Data Science Foundations: Fundamentals Online Class | LinkedIn Learning, formerly Lynda.com

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data-tracking-control-name="learning-course_buy-for-your-team-cta" data-tracking-impression-name="lil_upsell_learning-course_buy-for-your-team-cta_teambuy" data-test-live-buy-for-your-team-upsell data-tracking-will-navigate> Buy for my team </a> </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"> Course details </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"> Data science is driving a world-wide revolution that touches everything from business automation to social interaction. It’s also one of the fastest growing, most rewarding careers, employing analysts and engineers around the globe. This course provides an accessible, nontechnical overview of the field, covering the vocabulary, skills, jobs, tools, and techniques of data science. Instructor Barton Poulson defines the relationships to other data-saturated fields such as machine learning and artificial intelligence. He reviews the primary practices: gathering and analyzing data, formulating rules for classification and decision-making, and drawing actionable insights. He also discusses ethics and accountability and provides direction to learn more. By the end, you’ll see how data science can help you make better decisions, gain deeper insights, and make your work more effective and efficient. </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"> Skills you’ll gain </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://www.linkedin.com/learning/search?keywords=Data+Science&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"> Data Science </a> </li> </ul> </div> </section> <section class="core-section-container my-3">  <h2 class="core-section-container__title section-title"> Earn a sharable certificate </h2>  <div class="core-section-container__content break-words"> <p class="course-certificate__body-paragraph">Share what you’ve learned, and be a standout professional in your desired industry with a certificate showcasing your knowledge gained from the course.</p> <div class="course-certificate__image-container"> <img class="course-certificate__certificate-image" alt="Sample certificate" 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>Certificate of Completion</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">Showcase on your LinkedIn profile under “Licenses and Certificate” section</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">Download or print out as PDF to share with others</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">Share as image online to demonstrate your skill</p> </li> </ul> </div> </div> </div> </section> <section class="core-section-container my-3 course-instructors">  <h2 class="core-section-container__title section-title"> Meet the 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/bartonpoulson?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/D5603AQFylVONRgcZcA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1709879571070?e=2147483647&v=beta&t=3f-cBbHIHY9byOA0wn_wyaSN3SoXg1D_pGa-HRdJifM" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Click here to view Barton Poulson’s instructor page"> <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 "> Barton Poulson </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden"> #DataIsForDoing • datalab.cc founder • UVU professor • 39x LinkedIn Learning author • 2.3 million learners • LinkedIn Top Voice </h4>   </div>  </a> </li> </ul> </div> </section> <section class="core-section-container my-3 reviews-feed">  <h2 class="core-section-container__title section-title"> Learner reviews </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">4.7</span> <span class="ratings-summary__rating-max">out of 5</span></h3> <figure class="ratings-summary__figure"> <span class="star-rating" role="img" aria-label="Rating: 4.7 out of 5 stars"> <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/7dacecy4xq1otzk8pae2g0hxd"></icon> </span> </span> <figcaption class="ratings-summary__ratings-total">2,914 ratings</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">How are ratings calculated?</span> </button> <span role="tooltip" class="tooltip__popup" aria-hidden="true"> The overall rating is calculated using the average of submitted ratings. Ratings and reviews can only be submitted when non-anonymous learners complete at least 40% of the course. This helps us avoid fake reviews and spam. </span> </div> </div> <ul> <li> <figure class="ratings-summary__rating-count"> <figcaption class="ratings-summary__rating-count-label"> 5 star </figcaption> <progress class="ratings-summary__progress-bar" max="2914" value="2221" aria-valuemin="0" aria-valuenow="2221" aria-valuemax="2914"> Current value: 2,221 </progress> <span class="ratings-summary__rating-count-percent"> 76% </span> </figure> </li> <li> <figure class="ratings-summary__rating-count"> <figcaption class="ratings-summary__rating-count-label"> 4 star </figcaption> <progress class="ratings-summary__progress-bar" max="2914" value="547" aria-valuemin="0" aria-valuenow="547" aria-valuemax="2914"> Current value: 547 </progress> <span class="ratings-summary__rating-count-percent"> 19% </span> </figure> </li> <li> <figure class="ratings-summary__rating-count"> <figcaption class="ratings-summary__rating-count-label"> 3 star </figcaption> <progress class="ratings-summary__progress-bar" max="2914" value="105" aria-valuemin="0" aria-valuenow="105" aria-valuemax="2914"> Current value: 105 </progress> <span class="ratings-summary__rating-count-percent"> 4% </span> </figure> </li> <li> <figure class="ratings-summary__rating-count"> <figcaption class="ratings-summary__rating-count-label"> 2 star </figcaption> <progress class="ratings-summary__progress-bar" max="2914" value="19" aria-valuemin="0" aria-valuenow="19" aria-valuemax="2914"> Current value: 19 </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 star </figcaption> <progress class="ratings-summary__progress-bar" max="2914" value="22" aria-valuemin="0" aria-valuenow="22" aria-valuemax="2914"> Current value: 22 </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://de.linkedin.com/in/alexandra-kalaitzidou-013243163?trk=learning-course" data-tracking-control-name="learning-course" data-tracking-will-navigate> <span class="sr-only"> Alexandra Kalaitzidou  </span> </a> <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQHhIpdNogHjPQ/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1710850136137?e=2147483647&v=beta&t=m0gpsgv7Ov9H07kpN10zgcNrVpQZ08g9V-bZB6cg1Zg" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Alexandra Kalaitzidou"> <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 "> Alexandra Kalaitzidou  </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden"> AIx Engineer Applied Materials, Master M. Computer Science, Multilingual </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="Rating: 3 out of 5 