_disclaimer" type="button"> <icon class="ratings-summary__disclaimer-icon" data-svg-class-name="ratings-summary__disclaimer-icon-svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/g8uts9v3k83n9e3iyvcxit0k"> </icon> <span class="ratings-summary__disclaimer-text">¿Cómo se calculan las valoraciones?</span> </button> <span role="tooltip" class="tooltip__popup" aria-hidden="true"> La valoración general se calcula a partir de la media de valoraciones recibidas. Las valoraciones y reseñas solo se pueden enviar cuando usuarios identificados completan al menos un 40 % del curso. Esto nos ayuda a prevenir el spam y las reseñas falsas. </span> </div> </div> <ul> <li> <figure class="ratings-summary__rating-count"> <figcaption class="ratings-summary__rating-count-label"> 5 estrellas </figcaption> <progress class="ratings-summary__progress-bar" max="1752" value="1477" aria-valuemin="0" aria-valuenow="1477" aria-valuemax="1752"> Valor actual: 1477 </progress> <span class="ratings-summary__rating-count-percent"> 84 % </span> </figure> </li> <li> <figure class="ratings-summary__rating-count"> <figcaption class="ratings-summary__rating-count-label"> 4 estrellas </figcaption> <progress class="ratings-summary__progress-bar" max="1752" value="221" aria-valuemin="0" aria-valuenow="221" aria-valuemax="1752"> Valor actual: 221 </progress> <span class="ratings-summary__rating-count-percent"> 13 % </span> </figure> </li> <li> <figure class="ratings-summary__rating-count"> <figcaption class="ratings-summary__rating-count-label"> 3 estrellas </figcaption> <progress class="ratings-summary__progress-bar" max="1752" value="47" aria-valuemin="0" aria-valuenow="47" aria-valuemax="1752"> Valor actual: 47 </progress> <span class="ratings-summary__rating-count-percent"> 3 % </span> </figure> </li> <li> <figure class="ratings-summary__rating-count"> <figcaption class="ratings-summary__rating-count-label"> 2 estrellas </figcaption> <progress class="ratings-summary__progress-bar" max="1752" value="2" aria-valuemin="0" aria-valuenow="2" aria-valuemax="1752"> Valor actual: 2 </progress> <span class="ratings-summary__rating-count-percent"> 1 % </span> </figure> </li> <li> <figure class="ratings-summary__rating-count"> <figcaption class="ratings-summary__rating-count-label"> 1 estrella </figcaption> <progress class="ratings-summary__progress-bar" max="1752" value="5" aria-valuemin="0" aria-valuenow="5" aria-valuemax="1752"> Valor actual: 5 </progress> <span class="ratings-summary__rating-count-percent"> 1 % </span> </figure> </li> </ul> </div> </section> </div> <ul class="reviews-feed__reviews-list"> <li class="reviews-feed__reviews-list-item"> <div class="review-card"> <div class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link review-card__entity"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://pa.linkedin.com/in/david-alfonso-vega-gait%C3%A1n-3790b6185?trk=learning-course" data-tracking-control-name="learning-course" data-tracking-will-navigate> <span class="sr-only"> David Alfonso Vega Gaitán  </span> </a> <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQF6mMUdVnGpOA/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1704907964803?e=2147483647&v=beta&t=UZ1m1Q_ZYNW-VjfI2IPieNQ-ICNryn1KR0AZ2LmEDeM" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="David Alfonso Vega Gaitán"> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full"> <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> David Alfonso Vega Gaitán  </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden"> Software QA Tester </h4>  <div class="body-text text-color-text-low-emphasis base-main-card__metadata"> <div class="review-card__content"> <div class="review-card__centered-row"> <div class="review-card__star-container"> <span class="star-rating" role="img" aria-label="Valoración: 5 de 5 estrellas"> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> </span> </div> <span class="review-card__rating"> 5 /5 </span> <span class="review-card__date"> 24 de noviembre de 2024 </span> </div> <div class="review-card__text"> Ha sido de mucho valor este contenido, ya que aprendi la diferencia entre cientifico de datos y el resto de las ramas. </div> <div class="review-card__centered-row review-card__actions"> <a class="review-card__centered-row review-card__action-button" aria-label="El comentario de David Alfonso Vega Gaitán es útil" data-tracking-control-name="learning-course_review-card-helpful-button" data-tracking-will-navigate href="https://www.linkedin.com/learning-login/?redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Flearning%2Faprende-data-science-conceptos-basicos%3Ftrk%3Dlearning-topics_learning-search-card_search-card%26trk%3Dlearning-topics_learning-search-card_search-card&trk=learning-course_review-card-helpful-button" rel="nofollow"> <icon class="review-card__centered-row review-card__action-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5ptx189gjbxrh9wf3ncsehms9" data-svg-class-name="review-card__like-icon"></icon> Útil </a> <span class="review-card__dot-delimiter">·</span> <a class="review-card__centered-row review-card__action-button" aria-label="Denunciar el comentario de David Alfonso Vega Gaitán" data-tracking-control-name="learning-course_review-card-report-button" data-tracking-will-navigate href="https://www.linkedin.com/learning-login/?redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Flearning%2Faprende-data-science-conceptos-basicos%3Ftrk%3Dlearning-topics_learning-search-card_search-card%26trk%3Dlearning-topics_learning-search-card_search-card&trk=learning-course_review-card-report-button" rel="nofollow"> <icon class="review-card__centered-row