AI Fundamentals for Data Professionals Online Class | LinkedIn Learning, formerly Lynda.com

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Join instructor Sadie St. Lawrence to learn how to optimize data-driven decision-making processes within your organization by developing in-demand AI and ML skills. Get equipped with essential knowledge for data professionals to stay relevant and competitive in this ever-evolving field, as AI continues to transform the way we work with and understand the value of data. Explore popular tools such as PyTorch, scikit-learn, Keras, XGBoost, and Hugging Face as well as core concepts in data and feature engineering, machine learning, AI ethics, and more. </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> <li class="course-skills__skill-list-item"> <a href="https://www.linkedin.com/learning/search?keywords=Artificial+Intelligence+%28AI%29&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"> Artificial Intelligence (AI) </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/sadiestlawrence?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/D5603AQEQOwKkoG6VHQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1714344588574?e=2147483647&v=beta&t=E-p7QT1Dk_MZcURrjHYfRPtJs5NBaOiIPEaqrx-lwTY" 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 Sadie St. Lawrence’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 "> Sadie St. Lawrence </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden"> Founder/CEO, HMC Institute | Founder, Women in Data™ | AI Instructor/Researcher | Podcast Host </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">359 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 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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="359" value="286" aria-valuemin="0" aria-valuenow="286" aria-valuemax="359"> Current value: 286 </progress> <span class="ratings-summary__rating-count-percent"> 80% </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="359" value="58" aria-valuemin="0" aria-valuenow="58" aria-valuemax="359"> Current value: 58 </progress> <span class="ratings-summary__rating-count-percent"> 16% </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="359" value="14" aria-valuemin="0" aria-valuenow="14" aria-valuemax="359"> Current value: 14 </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="359" value="0" aria-valuemin="0" aria-valuenow="0" aria-valuemax="359"> Current value: 0 </progress> <span class="ratings-summary__rating-count-percent"> 0% </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="359" value="1" aria-valuemin="0" aria-valuenow="1" aria-valuemax="359"> Current value: 1 </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://www.linkedin.com/in/franz-diemel-455a661?trk=learning-course" data-tracking-control-name="learning-course" data-tracking-will-navigate> <span class="sr-only"> Franz Diemel  </span> </a> <img class="inline-block relative rounded-[50%] w-6 h-6 bg-color-entity-ghost-background" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Franz Diemel"> <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 "> Franz Diemel  </h3>   <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"> July 10, 2024 </span> </div> <div class="review-card__text"> Good instructor and easy intro to ML. </div> <div class="review-card__centered-row review-card__actions"> <a class="review-card__centered-row review-card__action-button" aria-label="Franz Diemel’s comment is helpful" data-tracking-control-name="learning-course_review-card-helpful-button" 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data-tracking-control-name="learning-course" data-tracking-will-navigate> <span class="sr-only"> Denis Lundy  </span> </a> <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQE0FjQyWsk8xg/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1718238665384?e=2147483647&v=beta&t=E1MopPC-nHFdEqgO-19dSxEhutdpWyKQlfZXoaZRdo0" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Denis Lundy"> <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 "> Denis Lundy  </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden"> Senior Business Analyst at FIS </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 " 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</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/ai-fundamentals-for-data-professionals/introduction?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"> Introduction </div> <div class="table-of-contents__item-duration"> 1m 6s </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. Introduction to AI and Machine 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"> 1. Introduction to AI and Machine 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/ai-fundamentals-for-data-professionals/ai-and-machine-learning-overview?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"> AI and machine learning overview </div> <div class="table-of-contents__item-duration"> 4m 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/ai-fundamentals-for-data-professionals/types-of-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"> Types of machine learning </div> <div class="table-of-contents__item-duration"> 3m 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/ai-fundamentals-for-data-professionals/popular-ai-and-ml-tools?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"> Popular AI and ML tools </div> <div class="table-of-contents__item-duration"> 3m 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/ai-fundamentals-for-data-professionals/ai-applications-and-use-cases?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"> AI applications and use cases </div> <div class="table-of-contents__item-duration"> 3m 1s </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. Data and Feature Engineering <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. Data and Feature Engineering <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/ai-fundamentals-for-data-professionals/data-types-and-sources?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 types and sources </div> <div class="table-of-contents__item-duration"> 3m 31s </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/ai-fundamentals-for-data-professionals/exploratory-data-analysis-eda?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"> Exploratory data analysis (EDA) </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/ai-fundamentals-for-data-professionals/data-preprocessing-techniques?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 preprocessing techniques </div> <div class="table-of-contents__item-duration"> 3m 13s </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/ai-fundamentals-for-data-professionals/feature-engineering?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 engineering </div> <div class="table-of-contents__item-duration"> 3m 10s </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. High-Level Machine Learning Techniques <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. High-Level Machine Learning Techniques <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/ai-fundamentals-for-data-professionals/supervised-learning-overview?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 overview </div> <div class="table-of-contents__item-duration"> 3m 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/ai-fundamentals-for-data-professionals/unsupervised-learning-overview?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"> Unsupervised learning overview </div> <div class="table-of-contents__item-duration"> 3m 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/ai-fundamentals-for-data-professionals/reinforcement-learning-overview?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 overview </div> <div class="table-of-contents__item-duration"> 4m 37s </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/ai-fundamentals-for-data-professionals/deep-learning-overview-part-1?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 overview: Part 1 </div> <div class="table-of-contents__item-duration"> 4m 33s </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/ai-fundamentals-for-data-professionals/deep-learning-overview-part-2?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 overview: Part 2 </div> <div class="table-of-contents__item-duration"> 3m 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"> 4. Implementation and Future Trends <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. Implementation and Future Trends <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/ai-fundamentals-for-data-professionals/model-evaluation-and-validation?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"> Model evaluation and validation </div> <div class="table-of-contents__item-duration"> 3m 31s </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/ai-fundamentals-for-data-professionals/ai-project-lifecycle?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"> AI project lifecycle </div> <div class="table-of-contents__item-duration"> 3m 21s </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/ai-fundamentals-for-data-professionals/ai-ethics-and-bias-part-1?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"> AI ethics and bias: Part 1 </div> <div class="table-of-contents__item-duration"> 4m 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/ai-fundamentals-for-data-professionals/ai-ethics-and-bias-part-2?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"> AI ethics and bias: Part 2 </div> <div class="table-of-contents__item-duration"> 3m 51s </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"> Conclusion <icon class="show-more-less__button--chevron 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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 tw-linkster-link" href="https://www.linkedin.com/learning/topics/leadership-and-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> Leadership and Management </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/marketing-2?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Marketing </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/professional-development?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Professional Development </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" 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 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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" href="https://www.linkedin.com/learning/topics/graphic-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> Graphic Design </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/motion-graphics-and-vfx?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Motion Graphics and VFX </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/photography-2?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Photography </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" 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" href="https://www.linkedin.com/learning/topics/security-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> Cybersecurity </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/data-science?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Data Science 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