stars"> <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/e0hq4l058yoqerjsrssp5pbr0"></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/e0hq4l058yoqerjsrssp5pbr0"></icon> </span> </span> </div> <span class="review-card__rating"> 3/5 </span> <span class="review-card__date"> November 19, 2024 </span> </div> <div class="review-card__text"> While not bad to get a basic idea of what Data Science is, the content is not suitable for people who want to get into the topic seriously. Way too vague, no deep information and knowledge is given. </div> <div class="review-card__centered-row review-card__actions"> <a class="review-card__centered-row review-card__action-button" aria-label="Alexandra Kalaitzidou’s comment is helpful" 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%2Fdata-science-foundations-fundamentals-14537508%3Ftrk%3Dcourse_title%26trk%3Dcourse_title&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> Helpful </a> <span class="review-card__dot-delimiter">·</span> <a class="review-card__centered-row review-card__action-button" aria-label="Report Alexandra Kalaitzidou’s comment" 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%2Fdata-science-foundations-fundamentals-14537508%3Ftrk%3Dcourse_title%26trk%3Dcourse_title&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> Report </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://www.linkedin.com/in/stephenwatkinsiipm?trk=learning-course" data-tracking-control-name="learning-course" data-tracking-will-navigate> <span class="sr-only"> Stephen Watkins  </span> </a> <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQEICNtMpLfwZA/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1657823415037?e=2147483647&v=beta&t=YE5Q5h4znP_S1fCMsFGvRAcp3SoASViLNtU4TlsR0Q0" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Stephen Watkins"> <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 "> Stephen Watkins  </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden"> Project Manager at Arizona State University </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="Rating: 1 out of 5 stars"> <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/e0hq4l058yoqerjsrssp5pbr0"></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/e0hq4l058yoqerjsrssp5pbr0"></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/e0hq4l058yoqerjsrssp5pbr0"></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/e0hq4l058yoqerjsrssp5pbr0"></icon> </span> </span> </div> <span class="review-card__rating"> 1/5 </span> <span class="review-card__date"> November 14, 2024 </span> </div> <div class="review-card__text"> As others mentioned, this topic could be far more concise instead of drawn out into 5 hours of videos. A lot of unneccessary fluff, and structured almost in a way as in away to make it seems there is more being offered than there is. The ridiculous amount of quiz questions was also another component that was unnecessary. My biggest complaint those, was the Instructors odd cadence, inflection, and tone. Made it extremely difficult to listen. At times I chose to mute and read subtitles. </div> <div class="review-card__centered-row review-card__actions"> <a class="review-card__centered-row review-card__action-button" aria-label="Stephen Watkins’ comment is helpful" 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%2Fdata-science-foundations-fundamentals-14537508%3Ftrk%3Dcourse_title%26trk%3Dcourse_title&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> Helpful </a> <span class="review-card__dot-delimiter">·</span> <a class="review-card__centered-row review-card__action-button" aria-label="Report Stephen Watkins’ comment" 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%2Fdata-science-foundations-fundamentals-14537508%3Ftrk%3Dcourse_title%26trk%3Dcourse_title&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> Report </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://in.linkedin.com/in/saivenkat-kadavergu-6b23501b7?trk=learning-course" data-tracking-control-name="learning-course" data-tracking-will-navigate> <span class="sr-only"> Saivenkat kadavergu  </span> </a> <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQHRVwF0Lss8oQ/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1727193026518?e=2147483647&v=beta&t=2UJNz5cEkfW7fjikRaaH9kTJsZoMD64Mg-hsswdcdMA" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Saivenkat kadavergu"> <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 "> Saivenkat kadavergu  </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden"> "Aspiring robotics enthusiast, forging a path of innovation and setting ambitious goals. Passionate about creating a future with cutting-edge robotic… </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="Rating: 5 out of 5 stars"> <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"> November 14, 2024 </span> </div> <div class="review-card__text"> This course helps me to grow and upscaling my carrier , Thanks Linkedln 😍🤩 </div> <div class="review-card__centered-row review-card__actions"> <a class="review-card__centered-row review-card__action-button" aria-label="Saivenkat kadavergu’s comment is helpful" 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%2Fdata-science-foundations-fundamentals-14537508%3Ftrk%3Dcourse_title%26trk%3Dcourse_title&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> Helpful </a> <span class="review-card__dot-delimiter">·</span> <a class="review-card__centered-row review-card__action-button" aria-label="Report Saivenkat kadavergu’s comment" 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%2Fdata-science-foundations-fundamentals-14537508%3Ftrk%3Dcourse_title%26trk%3Dcourse_title&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> Report </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"> Contents </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"> Introduction <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"> Introduction <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://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/getting-started?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"> Getting started </div> <div class="table-of-contents__item-duration"> 1m 33s </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. What Is Data Science? <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. What Is Data Science? <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://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/supply-and-demand-for-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"> Supply and demand for data science </div> <div class="table-of-contents__item-duration"> 4m 27s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/the-data-science-venn-diagram?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> The data science Venn diagram </div> <div class="table-of-contents__item-duration"> 4m 29s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/the-data-science-pathway?