How to Work with Explainable AI: A Guide

<!DOCTYPE html> <html lang="en"> <head> <meta name="pageKey" content="d_flagship3_web_collaborative_article"> <meta name="robots" content="max-image-preview:large, noarchive"> <meta name="bingbot" content="nocache">  <meta name="locale" content="en_US"> <meta id="config" data-app-version="0.0.4264" data-call-tree-id="AAYoYlceCJMEmoMOvxzSBA==" data-multiproduct-name="article-ssr-frontend" data-service-name="article-ssr-frontend" data-browser-id="d4508ca5-4cf0-443f-8499-b1c757774011" data-enable-page-view-heartbeat-tracking data-page-instance="urn:li:page:d_web_collaborative_article;3aDQdwm3T3CEQrYq1H1Uvw==" data-theme="light" data-disable-jsbeacon-pagekey-suffix="true" data-member-id="0" data-logout-url="https://www.linkedin.com/uas/logout?session_full_logout=true&csrfToken=ajax%3A0341108853249270064" data-should-use-full-url-in-pve-path="true" data-dna-member-lix-treatment="control" data-human-member-lix-treatment="control" data-dfp-member-lix-treatment="control" data-sync-apfc-headers-lix-treatment="control" data-sync-apfc-cb-lix-treatment="control"> <link rel="canonical" href="https://www.linkedin.com/advice/3/how-can-you-work-explainable-ai-skills-artificial-intelligence"> <link rel="alternate" hreflang="en" href="https://www.linkedin.com/advice/3/how-can-you-work-explainable-ai-skills-artificial-intelligence"> <link rel="alternate" hreflang="pt" href="https://pt.linkedin.com/advice/3/how-can-you-work-explainable-ai-skills-artificial-intelligence?lang=pt"> <link rel="alternate" hreflang="fr" href="https://fr.linkedin.com/advice/3/how-can-you-work-explainable-ai-skills-artificial-intelligence?lang=fr"> <link rel="alternate" hreflang="es" href="https://es.linkedin.com/advice/3/how-can-you-work-explainable-ai-skills-artificial-intelligence?lang=es"> <link rel="alternate" hreflang="de" href="https://de.linkedin.com/advice/3/how-can-you-work-explainable-ai-skills-artificial-intelligence?lang=de"> <link rel="alternate" hreflang="x-default" href="https://www.linkedin.com/advice/3/how-can-you-work-explainable-ai-skills-artificial-intelligence">    <link rel="manifest" href="/homepage-guest/manifest.json" crossorigin="use-credentials"> <link rel="icon" href="https://static.licdn.com/aero-v1/sc/h/al2o9zrvru7aqj8e1x2rzsrca"> <script> function getDfd() {let yFn,nFn;const p=new Promise(function(y, n){yFn=y;nFn=n;});p.resolve=yFn;p.reject=nFn;return p;} window.lazyloader = getDfd(); window.tracking = getDfd(); window.impressionTracking = getDfd(); window.ingraphTracking = getDfd(); window.appDetection = getDfd(); window.pemTracking = getDfd(); </script>  <title>How to Work with Explainable AI: A Guide</title> <link rel="stylesheet" href="https://static.licdn.com/aero-v1/sc/h/1966r8lldxy80hnnqhdpjfgk6"> <meta name="description" content="Learn how to work with explainable AI and benefit from its advantages. Discover the methods, techniques, challenges, and best practices of explainable AI."> <meta property="og:title" content="How can you work with explainable AI?"> <meta property="og:description" content="Learn how to work with explainable AI and benefit from its advantages. Discover the methods, techniques, challenges, and best practices of explainable AI."> <meta property="og:image" content="https://media.licdn.com/dms/image/v2/D4E12AQFAhK1k0SO7eQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666369958?e=2147483647&v=beta&t=VtBf-TzmZHGH009gknMnaKDaMgQ96mwjxFp1GndQ1CQ"> <meta property="og:type" content="article"> <meta property="og:url" content="https://www.linkedin.com/advice/3/how-can-you-work-explainable-ai-skills-artificial-intelligence"> <meta name="twitter:card" content="summary_large_image"> <meta name="twitter:site" content="@LinkedInEditors"> <meta name="twitter:title" content="How can you work with explainable AI?"> <meta name="twitter:description" content="Learn how to work with explainable AI and benefit from its advantages. Discover the methods, techniques, challenges, and best practices of explainable AI."> <meta name="twitter:image" content="https://media.licdn.com/dms/image/v2/D4E12AQFAhK1k0SO7eQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666369958?e=2147483647&v=beta&t=VtBf-TzmZHGH009gknMnaKDaMgQ96mwjxFp1GndQ1CQ"> <meta name="appId"> <meta name="twitter:label1" content="Written by"> <meta name="twitter:data1" content="Artificial Intelligence">  <meta name="clientSideIngraphs" content="1" data-gauge-metric-endpoint="/advice/api/ingraphs/gauge" data-counter-metric-endpoint="/advice/api/ingraphs/counter"> <script type="application/ld+json"> {"@context":"http://schema.org","@type":"Article","headline":"Learn how to work with explainable AI and benefit from its advantages. Discover the methods, techniques, challenges, and best practices of explainable AI.","url":"https://www.linkedin.com/advice/3/how-can-you-work-explainable-ai-skills-artificial-intelligence","publisher":"www.linkedin.com","name":"How can you work with explainable AI?","commentCount":6,"interactionStatistic":[{"interactionType":"http://schema.org/LikeAction","userInteractionCount":2,"@type":"InteractionCounter"},{"interactionType":"http://schema.org/CommentAction","userInteractionCount":6,"@type":"InteractionCounter"}],"datePublished":"2023-08-21T18:09:10.000+00:00","mainEntityOfPage":"https://www.linkedin.com/advice/3/how-can-you-work-explainable-ai-skills-artificial-intelligence","isAccessibleForFree":true,"image":{"url":"https://media.licdn.com/dms/image/v2/D4E12AQFAhK1k0SO7eQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666369958?e=2147483647&v=beta&t=VtBf-TzmZHGH009gknMnaKDaMgQ96mwjxFp1GndQ1CQ","@type":"ImageObject"},"sourceOrganization":"www.linkedin.com","dateModified":"2023-09-07T11:15:11.192+00:00","contributor":[{"@type":"Person","url":"https://uk.linkedin.com/in/francescatabor","name":"Francesca Tabor","interactionStatistic":{"@type":"InteractionCounter","interactionType":"https://schema.org/FollowAction","name":"Followers","userInteractionCount":0}}],"comment":[{"@type":"Comment","text":"In a popular open-world RPG (Role-Playing Game), players observed that certain NPCs avoided interaction after sunset. Curious about this behavior, the developers turned to XAI. They found that the AI had learned this behavior from player data, where many in-game events occurred at night, reducing the interaction with these NPCs. This unintended behavior was then modified to ensure a more consistent gaming experience.\n\nAdditionally AI was used to determine player match-ups. However, some novice players found themselves against experts. XAI revealed the AI considered factors like online hours and in-game purchases, instead of just skills. The insight helped re-calibrate match-making for fairer games.","upVoteCount":1,"author":{"@type":"Person","url":"https://uk.linkedin.com/in/francescatabor","name":"Francesca Tabor","interactionStatistic":{"@type":"InteractionCounter","interactionType":"https://schema.org/FollowAction","name":"Followers","userInteractionCount":0}}},{"@type":"Comment","text":"One of the most well-known instances highlighting the need for XAI is the case of the COMPAS software, used in the U.S. judicial system to assess the likelihood of a criminal defendant reoffending. The core issue was that the workings of the COMPAS system, like many AI models, were opaque. The lack of transparency made it challenging to understand, audit, or validate its decisions. This is especially critical in a domain as sensitive as criminal justice, where lives are directly impacted.","upVoteCount":0,"author":{"@type":"Person","url":"https://uk.linkedin.com/in/francescatabor","name":"Francesca Tabor","interactionStatistic":{"@type":"InteractionCounter","interactionType":"https://schema.org/FollowAction","name":"Followers","userInteractionCount":0}}},{"@type":"Comment","text":"Fashion AI are building a game where players can customize avatars with digital fashion pieces. AI system will be trained on millions of player data points: outfit combinations, purchase history, game activities, etc. However, in test the AI suggests to women high-heels and dresses, even when users show a consistent preference for sneakers or other attire. The recommendation engine also favors Western brands, overlooking diverse fashion aesthetics from various global cultures. Explainable AI (XAI) helps to uncover Gender and Culture Bias. Moving forward to mitigate these issues we will refine data sets, create a feedback loop for players and actively seek licensing deals with fashion brands representing diverse global aesthetics.","upVoteCount":0,"author":{"@type":"Person","url":"https://uk.linkedin.com/in/francescatabor","name":"Francesca Tabor","interactionStatistic":{"@type":"InteractionCounter","interactionType":"https://schema.org/FollowAction","name":"Followers","userInteractionCount":0}}},{"@type":"Comment","text":"Explainable AI faces multiple trade challenges:-\nTrade-off Between Accuracy and Explainability\nEvaluating Explanation Quality\nScalability Issues\nDynamic Tasks","upVoteCount":1,"author":{"@type":"Person","url":"https://uk.linkedin.com/in/francescatabor","name":"Francesca Tabor","interactionStatistic":{"@type":"InteractionCounter","interactionType":"https://schema.org/FollowAction","name":"Followers","userInteractionCount":0}}},{"@type":"Comment","text":"Interactive Explanations: Whenever possible, aim for interactive explanation systems where users can ask follow-up questions, probe the AI's decision-making further, or get deeper insights based on their needs.