review-card__action-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/d04ze1wt0ev8ck8e4ovqk762o" data-svg-class-name="review-card__flag-icon"></icon> Denunciar </a> </div> </div> </div> </div>  </div> </div> </li> <li class="reviews-feed__reviews-list-item"> <div class="review-card"> <div class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link review-card__entity"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://cl.linkedin.com/in/gersoncordero?trk=learning-course" data-tracking-control-name="learning-course" data-tracking-will-navigate> <span class="sr-only"> Gerson Cordero Herrera  </span> </a> <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C4E03AQFDEPzjy4Qv7A/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1658251144173?e=2147483647&v=beta&t=zDJ1pwlal31Cuo6omgoSXNeiLtbVA9LpLmXgI_HJGAI" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Gerson Cordero Herrera"> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full"> <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> Gerson Cordero Herrera  </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden"> Data Analyst - Business Inteligence </h4>  <div class="body-text text-color-text-low-emphasis base-main-card__metadata"> <div class="review-card__content"> <div class="review-card__centered-row"> <div class="review-card__star-container"> <span class="star-rating" role="img" aria-label="Valoración: 5 de 5 estrellas"> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> </span> </div> <span class="review-card__rating"> 5 /5 </span> <span class="review-card__date"> 21 de noviembre de 2024 </span> </div> <div class="review-card__text"> Muy claro. Me gusto mas que otros cursos introductorios sobre data science que he visto </div> <div class="review-card__centered-row review-card__actions"> <a class="review-card__centered-row review-card__action-button" aria-label="El comentario de Gerson Cordero Herrera es útil" data-tracking-control-name="learning-course_review-card-helpful-button" data-tracking-will-navigate href="https://www.linkedin.com/learning-login/?redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Flearning%2Faprende-data-science-conceptos-basicos%3Ftrk%3Dlearning-topics_learning-search-card_search-card%26trk%3Dlearning-topics_learning-search-card_search-card&trk=learning-course_review-card-helpful-button" rel="nofollow"> <icon class="review-card__centered-row review-card__action-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5ptx189gjbxrh9wf3ncsehms9" data-svg-class-name="review-card__like-icon"></icon> Útil </a> <span class="review-card__dot-delimiter">·</span> <a class="review-card__centered-row review-card__action-button" aria-label="Denunciar el comentario de Gerson Cordero Herrera" data-tracking-control-name="learning-course_review-card-report-button" data-tracking-will-navigate href="https://www.linkedin.com/learning-login/?redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Flearning%2Faprende-data-science-conceptos-basicos%3Ftrk%3Dlearning-topics_learning-search-card_search-card%26trk%3Dlearning-topics_learning-search-card_search-card&trk=learning-course_review-card-report-button" rel="nofollow"> <icon class="review-card__centered-row review-card__action-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/d04ze1wt0ev8ck8e4ovqk762o" data-svg-class-name="review-card__flag-icon"></icon> Denunciar </a> </div> </div> </div> </div>  </div> </div> </li> <li class="reviews-feed__reviews-list-item"> <div class="review-card"> <div class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link review-card__entity"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://co.linkedin.com/in/pedro-antonio-avila-gonzales-072214326?trk=learning-course" data-tracking-control-name="learning-course" data-tracking-will-navigate> <span class="sr-only"> Pedro Antonio Avila Gonzales  </span> </a> <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQEaS6BtVDYoWQ/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1724973626606?e=2147483647&v=beta&t=RElwx6DKy0oqCAQDH99RwxPyTa6BKgPIwNAWRPmBFKA" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Pedro Antonio Avila Gonzales"> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full"> <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> Pedro Antonio Avila Gonzales  </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden"> -- </h4>  <div class="body-text text-color-text-low-emphasis base-main-card__metadata"> <div class="review-card__content"> <div class="review-card__centered-row"> <div class="review-card__star-container"> <span class="star-rating" role="img" aria-label="Valoración: 5 de 5 estrellas"> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> <span class="star-rating__icon-container" aria-hidden="true"> <icon class="star-rating__icon star-rating__icon--small " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cg0ud3t24av7pe8eamnp39hfq"></icon> </span> </span> </div> <span class="review-card__rating"> 5 /5 </span> <span class="review-card__date"> 18 de noviembre de 2024 </span> </div> <div class="review-card__text"> el contenido es muy fácil de entender y los tutores lo hacen ver más fácil. </div> <div class="review-card__centered-row review-card__actions"> <a class="review-card__centered-row review-card__action-button" aria-label="El comentario de Pedro Antonio Avila Gonzales es útil" data-tracking-control-name="learning-course_review-card-helpful-button" data-tracking-will-navigate href="https://www.linkedin.com/learning-login/?redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Flearning%2Faprende-data-science-conceptos-basicos%3Ftrk%3Dlearning-topics_learning-search-card_search-card%26trk%3Dlearning-topics_learning-search-card_search-card&trk=learning-course_review-card-helpful-button" rel="nofollow"> <icon