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> The data science pathway </div> <div class="table-of-contents__item-duration"> 4m 50s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/the-crisp-dm-model-in-data-science?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> The CRISP-DM model in data science </div> <div class="table-of-contents__item-duration"> 4m 1s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/roles-and-teams-in-data-science?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Roles and teams in data science </div> <div class="table-of-contents__item-duration"> 4m 25s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/the-role-of-questions-in-data-science?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> The role of questions in data science </div> <div class="table-of-contents__item-duration"> 4m 53s </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. The Place of Data Science in the Data Universe <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. The Place of Data Science in the Data Universe <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://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/artificial-intelligence?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"> Artificial intelligence </div> <div class="table-of-contents__item-duration"> 8m 27s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/machine-learning?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Machine learning </div> <div class="table-of-contents__item-duration"> 8m 6s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/deep-learning-neural-networks?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Deep learning neural networks </div> <div class="table-of-contents__item-duration"> 8m 22s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/big-data?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Big data </div> <div class="table-of-contents__item-duration"> 5m 36s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/predictive-analytics?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Predictive analytics </div> <div class="table-of-contents__item-duration"> 4m 57s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/prescriptive-analytics?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Prescriptive analytics </div> <div class="table-of-contents__item-duration"> 7m 41s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/business-intelligence?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Business intelligence </div> <div class="table-of-contents__item-duration"> 4m 40s </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. Ethics and Agency <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. Ethics and Agency <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://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/bias?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"> Bias </div> <div class="table-of-contents__item-duration"> 6m 35s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/security?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Security </div> <div class="table-of-contents__item-duration"> 5m 32s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/legal?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Legal </div> <div class="table-of-contents__item-duration"> 6m 42s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/explainable-ai?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Explainable AI </div> <div class="table-of-contents__item-duration"> 9m 56s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/agency-of-algorithms-and-decision-makers?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Agency of algorithms and decision-makers </div> <div class="table-of-contents__item-duration"> 4m 52s </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. Sources of Data <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. Sources of Data <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://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/data-preparation?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"> Data preparation </div> <div class="table-of-contents__item-duration"> 5m 26s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/labeling-data?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Labeling data </div> <div class="table-of-contents__item-duration"> 8m 48s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/in-house-data?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> In-house data </div> <div class="table-of-contents__item-duration"> 5m 38s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/open-data?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Open data </div> <div class="table-of-contents__item-duration"> 4m 15s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/apis?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> APIs </div> <div class="table-of-contents__item-duration"> 2m 40s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/scraping-data?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Scraping data </div> <div class="table-of-contents__item-duration"> 4m 44s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/creating-data?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Creating data </div> <div class="table-of-contents__item-duration"> 5m 36s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/passive-collection-of-training-data?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Passive collection of training data </div> <div class="table-of-contents__item-duration"> 3m 57s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/self-generated-data?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Self-generated data </div> <div class="table-of-contents__item-duration"> 3m 30s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/data-vendors?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Data vendors </div> <div class="table-of-contents__item-duration"> 5m 30s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/data-ethics?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Data ethics </div> <div class="table-of-contents__item-duration"> 5m 14s </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"> 5. Sources of Rules <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"> 5. Sources of Rules <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://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/the-enumeration-of-explicit-rules?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"> The enumeration of explicit rules </div> <div class="table-of-contents__item-duration"> 4m 3s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/the-derivation-of-rules-from-data-analysis?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> The derivation of rules from data analysis </div> <div class="table-of-contents__item-duration"> 4m 26s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/the-generation-of-implicit-rules?