\n\nDiverse and Representative Data: Ensure that the data used to train AI models is diverse and representative of the real-world scenarios where the model will be applied. This aids in producing explanations that are more universally applicable and reduces biases.\n\nFeedback Loops: Incorporate feedback mechanisms allowing users to critique or validate the explanations provided. This can help in refining the XAI system over time.\n\nEthical Considerations: Ensure that the XAI doesn't inadvertently introduce or perpetuate biases.","upVoteCount":0,"author":{"@type":"Person","url":"https://uk.linkedin.com/in/francescatabor","name":"Francesca Tabor","interactionStatistic":{"@type":"InteractionCounter","interactionType":"https://schema.org/FollowAction","name":"Followers","userInteractionCount":0}}},{"@type":"Comment","text":"Throughout history, there have been instances where new technologies were distrusted due to a lack of understanding. When X-rays were first introduced, they were met with skepticism until their workings were explained and demonstrated repeatedly. Similarly, XAI can play a role in demystifying AI technologies.","upVoteCount":0,"author":{"@type":"Person","url":"https://uk.linkedin.com/in/francescatabor","name":"Francesca Tabor","interactionStatistic":{"@type":"InteractionCounter","interactionType":"https://schema.org/FollowAction","name":"Followers","userInteractionCount":0}}}]} </script>  </head> <body dir="ltr">  <div class="guest-upsells"> <form class="google-auth base-google-auth" action="https://www.linkedin.com/uas/login-submit" method="post"> <input name="loginCsrfParam" value="d4508ca5-4cf0-443f-8499-b1c757774011" type="hidden"> <input name="session_redirect" value="https://www.linkedin.com/advice/3/how-can-you-work-explainable-ai-skills-artificial-intelligence" type="hidden"> <input name="trk" value="pulse-article_google-one-tap-submit" type="hidden"> <code id="termsAndConditionsRendered" style="display: none"></code> <div class="google-one-tap__module hidden fixed flex flex-col items-center top-[20px] right-[20px] z-[9999]"> <div class="relative top-2 bg-color-background-container-tint pl-2 pr-1 pt-2 pb-3 w-[375px] rounded-md shadow-2xl"> <p class="text-md font-bold text-color-text"> Agree & Join LinkedIn </p> <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2 !text-sm !text-color-text" data-impression-id="pulse-article_one-tap-skip-tc-text"> By clicking Continue to join or sign in, you agree to LinkedIn’s <a href="/legal/user-agreement?trk=linkedin-tc_auth-button_user-agreement" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_user-agreement" data-tracking-will-navigate="true">User Agreement</a>, <a href="/legal/privacy-policy?trk=linkedin-tc_auth-button_privacy-policy" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_privacy-policy" data-tracking-will-navigate="true">Privacy Policy</a>, and <a href="/legal/cookie-policy?trk=linkedin-tc_auth-button_cookie-policy" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_cookie-policy" data-tracking-will-navigate="true">Cookie Policy</a>. </p> </div> <div data-tracking-control-name="pulse-article_google-one-tap" id="google-one-tap__container"></div> </div> <div class="loader loader--full-screen"> <div class="loader__container mb-2 overflow-hidden"> <icon class="loader__icon inline-block loader__icon--default text-color-progress-loading" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/ddi43qwelxeqjxdd45pe3fvs1" data-svg-class-name="loader__icon-svg--large fill-currentColor h-[60px] min-h-[60px] w-[60px] min-w-[60px]"></icon> </div> </div> </form> <script data-delayed-url="https://static.licdn.com/aero-v1/sc/h/29rdkxlvag0d3cpj96fiilbju" data-module-id="google-gsi-lib"></script> <code id="isLinkedInAppWebView" style="display: none"></code> <code id="shouldRemoveUndefinedValues" style="display: none"></code> <code id="isItpSupportEnabled" style="display: none"></code> <code id="isFedCMEnabled" style="display: none"></code> <div class="contextual-sign-in-modal base-contextual-sign-in-modal" data-impression-id="pulse-article_contextual-sign-in-modal" data-cool-off-enabled data-show-on-page-load>  <div class>  <div id="base-contextual-sign-in-modal" class="modal modal--contextual-sign-in" data-outlet="base-contextual-sign-in-modal">  <div class="modal__overlay flex items-center bg-color-background-scrim justify-center fixed bottom-0 left-0 right-0 top-0 opacity-0 invisible pointer-events-none z-[1000] transition-[opacity] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.17s] py-4 " aria-hidden="true"> <section aria-modal="true" role="dialog" aria-labelledby="base-contextual-sign-in-modal-modal-header" tabindex="-1" class="max-h-full modal__wrapper overflow-auto p-0 bg-color-surface max-w-[1128px] min-h-[160px] relative scale-[0.25] shadow-sm shadow-color-border-faint transition-[transform] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.33s] focus:outline-0 w-[1128px] mamabear:w-[744px] babybear:w-[360px] rounded-md"> <button class="modal__dismiss btn-tertiary h-[40px] w-[40px] p-0 rounded-full indent-0 contextual-sign-in-modal__modal-dismiss absolute right-0 m-[20px] cursor-pointer" aria-label="Dismiss" data-tracking-control-name="pulse-article_contextual-sign-in-modal_modal_dismiss"> <icon class="contextual-sign-in-modal__modal-dismiss-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/gs508lg3t2o81tq7pmcgn6m2"></icon> </button> <div class="modal__main w-full"> <div class="contextual-sign-in-modal__screen contextual-sign-in-modal__context-screen flex flex-col my-4 mx-3"> <img class="inline-block relative w-16 h-16 contextual-sign-in-modal__img m-auto" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5k9cgtx8rhoyqkcxfoncu1svl" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9l8dv1r8a09nem281grvopn9l" alt> <h2 class="contextual-sign-in-modal__context-screen-title font-sans text-xl text-color-text my-2 mx-4 text-center" id="base-contextual-sign-in-modal-modal-header"> Sign in to view more content </h2> <p class="contextual-sign-in-modal__subtitle mb-2 mx-12 babybear:mx-0 text-center font-sans text-md text-color-text"> Create your free account or sign in to continue your search </p>  <div class="contextual-sign-in-modal__btn-container m-auto w-[320px] babybear:w-full">  <div class="sign-in-modal" data-impression-id="pulse-article_contextual-sign-in-modal_sign-in-modal"> <button class="sign-in-modal__outlet-btn cursor-pointer btn-md btn-primary btn-secondary" data-tracking-client-ingraph data-tracking-control-name="pulse-article_contextual-sign-in-modal_sign-in-modal_outlet-button" data-modal="base-sign-in-modal">  Sign in </button> <div class>  <div id="base-sign-in-modal" class="modal modal--sign-in" data-outlet="base-sign-in-modal">  <div class="modal__overlay flex items-center bg-color-background-scrim justify-center fixed bottom-0 left-0 right-0 top-0 opacity-0 invisible pointer-events-none z-[1000] transition-[opacity] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.17s] py-4 " aria-hidden="true"> <section aria-modal="true" role="dialog" aria-labelledby="base-sign-in-modal-modal-header" tabindex="-1" class="max-h-full modal__wrapper overflow-auto p-0 bg-color-surface max-w-[1128px] min-h-[160px] relative scale-[0.25] shadow-sm shadow-color-border-faint transition-[transform] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.33s] focus:outline-0 w-[1128px] mamabear:w-[744px] babybear:w-[360px] rounded-md"> <button class="modal__dismiss btn-tertiary h-[40px] w-[40px] p-0 rounded-full indent-0 sign-in-modal__dismiss absolute right-0 cursor-pointer m-[20px]" aria-label="Dismiss" data-tracking-control-name="pulse-article_contextual-sign-in-modal_sign-in-modal_dismiss"> <icon class="sign-in-modal__dismiss-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/gs508lg3t2o81tq7pmcgn6m2"></icon> </button> <div class="modal__main w-full"> <div class="sign-in-modal__screen flex flex-col py-4 w-[513px] babybear:w-full px-3"> <h2 class="sign-in-modal__header font-sans text-display-md text-color-text "> Welcome back </h2> <code id="i18n_sign_in_form_show_text" style="display: none"></code> <code id="i18n_sign_in_form_show_label" style="display: none"></code> <code id="i18n_sign_in_form_hide_text" style="display: none"></code> <code id="i18n_sign_in_form_hide_label" style="display: none"></code> <code