class="review-card__centered-row review-card__action-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5ptx189gjbxrh9wf3ncsehms9" data-svg-class-name="review-card__like-icon"></icon> Útil </a> <span class="review-card__dot-delimiter">·</span> <a class="review-card__centered-row review-card__action-button" aria-label="Denunciar el comentario de Pedro Antonio Avila Gonzales" data-tracking-control-name="learning-course_review-card-report-button" data-tracking-will-navigate href="https://www.linkedin.com/learning-login/?redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Flearning%2Faprende-data-science-conceptos-basicos%3Ftrk%3Dlearning-topics_learning-search-card_search-card%26trk%3Dlearning-topics_learning-search-card_search-card&trk=learning-course_review-card-report-button" rel="nofollow"> <icon class="review-card__centered-row review-card__action-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/d04ze1wt0ev8ck8e4ovqk762o" data-svg-class-name="review-card__flag-icon"></icon> Denunciar </a> </div> </div> </div> </div>  </div> </div> </li> </ul> </div> </section> </div> </section> <section class="right-rail papabear:w-right-rail-width papabear:ml-column-gutter mamabear:max-w-[790px] mamabear:px-mobile-container-padding babybear:max-w-[790px] babybear:px-mobile-container-padding"> <section class="table-of-contents mb-4 table-of-contents--with-max-height"> <h2 class="table-of-contents__header"> Contenido </h2> <ul class="table-of-contents__list"> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> Introducción <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> Introducción <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://es.linkedin.com/learning/aprende-data-science-conceptos-basicos/aproximacion-al-curso-aprende-data-science?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Aproximación al curso Aprende data science </div> <div class="table-of-contents__item-duration"> 1 min 34 s </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 1. Qué es la ciencia de datos <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 1. Qué es la ciencia de datos <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://es.linkedin.com/learning/aprende-data-science-conceptos-basicos/define-una-practica-multidisciplinar-con-muchos-significados?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Define una práctica multidisciplinar con muchos significados </div> <div class="table-of-contents__item-duration"> 3 min 51 s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://es.linkedin.com/learning/aprende-data-science-conceptos-basicos/los-paquetes-estadisticos-y-las-herramientas-informaticas?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Los paquetes estadísticos y las herramientas informáticas </div> <div class="table-of-contents__item-duration"> 4 min 25 s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://es.linkedin.com/learning/aprende-data-science-conceptos-basicos/crea-conocimiento-sobre-el-negocio?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Crea conocimiento sobre el negocio </div> <div class="table-of-contents__item-duration"> 4 min 13 s </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 2. Trabaja con bases de datos relacionales <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 2. Trabaja con bases de datos relacionales <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://es.linkedin.com/learning/aprende-data-science-conceptos-basicos/haz-conexiones-con-bases-de-datos-relacionales?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Haz conexiones con bases de datos relacionales </div> <div class="table-of-contents__item-duration"> 3 min 26 s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://es.linkedin.com/learning/aprende-data-science-conceptos-basicos/guarda-la-informacion-en-almacenes-de-datos-mediante-etl?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Guarda la información en almacenes de datos mediante ETL </div> <div class="table-of-contents__item-duration"> 4 min 19 s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://es.linkedin.com/learning/aprende-data-science-conceptos-basicos/olvidate-del-pasado-con-nosql?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Olvídate del pasado con NoSQL </div> <div class="table-of-contents__item-duration"> 4 min 29 s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://es.linkedin.com/learning/aprende-data-science-conceptos-basicos/aborda-los-problemas-de-los-datos-masivos?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Aborda los problemas de los datos masivos </div> <div class="table-of-contents__item-duration"> 4 min 44 s </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 3. Conoce los distintos tipos de datos <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 3. Conoce los distintos tipos de datos <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://es.linkedin.com/learning/aprende-data-science-conceptos-basicos/organiza-la-informacion-con-los-datos-estructurados?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Organiza la información con los datos estructurados </div> <div class="table-of-contents__item-duration"> 4 min 53 s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://es.linkedin.com/learning/aprende-data-science-conceptos-basicos/comparte-datos-semiestructurados?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Comparte datos semiestructurados </div> <div class="table-of-contents__item-duration"> 4 min 22 s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://es.linkedin.com/learning/aprende-data-science-conceptos-basicos/recopila-datos-no-estructurados?