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> The generation of implicit rules </div> <div class="table-of-contents__item-duration"> 3m 32s </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"> 6. Tools for Data Science <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"> 6. Tools for Data Science <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://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/applications-for-data-analysis?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Applications for data analysis </div> <div class="table-of-contents__item-duration"> 4m 52s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/languages-for-data-science?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Languages for data science </div> <div class="table-of-contents__item-duration"> 3m 55s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/automl?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> AutoML </div> <div class="table-of-contents__item-duration"> 4m 16s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/machine-learning-as-a-service?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Machine learning as a service </div> <div class="table-of-contents__item-duration"> 3m 21s </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"> 7. Mathematics for Data Science <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"> 7. Mathematics for Data Science <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://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/sampling-and-probability?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Sampling and probability </div> <div class="table-of-contents__item-duration"> 5m 27s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/algebra?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Algebra </div> <div class="table-of-contents__item-duration"> 7m 25s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/calculus?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Calculus </div> <div class="table-of-contents__item-duration"> 5m 3s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/optimization-and-the-combinatorial-explosion?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Optimization and the combinatorial explosion </div> <div class="table-of-contents__item-duration"> 6m 10s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/bayes-theorem?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Bayes' theorem </div> <div class="table-of-contents__item-duration"> 4m 25s </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"> 8. Unsupervised Learning <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"> 8. Unsupervised Learning <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://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/supervised-vs-unsupervised-learning?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Supervised vs. unsupervised learning </div> <div class="table-of-contents__item-duration"> 3m 38s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/descriptive-analyses?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Descriptive analyses </div> <div class="table-of-contents__item-duration"> 6m 38s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/clustering?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Clustering </div> <div class="table-of-contents__item-duration"> 5m 45s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/dimensionality-reduction?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Dimensionality reduction </div> <div class="table-of-contents__item-duration"> 5m 38s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/anomaly-detection?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Anomaly detection </div> <div class="table-of-contents__item-duration"> 5m </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"> 9. Supervised Learning <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"> 9. Supervised Learning <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://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/supervised-learning-with-predictive-models?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Supervised learning with predictive models </div> <div class="table-of-contents__item-duration"> 7m 32s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/time-series-data?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Time-series data </div> <div class="table-of-contents__item-duration"> 9m 14s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/classifying?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Classifying </div> <div class="table-of-contents__item-duration"> 5m 34s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/feature-selection-and-creation?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Feature selection and creation </div> <div class="table-of-contents__item-duration"> 5m 49s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/aggregating-models?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Aggregating models </div> <div class="table-of-contents__item-duration"> 8m 32s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/validating-models?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Validating models </div> <div class="table-of-contents__item-duration"> 5m 46s </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"> 10: Generative Methods in Data Science <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"> 10: Generative Methods in Data Science <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://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/generative-adversarial-networks-gans?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Generative adversarial networks (GANs) </div> <div class="table-of-contents__item-duration"> 5m 50s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/reinforcement-learning?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Reinforcement learning </div> <div class="table-of-contents__item-duration"> 6m 2s </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"> 11. Acting on Data Science <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"> 11. Acting on Data Science <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://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/the-importance-of-interpretability?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> The importance of interpretability </div> <div class="table-of-contents__item-duration"> 3m 17s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/interpretable-methods?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Interpretable methods </div> <div class="table-of-contents__item-duration"> 5m 3s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/actionable-insights?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Actionable insights </div> <div class="table-of-contents__item-duration"> 2m 53s </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" 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href="https://www.linkedin.com/learning/data-science-foundations-fundamentals-14537508/next-steps-and-additional-resources?