id="i18n_username_error_empty" style="display: none"></code> <code id="i18n_username_error_too_long" style="display: none"></code> <code id="i18n_username_error_too_short" style="display: none"></code> <code id="i18n_password_error_empty" style="display: none"></code> <code id="i18n_password_error_too_short" style="display: none"></code> <code id="i18n_password_error_too_long" style="display: none"></code>  <form data-id="sign-in-form" action="https://www.linkedin.com/uas/login-submit" method="post" novalidate class="mt-1.5 mb-2"> <input name="loginCsrfParam" value="d4508ca5-4cf0-443f-8499-b1c757774011" type="hidden"> <div class="flex flex-col"> <div class="mt-1.5" data-js-module-id="guest-input"> <div class="flex flex-col"> <label class="input-label mb-1" for="base-sign-in-modal_session_key"> Email or phone </label> <div class="text-input flex"> <input class="text-color-text font-sans text-md outline-0 bg-color-transparent grow" autocomplete="username" id="base-sign-in-modal_session_key" name="session_key" required data-tracking-control-name="pulse-article_contextual-sign-in-modal_sign-in-modal_sign-in-session-key" data-tracking-client-ingraph type="text"> </div> </div> <p class="input-helper mt-1.5" for="base-sign-in-modal_session_key" role="alert" data-js-module-id="guest-input__message"></p> </div> <div class="mt-1.5" data-js-module-id="guest-input"> <div class="flex flex-col"> <label class="input-label mb-1" for="base-sign-in-modal_session_password"> Password </label> <div class="text-input flex"> <input class="text-color-text font-sans text-md outline-0 bg-color-transparent grow" autocomplete="current-password" id="base-sign-in-modal_session_password" name="session_password" required data-tracking-control-name="pulse-article_contextual-sign-in-modal_sign-in-modal_sign-in-password" data-tracking-client-ingraph type="password"> <button aria-live="assertive" aria-relevant="text" data-id="sign-in-form__password-visibility-toggle" class="font-sans text-md font-bold text-color-action z-10 ml-[12px] hover:cursor-pointer" aria-label="Show your LinkedIn password" data-tracking-control-name="pulse-article_contextual-sign-in-modal_sign-in-modal_sign-in-password-visibility-toggle-btn" type="button">Show</button> </div> </div> <p class="input-helper mt-1.5" for="base-sign-in-modal_session_password" role="alert" data-js-module-id="guest-input__message"></p> </div> <input name="session_redirect" value="https://www.linkedin.com/advice/3/how-can-you-work-explainable-ai-skills-artificial-intelligence" type="hidden">  </div> <div data-id="sign-in-form__footer" class="flex justify-between sign-in-form__footer--full-width"> <a data-id="sign-in-form__forgot-password" class="font-sans text-md font-bold link leading-regular sign-in-form__forgot-password--full-width" href="https://www.linkedin.com/uas/request-password-reset?trk=pulse-article_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-control-name="pulse-article_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-will-navigate>Forgot password?</a>  <input name="trk" value="pulse-article_contextual-sign-in-modal_sign-in-modal_sign-in-submit" type="hidden"> <button class="btn-md btn-primary flex-shrink-0 cursor-pointer sign-in-form__submit-btn--full-width" data-id="sign-in-form__submit-btn" data-tracking-control-name="pulse-article_contextual-sign-in-modal_sign-in-modal_sign-in-submit-btn" data-tracking-client-ingraph data-tracking-litms type="submit"> Sign in </button> </div> <div class="sign-in-form__divider left-right-divider pt-2 pb-3"> <p class="sign-in-form__divider-text font-sans text-sm text-color-text px-2"> or </p> </div> </form> <div class="w-full max-w-[400px] mx-auto"> <div class="google-auth-button" data-tracking-control-name="pulse-article_contextual-sign-in-modal_sign-in-modal_google-auth-button" data-tracking-client-ingraph> <code id="isTermsAndConditionsSkipEnabledAuthButton" style="display: none"></code> <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2" data-impression-id="pulse-article_contextual-sign-in-modal_sign-in-modal__button-skip-tc-text"> By clicking Continue to join or sign in, you agree to LinkedIn’s <a href="/legal/user-agreement?trk=pulse-article_contextual-sign-in-modal_sign-in-modal_auth-button_user-agreement" target="_blank" data-tracking-control-name="pulse-article_contextual-sign-in-modal_sign-in-modal_auth-button_user-agreement" data-tracking-will-navigate="true">User Agreement</a>, <a href="/legal/privacy-policy?trk=pulse-article_contextual-sign-in-modal_sign-in-modal_auth-button_privacy-policy" target="_blank" data-tracking-control-name="pulse-article_contextual-sign-in-modal_sign-in-modal_auth-button_privacy-policy" data-tracking-will-navigate="true">Privacy Policy</a>, and <a href="/legal/cookie-policy?trk=pulse-article_contextual-sign-in-modal_sign-in-modal_auth-button_cookie-policy" target="_blank" data-tracking-control-name="pulse-article_contextual-sign-in-modal_sign-in-modal_auth-button_cookie-policy" data-tracking-will-navigate="true">Cookie Policy</a>. </p> <div class="google-auth-button__placeholder google-auth-button__placeholder--black-border" data-theme="outline" data-logo-alignment="center"></div>  </div> </div>  <p class="sign-in-modal__join-now m-auto font-sans text-md text-color-text mt-2"> New to LinkedIn? <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=pulse-article_contextual-sign-in-modal_sign-in-modal_join-link" data-tracking-control-name="pulse-article_contextual-sign-in-modal_sign-in-modal_join-link" data-tracking-will-navigate="true" class="sign-in-modal__join-link">Join now</a> </p> </div> </div>  </section> </div> </div> </div> </div> <div class="contextual-sign-in-modal__divider left-right-divider"> <p class="contextual-sign-in-modal__divider-text font-sans text-sm text-color-text px-2"> or </p> </div> <div class="w-full max-w-[400px] mx-auto"> <div class="google-auth-button"> <code id="isTermsAndConditionsSkipEnabledAuthButton" style="display: none"></code> <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2" data-impression-id="pulse-article__button-skip-tc-text"> By clicking Continue to join or sign in, you agree to LinkedIn’s <a href="/legal/user-agreement?trk=pulse-article_auth-button_user-agreement" target="_blank" data-tracking-control-name="pulse-article_auth-button_user-agreement" data-tracking-will-navigate="true">User Agreement</a>, <a href="/legal/privacy-policy?trk=pulse-article_auth-button_privacy-policy" target="_blank" data-tracking-control-name="pulse-article_auth-button_privacy-policy" data-tracking-will-navigate="true">Privacy Policy</a>, and <a href="/legal/cookie-policy?trk=pulse-article_auth-button_cookie-policy" target="_blank" data-tracking-control-name="pulse-article_auth-button_cookie-policy" data-tracking-will-navigate="true">Cookie Policy</a>. </p> <div class="google-auth-button__placeholder " data-theme="filled_blue" data-logo-alignment="center"></div>  </div> </div> </div> <p class="contextual-sign-in-modal__join-now m-auto font-sans text-md text-color-text my-1"> New to LinkedIn? <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=pulse-article_contextual-sign-in-modal_join-link" data-tracking-control-name="pulse-article_contextual-sign-in-modal_join-link" data-tracking-will-navigate="true" class="contextual-sign-in-modal__join-link">Join now</a> </p>  </div> </div>  </section> </div> </div> </div> </div> <div class="cta-modal overflow-hidden container-raised z-10 fixed bottom-3 right-3 min-h-[56px] p-2 babybear:hidden windows-app-upsell windows-app-upsell--msft flex flex-col p-2 w-[359px] !bg-[#F1F8FA] opacity-90 backdrop-blur-[2px] z-1" data-impression-id="pulse-article_windows-app-upsell_cta-modal" role="dialog" aria-labelledby="cta-modal-header" aria-describedby="cta-modal-subheader"> <div class="windows-app-upsell__linkedin-title-container pt-[6px] mb-1.5 flex align-center"> <icon class="windows-app-upsell__linkedin-bug-icon block w-[21px] h-[21px]" data-svg-class-name="windows-app-upsell__linkedin-bug-icon-svg w-[21px] h-[21px]" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/euqjj7tf5wvr33frd3x1jj9s"></icon> <p class="windows-app-upsell__linkedin-title uppercase text-xs text-color-text-secondary leading-[21px] ml-1"> LinkedIn </p> </div> <p class="windows-app-upsell__title font-sans text-md text-color-text-accent-4-hover font-semibold leading-regular mb-1"> LinkedIn is better on the app </p> <p class="windows-app-upsell__body font-sans text-sm text-color-text-secondary leading-regular"> Don’t have the app? Get it in the Microsoft Store. </p> <a class="windows-app-upsell__cta btn-sm btn-secondary-emphasis mt-2 mb-[6px] w-fit" href="ms-windows-store://pdp/?ProductId=9WZDNCRFJ4Q7&mode=mini&cid=guest_desktop_upsell" data-tracking-client-ingraph data-tracking-control-name="pulse-article_windows-app-upsell_cta" data-tracking-will-navigate> Open the app </a> <button class="cta-modal__dismiss-btn absolute h-4 w-4 p-1 top-2 right-2 