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Recopila datos no estructurados </div> <div class="table-of-contents__item-duration"> 4 min 42 s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://es.linkedin.com/learning/aprende-data-science-conceptos-basicos/criba-los-datos-que-no-utilices?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Criba los datos que no utilices </div> <div class="table-of-contents__item-duration"> 4 min 2 s </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 4. Aplica el análisis estadístico <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 4. 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class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://es.linkedin.com/learning/topics/graficos-animados-y-efectos-visuales?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Gráficos animados y efectos visuales </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://es.linkedin.com/learning/topics/imagen-digital-fotografia-2?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Imagen Digital & Fotografía </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://es.linkedin.com/learning/topics/productos-y-fabricacion?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> 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<div class="flex-1 w-1/2 pt-2 pr-4 pb-4 pl-0 babybear:pb-2 babybear:w-full babybear:border-b-1 babybear:border-solid babybear:border-color-border-low-emphasis babybear:last:border-b-0"> <h3 class="text-md font-bold text-color-text leading-open"> Descubre temas de tecnología </h3> <ul class="my-1"> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://es.linkedin.com/learning/topics/operaciones-y-seguridad-de-ti?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Administración de redes y sistemas </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://es.linkedin.com/learning/topics/seguridad-informatica?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Ciberseguridad </a> </li> <li 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focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ko_KR" data-locale="ko_KR" role="menuitem" lang="ko_KR"> 한국어 (coreano) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="मराठी (marati)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-mr_IN" data-locale="mr_IN" role="menuitem" lang="mr_IN"> मराठी (marati) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Bahasa Malaysia (malayo)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ms_MY" data-locale="ms_MY" role="menuitem" lang="ms_MY"> Bahasa Malaysia (malayo) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Nederlands (neerlandés)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-nl_NL" data-locale="nl_NL" role="menuitem" lang="nl_NL"> Nederlands (neerlandés) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Norsk (noruego)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-no_NO" data-locale="no_NO" role="menuitem" lang="no_NO"> Norsk (noruego) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="ਪੰਜਾਬੀ (punyabí)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pa_IN" data-locale="pa_IN" role="menuitem" lang="pa_IN"> ਪੰਜਾਬੀ (punyabí) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Polski (polaco)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pl_PL" data-locale="pl_PL" role="menuitem" lang="pl_PL"> Polski (polaco) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Português (portugués)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pt_BR" data-locale="pt_BR" role="menuitem" lang="pt_BR"> Português (portugués) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Română (rumano)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ro_RO" data-locale="ro_RO" role="menuitem" lang="ro_RO"> Română (rumano) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Русский (ruso)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ru_RU" data-locale="ru_RU" role="menuitem" lang="ru_RU"> Русский (ruso) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Svenska (sueco)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-sv_SE" data-locale="sv_SE" role="menuitem" lang="sv_SE"> Svenska (sueco) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="తెలుగు (telugu)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-te_IN" data-locale="te_IN" role="menuitem" lang="te_IN"> తెలుగు (telugu) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="ภาษาไทย (tailandés)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-th_TH" data-locale="th_TH" role="menuitem" lang="th_TH"> ภาษาไทย (tailandés) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Tagalog (tagalo)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-tl_PH" data-locale="tl_PH" role="menuitem" lang="tl_PH"> Tagalog (tagalo) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Türkçe (turco)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-tr_TR" data-locale="tr_TR" role="menuitem" lang="tr_TR"> Türkçe (turco) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Українська (ucraniano)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-uk_UA" data-locale="uk_UA" role="menuitem" lang="uk_UA"> Українська (ucraniano) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Tiếng Việt (vietnamita)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-vi_VN" data-locale="vi_VN" role="menuitem" lang="vi_VN"> Tiếng Việt (vietnamita) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="简体中文 (chino simplificado)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-zh_CN" 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