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <span class="a11y-text">(Locked)</span> <icon class="table-of-contents__item-status table-of-contents__item-status--locked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cfu0devb5o77ym5x8vv0oilfz" data-svg-class-name="table-of-contents__item-status-svg--locked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Next steps and additional resources </div> <div class="table-of-contents__item-duration"> 2m 47s </div> </div> </a> </li> </ul>  </div> </li> </ul> </section> <section class="aside-section-container mb-4 subscription-value-props-aside-section"> <h2 class="aside-section-container__title section-title"> What’s included </h2>  <div class="aside-section-container__content break-words"> <ul> <li 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class="subscription-value-props-aside-section__value-prop-sublabel">Continuing Education Units</span> </li> </ul> </div> </section> <section class="aside-section-container mb-4 similar-courses-aside-section"> <h2 class="aside-section-container__title section-title"> Similar courses </h2>  <div class="aside-section-container__content break-words"> <ul> <li>  <a href="https://www.linkedin.com/learning/data-science-methodologies-making-business-sense?trk=learning-course_similar-courses" target="_self" data-tracking-control-name="learning-course_similar-courses" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 hover:show-play-button focus:show-play-button base-aside-card--link aside-learning-course-card">  <div class="base-aside-card__media flex-shrink-0 mr-0.5 overflow-hidden relative h-[54px] w-[95px] "> <img class="base-aside-card__media-element w-[100px] h-full object-cover" alt 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<section class="tw-linkster bg-cool-gray-20 browse-map" data-impression-id="learning-course_linkster" data-js-module-id="linkster"> <div class="max-w-screen-content-max-w w-full flex justify-between my-0 mx-auto mamabear:px-3 babybear:px-2 babybear:flex-col"> <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"> Explore Business Topics </h3> <ul class="my-1"> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/business-analysis-and-strategy?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Business Analysis and Strategy </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/business-software-and-tools?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Business Software and Tools </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/career-development-5?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Career Development </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/customer-service-3?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Customer Service </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/diversity-equity-and-inclusion-dei?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Diversity, Equity, and Inclusion (DEI) </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/finance-and-accounting?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Finance and Accounting </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/human-resources-3?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Human Resources </a> </li> <li class="tw-link-column-item"> <a class="link 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href="https://www.linkedin.com/learning/topics/project-management?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Project Management </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/sales-3?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Sales </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/small-business-and-entrepreneurship?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Small Business and Entrepreneurship </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/training-and-education?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Training and Education </a> </li> </ul> <a class="link tw-linkster-general-link" aria-label="See all business courses" href="https://www.linkedin.com/learning/topics/business?trk=learning-course_browsemap_general-link" data-tracking-control-name="learning-course_browsemap_general-link" data-tracking-will-navigate> See all </a> </div> <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"> Explore Creative Topics </h3> <ul class="my-1"> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/aec?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> AEC </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/animation-and-illustration?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Animation and Illustration </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/audio-and-music?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Audio and Music </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" 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href="https://www.linkedin.com/learning/topics/product-and-manufacturing?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Product and Manufacturing </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/user-experience?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> User Experience </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/2015-54?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Video </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/visualization-and-real-time?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Visualization and Real-Time </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/web-design?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Web Design </a> </li> </ul> <a class="link tw-linkster-general-link" aria-label="See all creative courses" href="https://www.linkedin.com/learning/topics/creative?trk=learning-course_browsemap_general-link" data-tracking-control-name="learning-course_browsemap_general-link" data-tracking-will-navigate> See all </a> </div> <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"> Explore Technology Topics </h3> <ul class="my-1"> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/artificial-intelligence?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Artificial Intelligence (AI) </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/cloud-computing-5?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Cloud Computing </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" 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href="https://www.linkedin.com/learning/topics/devops?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> DevOps </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/hardware?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Hardware </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/it-help-desk-5?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> IT Help Desk </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" 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