hover:cursor-pointer focus:outline focus:outline-2 focus:outline-color-action" data-tracking-control-name="pulse-article_windows-app-upsell_dismiss" aria-label="Dismiss"> <icon class="cta-modal__dismiss-icon block h-2 w-2 onload" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/adzjokfylbe8pvjr9h8iv96mw"></icon> </button> </div> </div> <code id="disableOneTapOnInit" style="display: none"></code> <div class="main-container-desktop bg-color-canvas-tint text-color-text"> <code id="isGuest" style="display: none"></code> <code id="isLite" style="display: none"></code> <code id="isMobile" style="display: none"></code> <code id="articleViewEventData" style="display: none"></code> <code id="articleUrn" style="display: none"></code> <code id="legacyArticleUrn" style="display: none"></code> <div class="base-template bg-color-background-container flex flex-col min-h-[100vh] advice redesign x-article-base-page"> <a href="#base-template__workspace" class="skip-link btn-md btn-primary absolute z-11 -top-[100vh] focus:top-0"> Skip to main content </a> <header class="base-template__nav-container bg-color-background-container global-alert-offset sticky-header "> <nav class="nav pt-1.5 pb-2 flex items-center justify-between relative flex-nowrap babymamabear:py-1.5 nav--minified-mobile babybear:flex-wrap max-w-screen-content-max-w mx-auto babybear:px-mobile-container-padding" aria-label="Primary"> <a href="/?trk=article-ssr-frontend-x-article_nav-header-logo" class="nav__logo-link link-no-visited-state z-1 mr-auto min-h-[52px] flex items-center babybear:z-0 hover:no-underline focus:no-underline active:no-underline babymamabear:mr-3" data-tracking-control-name="article-ssr-frontend-x-article_nav-header-logo" data-tracking-will-navigate> <span class="sr-only">LinkedIn</span> <icon class="nav-logo--inbug flex text-color-brand papabear:hidden mamabear:hidden" data-svg-class-name="h-[34px] w-[34px] babybear:h-[26px] babybear:w-[26px]" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4zqr0f9jf98vi2nkijyc3bex2"></icon> <icon class="block text-color-brand w-[102px] h-[26px] babybear:hidden" data-test-id="nav-logo" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/8fkga714vy9b2wk5auqo5reeb"></icon> </a>  <ul class="top-nav-menu flex items-center babybear:w-full babybear:justify-between babybear:pt-1 justify-start w-max pt-0 overflow-x-auto nav__menu babybear:order-last order-3 ml-auto"> <li class> <a href="https://www.linkedin.com/pulse/topics/home/?trk=article-ssr-frontend-x-article_guest_nav_menu_articles" data-tracking-control-name="article-ssr-frontend-x-article_guest_nav_menu_articles" data-tracking-will-navigate class="top-nav-link flex justify-center items-center min-h-[52px] hover:text-color-text visited:hover:text-color-text hover:no-underline w-8 flex-col mx-1 babybear:mx-0 text-color-text-secondary visited:text-color-text-secondary"> <icon class="top-nav-link__icon flex h-3 w-3 flex-shrink-0 justify-center " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/6ulnj3n2ijcmhej768y6oj1hr"> </icon> <span class="top-nav-link__label-text font-sans text-xs leading-regular text-center font-regular"> Articles </span> </a> </li> <li class> <a href="https://www.linkedin.com/pub/dir/+/+?trk=article-ssr-frontend-x-article_guest_nav_menu_people" data-tracking-control-name="article-ssr-frontend-x-article_guest_nav_menu_people" data-tracking-will-navigate class="top-nav-link flex justify-center items-center min-h-[52px] hover:text-color-text visited:hover:text-color-text hover:no-underline w-8 flex-col mx-1 babybear:mx-0 text-color-text-secondary visited:text-color-text-secondary"> <icon class="top-nav-link__icon flex h-3 w-3 flex-shrink-0 justify-center " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/7kb6sn3tm4cx918cx9a5jlb0"> </icon> <span class="top-nav-link__label-text font-sans text-xs leading-regular text-center font-regular"> People </span> </a> </li> <li class> <a href="https://www.linkedin.com/learning/search?trk=article-ssr-frontend-x-article_guest_nav_menu_learning" data-tracking-control-name="article-ssr-frontend-x-article_guest_nav_menu_learning" data-tracking-will-navigate class="top-nav-link flex justify-center items-center min-h-[52px] hover:text-color-text visited:hover:text-color-text hover:no-underline w-8 flex-col mx-1 babybear:mx-0 text-color-text-secondary visited:text-color-text-secondary"> <icon class="top-nav-link__icon flex h-3 w-3 flex-shrink-0 justify-center " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/8wykgzgbqy0t3fnkgborvz54u"> </icon> <span class="top-nav-link__label-text font-sans text-xs leading-regular text-center font-regular"> Learning </span> </a> </li> <li class> <a href="https://www.linkedin.com/jobs/search?trk=article-ssr-frontend-x-article_guest_nav_menu_jobs" data-tracking-control-name="article-ssr-frontend-x-article_guest_nav_menu_jobs" data-tracking-will-navigate class="top-nav-link flex justify-center items-center min-h-[52px] hover:text-color-text visited:hover:text-color-text hover:no-underline w-8 flex-col mx-1 babybear:mx-0 text-color-text-secondary visited:text-color-text-secondary"> <icon class="top-nav-link__icon flex h-3 w-3 flex-shrink-0 justify-center " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/92eb1xekc34eklevj0io6x4ki"> </icon> <span class="top-nav-link__label-text font-sans text-xs leading-regular text-center font-regular"> Jobs </span> </a> </li> <li class> <a href="https://www.linkedin.com/games?trk=article-ssr-frontend-x-article_guest_nav_menu_games" data-tracking-control-name="article-ssr-frontend-x-article_guest_nav_menu_games" data-tracking-will-navigate class="top-nav-link flex justify-center items-center min-h-[52px] hover:text-color-text visited:hover:text-color-text hover:no-underline w-8 flex-col mx-1 babybear:mx-0 text-color-text-secondary visited:text-color-text-secondary"> <icon class="top-nav-link__icon flex h-3 w-3 flex-shrink-0 justify-center " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/29h8hsjuomfp50lam5ipnc3uh"> </icon> <span class="top-nav-link__label-text font-sans text-xs leading-regular text-center font-regular"> Games </span> </a> </li> <li class> <a href="ms-windows-store://pdp/?ProductId=9WZDNCRFJ4Q7&mode=mini&cid=guest_nav_upsell&trk=article-ssr-frontend-x-article_guest_nav_menu_windows" data-tracking-control-name="article-ssr-frontend-x-article_guest_nav_menu_windows" data-tracking-will-navigate class="top-nav-link flex justify-center items-center min-h-[52px] hover:text-color-text visited:hover:text-color-text hover:no-underline w-[96px] px-1 border-solid border-l-1 border-r-1 babybear:border-r-0 border-color-border-faint flex-col mx-1 babybear:mx-0 text-color-text-secondary visited:text-color-text-secondary"> <icon class="top-nav-link__icon flex h-3 w-3 flex-shrink-0 justify-center " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/admayac2rnonsqhz9v3rzwcyu"> </icon> <span class="top-nav-link__label-text font-sans text-xs leading-regular text-center font-regular"> Get the app </span> </a> </li> </ul> <div class="nav__cta-container order-3 flex gap-x-1 justify-end min-w-[100px] flex-nowrap flex-shrink-0 babybear:flex-wrap flex-2 babymamabear:min-w-[50px] ">  <a class="nav__button-tertiary btn-md btn-tertiary" href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=article-ssr-frontend-x-article_nav-header-join" data-tracking-control-name="article-ssr-frontend-x-article_nav-header-join" data-test-live-nav-primary-cta data-tracking-will-navigate> Join now </a> <a class="nav__button-secondary btn-secondary-emphasis btn-md" href="https://www.linkedin.com/uas/login?session_redirect=%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&fromSignIn=true&trk=article-ssr-frontend-x-article_nav-header-signin" data-tracking-control-name="article-ssr-frontend-x-article_nav-header-signin" data-tracking-will-navigate> Sign in </a> <a aria-label="Sign in" class="nav__link-person papabear:hidden mamabear:hidden" data-tracking-control-name="article-ssr-frontend-x-article_nav-header-signin" data-tracking-will-navigate href="https://www.linkedin.com/uas/login?session_redirect=%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&fromSignIn=true&trk=article-ssr-frontend-x-article_nav-header-signin"> <img class="inline-block relative rounded-[50%] w-4 h-4 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> </a> </div>   </nav> </header>  <div class="base-template__wrapper h-full w-full papabear:w-content-max-w papabear:flex papabear:mx-auto papamamabear:pt-desktop-content-top-margin babymamabear:px-mobile-container-padding grow "> <main id="base-template__workspace" class="base-template__workspace w-full "> <div class="absolute top-0 left-0 right-0 bottom-0 flex">  <div class="hidden bg-color-surface-tint md:block md:w-[calc(50%-40px)] lg:w-[calc(50%-32px)]"></div> <div class="bg-color-surface"></div> </div> <div class="max-w-[1128px] py-2 md:py-4 mx-auto">  <code id="isGuest" style="display: none"></code> <code id="memberUrn" style="display: none"></code> <code id="isNbaRecommendedArticlesDeeplinkEnabled" style="display: none"></code> <code id="isDynamicTextareaEnabled" style="display: none"></code> <article class="article-main relative flex-grow">  <section class="core-section-container my-3 relative">    <div class="core-section-container__content break-words">  <div class="md:row pb-6 md:flex article-content-row-reduced"> <div class="column-article-segment-content md:column md:mb-8 md:mr-4 md:w-1/2 md:flex-1 md:pr-[88px]"> <div> <div class="article-segment-content-container ">  <section class="mb-2"> <ol itemscope itemtype="http://schema.org/BreadcrumbList" class="breadcrumbs "> <li itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem" class="breadcrumb inline-block mr-0.5 font-sans text-sm babybear:text-xs text-color-text after:content-['/'] after:text-color-text-low-emphasis after:ml-0.5 after:no-underline last:mr-0 last:after:hidden"> <a itemprop="item" class="breadcrumb__link inline-block link-no-visited-state !text-color-text-low-emphasis" href="https://www.linkedin.com/pulse/topics/home/" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-normal" itemprop="name">All</span> </a> <meta itemprop="position" content="1"> </li> <li itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem" class="breadcrumb inline-block mr-0.5 font-sans text-sm babybear:text-xs text-color-text after:content-['/'] after:text-color-text-low-emphasis after:ml-0.5 after:no-underline last:mr-0 last:after:hidden"> <a itemprop="item" class="breadcrumb__link inline-block link-no-visited-state !text-color-text-low-emphasis" href="https://www.linkedin.com/pulse/topics/engineering-s166/" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-normal" itemprop="name">Engineering</span> </a> <meta itemprop="position" content="2"> </li> <li itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem" class="breadcrumb inline-block mr-0.5 font-sans text-sm babybear:text-xs text-color-text after:content-['/'] after:text-color-text-low-emphasis after:ml-0.5 after:no-underline last:mr-0 last:after:hidden"> <a aria-current="page" itemprop="item" class="breadcrumb__link inline-block link-no-visited-state !text-color-text" href="https://www.linkedin.com/pulse/topics/engineering-s166/artificial-intelligence-(ai)-s2407/" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-semibold" itemprop="name">Artificial Intelligence (AI)</span> </a> <meta itemprop="position" content="3"> </li> </ol> </section> <h1 class="pulse-title text-display-md text-color-text lg:text-display-lg font-bold w-11/12 ">How can you work with explainable AI?</h1>  <div class="powered-by-ai py-3 text-sm text-color-text-secondary">Powered by AI and the LinkedIn community</div> <section class="table-of-content pb-6"> <div class="group menu-item relative flex cursor-pointer flex-row justify-start border-0 pl-0" data-chunk-header-id="what-is-explainable-ai?"> <h3 class="text-color-text group-hover:text-color-text-brand">1</h3> <div class="ml-2 mr-6 mt-0.5 min-w-[75%]"> <a class="fragmented-links font-normal !text-color-text underline decoration-1 underline-offset-4 group-hover:!text-color-text-brand" href="#what-is-explainable-ai?" data-tracking-will-navigate data-tracking-control-name="article-ssr-frontend-x-article__toc-article-segment-navigation">What is explainable AI? </a>  </div> <icon class="invisible absolute right-2 top-1/2 flex -translate-y-2/4 items-center justify-between rounded-full border-1 border-solid border-color-container-brand p-1 group-hover:visible" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/6q8fxh9snmcwlh1wxg6fktwgf" data-svg-class-name="w-2 h-2 text-color-text-brand"></icon> </div> <div class="group menu-item relative flex cursor-pointer flex-row justify-start border-0 pl-0" data-chunk-header-id="why-is-explainable-ai-important?"> <h3 class="text-color-text group-hover:text-color-text-brand">2</h3> <div class="ml-2 mr-6 mt-0.5 min-w-[75%]"> <a class="fragmented-links font-normal !text-color-text underline decoration-1 underline-offset-4 group-hover:!text-color-text-brand" href="#why-is-explainable-ai-important?" data-tracking-will-navigate data-tracking-control-name="article-ssr-frontend-x-article__toc-article-segment-navigation">Why is explainable AI important? </a>  </div> <icon class="invisible absolute right-2 top-1/2 flex -translate-y-2/4 items-center justify-between rounded-full border-1 border-solid border-color-container-brand p-1 group-hover:visible" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/6q8fxh9snmcwlh1wxg6fktwgf" data-svg-class-name="w-2 h-2 text-color-text-brand"></icon> </div> <div class="group menu-item relative flex cursor-pointer flex-row justify-start border-0 pl-0" data-chunk-header-id="how-can-you-work-with-explainable-ai?"> <h3 class="text-color-text group-hover:text-color-text-brand">3</h3> <div class="ml-2 mr-6 mt-0.5 min-w-[75%]"> <a class="fragmented-links font-normal !text-color-text underline decoration-1 underline-offset-4 group-hover:!text-color-text-brand" href="#how-can-you-work-with-explainable-ai?" data-tracking-will-navigate data-tracking-control-name="article-ssr-frontend-x-article__toc-article-segment-navigation">How can you work with explainable AI? </a>  </div> <icon class="invisible absolute right-2 top-1/2 flex -translate-y-2/4 items-center justify-between rounded-full border-1 border-solid border-color-container-brand p-1 group-hover:visible" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/6q8fxh9snmcwlh1wxg6fktwgf" data-svg-class-name="w-2 h-2 text-color-text-brand"></icon> </div> <div class="group menu-item relative flex cursor-pointer flex-row justify-start border-0 pl-0" data-chunk-header-id="what-are-the-challenges-of-explainable-ai?"> <h3 class="text-color-text group-hover:text-color-text-brand">4</h3> <div class="ml-2 mr-6 mt-0.5 min-w-[75%]"> <a class="fragmented-links font-normal !text-color-text underline decoration-1 underline-offset-4 group-hover:!text-color-text-brand" href="#what-are-the-challenges-of-explainable-ai?" data-tracking-will-navigate data-tracking-control-name="article-ssr-frontend-x-article__toc-article-segment-navigation">What are the challenges of explainable AI? </a>  </div> <icon class="invisible absolute right-2 top-1/2 flex -translate-y-2/4 items-center justify-between rounded-full border-1 border-solid border-color-container-brand p-1 group-hover:visible" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/6q8fxh9snmcwlh1wxg6fktwgf" data-svg-class-name="w-2 h-2 text-color-text-brand"></icon> </div> <div class="group menu-item relative flex cursor-pointer flex-row justify-start border-0 pl-0" data-chunk-header-id="what-are-the-best-practices-of-explainable-ai?"> <h3 class="text-color-text group-hover:text-color-text-brand">5</h3> <div class="ml-2 mr-6 mt-0.5 min-w-[75%]"> <a class="fragmented-links font-normal !text-color-text underline decoration-1 underline-offset-4 group-hover:!text-color-text-brand" href="#what-are-the-best-practices-of-explainable-ai?" data-tracking-will-navigate data-tracking-control-name="article-ssr-frontend-x-article__toc-article-segment-navigation">What are the best practices of explainable AI? </a>  </div> <icon class="invisible absolute right-2 top-1/2 flex -translate-y-2/4 items-center justify-between rounded-full border-1 border-solid border-color-container-brand p-1 group-hover:visible" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/6q8fxh9snmcwlh1wxg6fktwgf" data-svg-class-name="w-2 h-2 text-color-text-brand"></icon> </div> <div class="group menu-item relative flex cursor-pointer flex-row justify-start border-0 pl-0" data-chunk-header-id="here’s-what-else-to-consider"> <h3 class="text-color-text group-hover:text-color-text-brand">6</h3> <div class="ml-2 mr-6 mt-0.5 min-w-[75%]"> <a class="fragmented-links font-normal !text-color-text underline decoration-1 underline-offset-4 group-hover:!text-color-text-brand" href="#here’s-what-else-to-consider" data-tracking-will-navigate data-tracking-control-name="article-ssr-frontend-x-article__toc-article-segment-navigation">Here’s what else to consider </a>  </div> <icon class="invisible absolute right-2 top-1/2 flex -translate-y-2/4 items-center justify-between rounded-full border-1 border-solid border-color-container-brand p-1 group-hover:visible" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/6q8fxh9snmcwlh1wxg6fktwgf" data-svg-class-name="w-2 h-2 text-color-text-brand"></icon> </div> </section> <div class="x-article-introduction"> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Artificial intelligence (AI) is transforming many fields and industries, but how can you trust its decisions and actions? Explainable AI (XAI) is a branch of AI that aims to make the logic and reasoning behind AI systems more transparent and understandable. In this article, you will learn how you can work with explainable AI and benefit from its advantages.</span> </p> </div> </div> </div> </div> </div> <div class="column-article-segment-contributions md:column md:w-1/2"> <code id="shouldExpandContributionBox" style="display: none"></code> <div class="x-featured-expert-section__wrapper flex h-full flex-1 flex-col"> <div class="x-featured-expert-section h-full"> <div class="x-featured-expert-section__article-experts"> <div class="x-featured-expert-section__title mt-2 pb-0.5 text-xl font-bold text-color-text"> Top experts in this article </div> <div class="x-featured-expert-section__subtitle pb-3 text-sm text-color-text-secondary"> Selected by the community from 6 contributions. <a href="https://www.linkedin.com/help/linkedin/answer/a1652832" target="_blank" aria-label="Learn more about collaborative articles" data-tracking-control-name="article-ssr-frontend-x-article__featured-expert-learn-more-link" data-tracking-will-navigate="true" class="text-color-text-secondary active:no-underline hover:no-underline visited:text-color-text-secondary hover:text-color-text-secondary">Learn more</a> </div> <ul class="x-featured-expert-section__experts-list"> <li class="x-featured-expert-section__expert"> <a href="https://uk.linkedin.com/in/francescatabor?trk=article-ssr-frontend-x-article" target="_blank" data-tracking-control-name="featured_expert_actor" data-tracking-will-navigate class="flex flex-row px-2 pt-2 x-featured-expert-section__get-featured-link hover:no-underline"> <figure class="x-featured-expert-section__member-icon inline-flex"> <img class="inline-block relative rounded-[50%] w-8 h-8 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="Member profile image"> </figure> <div class="x-featured-expert-section__header-subtitle-ctn self-center pl-2"> <div class="x-featured-expert-section__header text-md font-bold text-color-text"> <div class="x-featured-expert-section__expert-about flex flex-row items-center"> Francesca Tabor  </div> </div> <div class="x-featured-expert-section__subtitle text-sm text-color-text-secondary"> <div class="x-featured-expert-section__expert-headline break-words font-normal"> Enterprise Sales Score App - AI-powered quiz marketing platform </div> </div> </div> </a> <div class="x-featured-expert-section__cta pb-2 pl-12"> <div class="x-featured-expert-section__expert-contribution flex flex-row"> <button class="x-featured-expert-section__expert-contribution-btn cursor-pointer pr-1 font-bold focus:outline-none text-color-link" data-tracking-will-navigate="true" data-tracking-control-name="featured_expert_view_contribution" data-expert-contribution-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388331204608),7105502944074051585)" data-expert-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388331204608)"> View contribution </button> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs x-featured-expert-section__expert-social-actions before:middot flex items-center justify-start gap-1 pr-1 before:mx-0.5 " data-sap-comment-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388331204608),7105502944074051585)"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" role="button" aria-label="1 Reaction" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="1" data-singular="%numReactions%" data-plural="%numReactions%" data-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388331204608),7105502944074051585)" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 1 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  </div> </div> </div> </li> </ul> </div> </div> <div class="x-featured-expert-section__get-started pt-3 "> <div class="x-featured-section__get-started-ctn relative pt-2 md:pt-0"> <div class="x-featured-section__get-started-button-content flex"> <div class="face-pile flex !no-underline inline"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-4 h-4 face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/aknc0tlv27rvexgsrvndtcui2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> <img class="inline-block relative rounded-[50%] w-4 h-4 face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/869o6d2o2qd7c3q7n4vqr7j7e" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> <img class="inline-block relative rounded-[50%] w-4 h-4 face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/b0d8dulikeg7a1iqa78rno640" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <button class="x-featured-section__get-started-button btn-sm btn-tertiary py-0.5 px-2" aria-label="Click to scroll to the first segment in this collaborative article" data-tracking-will-navigate="true" data-tracking-control-name="featured_start_contribution_section" data-feed-action-category="view" data-feed-action-type="viewContribution"> <div class="x-featured-section__get-started-button-content__text-icon inline-flex items-center"> <div class="x-featured-section__get-started-copy inline-block pr-1">See what others are saying</div> <icon class="relative ml-0 inline-block text-color-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4w63b6j0lft0iau5gbn0984ev" data-svg-class-name="w-2 h-2"></icon> </div> </button> </div> </div> </div> </div> </div> </div>  <code id="loginUrl" style="display: none"></code> <div class="article-segment" data-is-logged-in="false" data-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388331204608)" data-test-id="article-segment" data-total-count="1" data-tracking-prefix="article-ssr-frontend-x-article" role="presentation"> <div class="md:row pb-6 md:flex"> <div class="column-article-segment-content md:column md:mb-8 md:mr-4 md:w-1/2 md:flex-1 md:pr-[88px]"> <div class="md:pt-6 "> <div class="article-segment-content-container "> <div id="content-urn_li_articleSegment__urn_li_linkedInArticle_7099452386594684929_7099452388331204608_"> <div class="article-main__content" data-test-id="publishing-text-block"> <h2 class="flex"> <a id="what-is-explainable-ai?" href="#what-is-explainable-ai?" class="dummy-anchor invisible absolute mt-[-100px]"></a> <span class="header-index pr-1.5">1</span> <span class>What is explainable AI?</span> </h2> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Explainable AI is the ability of AI systems to provide explanations for their outputs, such as predictions, recommendations, or actions. These explanations can help users, developers, regulators, and other stakeholders to understand how the AI system works, what factors influence its decisions, and how reliable and fair it is. Explainable AI can also help to improve the performance, accuracy, and robustness of AI systems by identifying errors, biases, or anomalies.</span> </p> </div> </div> </div> </div> </div> <div class="column-article-segment-contributions md:column md:pb-[200px] md:w-1/2"> <div class="article-segment-contributions-header-container bg-color-canvas-tint md:ml-[-12px] md:pt-6 lg:ml-0 mt-1 ">  <div class="add-your-perspective-section relative flex flex-row items-center " data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388331204608)" data-test-add-contribution> <code id="add_your_perspective_tracking_prefix" style="display: none"></code> <code id="isGuest" style="display: none"></code> <code id="showFuseErrorMessage" style="display: none"></code> <div class="mb-2"> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=article-ssr-frontend-x-article" target="_self" data-tracking-control-name="add_contribution_cta" data-tracking-will-navigate data-test-link class="add-your-perspective-button btn-sm flex flex-col items-start justify-center lg:btn-md bg-color-surface-accent-tint-1 hover:bg-color-container-tertiary-hover " data-test-add-contribution-btn aria-describedby="content-urn_li_articleSegment__urn_li_linkedInArticle_7099452386594684929_7099452388331204608_" data-test-contribution-cta-link-guest role="button"> <div data-test-contribution-btn-text class="add-your-perspective-button-text text-left text-color-text-low-emphasis">Add your perspective</div> </a> </div> <div class="contribution-text-area-wrapper relative w-full hidden"> <code id="min_char_limit" style="display: none"></code> <code id="min_reply_char_limit" style="display: none"></code> <code id="max_char_limit" style="display: none"></code> <code id="i18n_contribution_post_success" style="display: none"></code> <code id="i18n_contribution_post_error" style="display: none"></code> <code id="i18n_contribution_edit_post_success" style="display: none"></code> <code id="i18n_contribution_edit_post_error" style="display: none"></code> <code id="i18n_try_refreshing_the_page" style="display: none"></code> <code id="i18n_characters" style="display: none"></code> <code id="i18n_characters_fraction" style="display: none"></code> <code id="i18n_contribution_post_rate_limit_error" style="display: none"></code> <code id="i18n_contribution_post_rate_limit_error_suggestion" style="display: none"></code> <div class="contribution-text-area-border ease-linear duration-300 mb-2 rounded-md border-1 border-solid border-[var(--color-input-container-border)] p-2 transition-all focus-within:shadow-border hover:shadow-border active:shadow-border-active md:px-3"> <textarea class="contribution-text-area leading-normal placeholder:text-color-input-hint box-border w-full resize-none border-0 bg-color-transparent p-0 text-md leading-open tracking-wide text-color-text outline-none placeholder:text-color-text-disabled lg:text-lg" placeholder="Some ways to get started: - One time at work… - In my experience… - One thing I’ve found helpful…" rows="4" data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388331204608)" aria-errormessage="error-urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388331204608)" data-feed-control="comment_box" data-feed-action-category="EXPAND" data-feed-action-type="expandContributionBox"></textarea> <div class="contribution-action-bar flex w-full items-center pt-2"> <span class="contribution-helper-text grow text-left text-xs text-color-text-secondary lg:text-sm" role="alert"> <span class="contribution-character-count"></span> <span class="contribution-error-message hidden text-color-signal-negative" id="error-urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388331204608)"> Help others by sharing more (125 characters min.) </span> </span> <button class="contribution-cancel-button ease-linear duration-300 btn-sm btn-tertiary mr-1 transition-all lg:btn-md" data-tracking-control-name="cancel_contribution"> Cancel </button> <button disabled="true" aria-disabled="true" class="submit-contribution-button ease-linear duration-300 btn-sm btn-primary transition-all lg:btn-md" data-tracking-control-name="comment_post" data-feed-control="comment_post" data-feed-action-category="COMMENT" data-feed-action-type="submitContribution"> <div class="loader flex"> <div class="loader__container mb-2 overflow-hidden"> <icon class="loader__icon inline-block loader__icon--default text-color-progress-loading" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/ddi43qwelxeqjxdd45pe3fvs1" data-svg-class-name="loader__icon-svg--x-small fill-currentColor h-[20px] min-h-[20px] w-[20px] min-w-[20px]"></icon> </div> </div> <span class="submit-contribution-button-text">Add</span> <span class="save-contribution-changes-button-text">Save</span> </button> </div> </div> </div> </div> </div> <ul class="contribution-list contribution-list-guest"> <li class="contribution" data-contribution-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388331204608),7105502944074051585)" data-contributor-urn="urn:li:member:102267172" data-is-logged-in="false"> <div class="flex items-center justify-between"> <a href="https://uk.linkedin.com/in/francescatabor?trk=article-ssr-frontend-x-article" target="_blank" data-tracking-control-name="comment_actor" data-tracking-will-navigate class="contribution__lockup relative flex items-center overflow-hidden pr-1 font-sans hover:no-underline focus:no-underline xs:left-[-56px]"> <figure class="top-[4px] inline-flex lg:hidden"> <img class="inline-block relative rounded-[50%] w-4 h-4 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="Contributor profile photo"> </figure> <figure class="top-[4px] hidden lg:inline-flex"> <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="Contributor profile photo"> </figure> <div class="min-w-0 ml-2"> <div class="flex items-center"> <span class="mr-0.5 truncate text-sm font-bold text-color-text lg:text-md"> Francesca Tabor </span>  </div> <p class="m-0 truncate text-sm text-color-text-low-emphasis md:text-md" data-test-id="contribution-lock-up-headline"> Enterprise Sales Score App - AI-powered quiz marketing platform </p> </div> </a> <div class="flex items-center">  <div class="ellipsis-menu absolute right-0 top-0 contribution-control-menu relative" data-feed-action="show-comment-dropdown" data-id="comment__ellipsis-menu" data-feed-control="control_menu" data-tracking-control-name="comment_control_menu" data-feed-action-type="expandControl" data-feed-action-category="expand"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] ellipsis-menu__trigger--small w-[32px] h-[32px] flex justify-center w-[40px] min-w-[40px]" aria-expanded="false" aria-label="Open menu" data-tracking-control-name="article-ssr-frontend-x-article_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/c26vw8uiog92lvrqov98hvbxr"></icon> </button> <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 bottom-auto top-[100%]" role="menu" tabindex="-1">  <li class="ellipsis-menu__item flex contribution-control-menu-item--copy" data-feed-action="copyComment" data-feed-control="comment_control_menu_copy" data-tracking-control-name="comment_control_menu_copy" data-feed-action-type="controlMenuCopy" data-feed-action-category="copy" data-comment-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388331204608),7105502944074051585)" data-comment-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388331204608)"> <button class="contribution-control-menu-item ellipsis-menu__item-button flex items-center w-full py-1 px-2 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint hover:bg-color-background-container-tint " data-tracking-control-name="comment_control_menu_copy" data-feed-action-category="expand" data-feed-action-type="expandCopyContribution" role="menuitem"> <icon data-svg-class-name=" ellipsis-menu__item-icon text-color-icon h-[20px] w-[auto] mr-1 flex " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/85z203x9ymzz8gu3a3jmtxy81"></icon> <span class=" ellipsis-menu__item-text inline-block text-color-text font-semibold ">Copy link to contribution</span> </button> </li> <li class="ellipsis-menu__item flex" data-feed-action="semaphoreComment" data-feed-control="comment_control_menu_report" data-tracking-control-name="comment_control_menu_report" data-feed-action-type="expandContributionReporting" data-feed-action-category="expand" data-test-id="contribution-control-menu-report"> <a href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=comment-semaphore-sign-in-redirect&guestReportContentType=AUTO_GENERATED_SKILL_ARTICLE_CONTRIBUTION&_f=guest-reporting" data-tracking-control-name="comment-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="AUTO_GENERATED_SKILL_ARTICLE_CONTRIBUTION" data-semaphore-content-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388331204608),7105502944074051585)" data-semaphore-author-urn="urn:li:member:102267172" data-semaphore-tracking-prefix="comment-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary mx-0.25 flex items-center w-full py-1 px-2 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint hover:bg-color-background-container-tint " role="menuitem">  <icon data-svg-class-name=" ellipsis-menu__item-icon text-color-icon h-[20px] w-[auto] mr-1 flex " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/eo60762wicg7snl6mo020acft"></icon> <span class=" ellipsis-menu__item-text inline-block text-color-text font-semibold ">Report contribution</span> </a>  <template id="comment-reported-card-template"> <p class="comment-reported-card bg-color-background-container p-2 text-sm font-medium text-color-text-secondary"> Thanks for letting us know! You'll no longer see this contribution</p> </template> </li>  </ul>  </div> </div> <code id="contributionCopyLink" style="display: none"></code> <code id="contributionCopyFail" style="display: none"></code> <code id="contributionCopyUnsupported" style="display: none"></code> </div> </div> <div class="contribution__container left__border -mb-2 -mt-1 animate-show ml-0 pl-0 md:ml-[-41px] md:pl-[32px] pr-0 lg:ml-[-33px] lg:pl-[40px] lg:pr-1 pt-2 pb-4"> <div class="flex flex-col justify-between lg:flex-col"> <div class="flex items-center justify-between gap-1"> </div> </div> <div class="contribution__text-wrapper relative"> <p class="contribution__text mb-1 whitespace-pre-wrap pt-1 text-md leading-open text-color-text md:mb-0 md:pt-0 line-clamp-5 lg:text-lg" data-tracking-control-name="comment_text">In a popular open-world RPG (Role-Playing Game), players observed that certain NPCs avoided interaction after sunset. Curious about this behavior, the developers turned to XAI. They found that the AI had learned this behavior from player data, where many in-game events occurred at night, reducing the interaction with these NPCs. This unintended behavior was then modified to ensure a more consistent gaming experience. Additionally AI was used to determine player match-ups. However, some novice players found themselves against experts. XAI revealed the AI considered factors like online hours and in-game purchases, instead of just skills. The insight helped re-calibrate match-making for fairer games.</p> <button class="contribution__see-more-button absolute bottom-0 right-0 hidden cursor-pointer border-0 bg-color-surface p-0 text-md leading-open text-color-text-secondary hover:text-color-action hover:underline lg:text-lg" data-tracking-control-name="comment_expand" data-feed-control="comment_expand" data-feed-action-type="expandContributionText" data-feed-action-category="EXPAND" role="button" type="button">…see more</button> </div>  <div class="contribution__social-action-bar relative right-1 flex flex-row items-center justify-start gap-1"> <div class="contribution-social-activity inline-flex items-center justify-start"> <code id="i18n_reaction_selection_state" style="display: none"></code> <div class="reactions-menu flex flex-row relative items-center justify-center select-none [-webkit-user-select:none] pointer-events-auto contribution-social-activity__reactions-menu " data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388331204608),7105502944074051585)" data-reactions-count="1"> <a class="reactions-menu__link text-color-text contribution-social-activity__button flex items-center btn-sm btn-tertiary justify-center sm:flex-row sm:text-sm rounded-sm px-0.5 relative h-6 cursor-pointer w-full contribution-social-activity__reactions-menu " href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=article-ssr-frontend-x-article_contribution-social-activity_like-cta" target="_blank" data-tracking-control-name="article-ssr-frontend-x-article_contribution-social-activity_reactions-cta" data-parent-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388331204608),7105502944074051585)" data-tracking-will-navigate data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388331204608),7105502944074051585)" data-reactions-count="1">  <div class="like-button-default flex flex-row items-center "> <icon class="contribution-social-activity__icon w-[24px] h-[24px] mr-0.5 sm:m-0" data-svg-class-name="contribution-social-activity__icon w-[24px] h-[24px] mr-0.5 sm:m-0--svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e2cf8dn8tvjcu9gl3qcxhw31q"> </icon> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> </a> </div> <template id="selected-reaction"> <div> <div class="selected-reaction--LIKE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Like" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/7ze70iqo2l1rn7hwfoykiwjod"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> <div class="selected-reaction--PRAISE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Celebrate" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/czva5w81r4b0pjr7sh5r4nbw9"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Celebrate</span> </div> <div class="selected-reaction--APPRECIATION flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Support" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/8kvqqk9m1eu5ffqkdlum1ka1m"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Support</span> </div> <div class="selected-reaction--EMPATHY flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Love" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5yukss5d7kh4xrbd5642z6tk0"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Love</span> </div> <div class="selected-reaction--INTEREST flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Insightful" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/es4dlamdpym2zbuhglwx2cuz0"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Insightful</span> </div> <div class="selected-reaction--ENTERTAINMENT flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Funny" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e0rqrq0h755yqqu59fy047ayt"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Funny</span> </div> </div> </template> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs contribution-social-activity__social-actions before:middot flex items-center justify-start gap-1 pr-1 before:mx-0.5" data-sap-comment-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388331204608),7105502944074051585)"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" role="button" aria-label="1 Reaction" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="1" data-singular="%numReactions%" data-plural="%numReactions%" data-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388331204608),7105502944074051585)" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 1 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  </div> </div>  </div>  </div>  </li> </ul>  </div> </div> </div> <code id="loginUrl" style="display: none"></code> <div class="article-segment" data-is-logged-in="false" data-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388335362048)" data-test-id="article-segment" data-total-count="1" data-tracking-prefix="article-ssr-frontend-x-article" role="presentation"> <div class="md:row pb-6 md:flex"> <div class="column-article-segment-content md:column md:mb-8 md:mr-4 md:w-1/2 md:flex-1 md:pr-[88px]"> <div class="md:pt-6 "> <div class="article-segment-content-container "> <div id="content-urn_li_articleSegment__urn_li_linkedInArticle_7099452386594684929_7099452388335362048_"> <div class="article-main__content" data-test-id="publishing-text-block"> <h2 class="flex"> <a id="why-is-explainable-ai-important?" href="#why-is-explainable-ai-important?" class="dummy-anchor invisible absolute mt-[-100px]"></a> <span class="header-index pr-1.5">2</span> <span class>Why is explainable AI important?</span> </h2> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Explainable AI is important for several reasons. First, it can increase the trust and confidence of users and customers in AI systems, especially in high-stakes domains such as healthcare, finance, or security. Second, it can enable the ethical and responsible use of AI, by ensuring that the AI system respects human values, norms, and laws. Third, it can foster the collaboration and communication between humans and AI, by facilitating the feedback, learning, and adaptation of both parties.</span> </p> </div> </div> </div> </div> </div> <div class="column-article-segment-contributions md:column md:pb-[200px] md:w-1/2"> <div class="article-segment-contributions-header-container bg-color-canvas-tint md:ml-[-12px] md:pt-6 lg:ml-0 mt-1 ">  <div class="add-your-perspective-section relative flex flex-row items-center " data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388335362048)" data-test-add-contribution> <code id="add_your_perspective_tracking_prefix" style="display: none"></code> <code id="isGuest" style="display: none"></code> <code id="showFuseErrorMessage" style="display: none"></code> <div class="mb-2"> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=article-ssr-frontend-x-article" target="_self" data-tracking-control-name="add_contribution_cta" data-tracking-will-navigate data-test-link class="add-your-perspective-button btn-sm flex flex-col items-start justify-center lg:btn-md bg-color-surface-accent-tint-1 hover:bg-color-container-tertiary-hover " data-test-add-contribution-btn aria-describedby="content-urn_li_articleSegment__urn_li_linkedInArticle_7099452386594684929_7099452388335362048_" data-test-contribution-cta-link-guest role="button"> <div data-test-contribution-btn-text class="add-your-perspective-button-text text-left text-color-text-low-emphasis">Add your perspective</div> </a> </div> <div class="contribution-text-area-wrapper relative w-full hidden"> <code id="min_char_limit" style="display: none"></code> <code id="min_reply_char_limit" style="display: none"></code> <code id="max_char_limit" style="display: none"></code> <code id="i18n_contribution_post_success" style="display: none"></code> <code id="i18n_contribution_post_error" style="display: none"></code> <code id="i18n_contribution_edit_post_success" style="display: none"></code> <code id="i18n_contribution_edit_post_error" style="display: none"></code> <code id="i18n_try_refreshing_the_page" style="display: none"></code> <code id="i18n_characters" style="display: none"></code> <code id="i18n_characters_fraction" style="display: none"></code> <code id="i18n_contribution_post_rate_limit_error" style="display: none"></code> <code id="i18n_contribution_post_rate_limit_error_suggestion" style="display: none"></code> <div class="contribution-text-area-border ease-linear duration-300 mb-2 rounded-md border-1 border-solid border-[var(--color-input-container-border)] p-2 transition-all focus-within:shadow-border hover:shadow-border active:shadow-border-active md:px-3"> <textarea class="contribution-text-area leading-normal placeholder:text-color-input-hint box-border w-full resize-none border-0 bg-color-transparent p-0 text-md leading-open tracking-wide text-color-text outline-none placeholder:text-color-text-disabled lg:text-lg" placeholder="Some ways to get started: - One time at work… - In my experience… - One thing I’ve found helpful…" rows="4" data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388335362048)" aria-errormessage="error-urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388335362048)" data-feed-control="comment_box" data-feed-action-category="EXPAND" data-feed-action-type="expandContributionBox"></textarea> <div class="contribution-action-bar flex w-full items-center pt-2"> <span class="contribution-helper-text grow text-left text-xs text-color-text-secondary lg:text-sm" role="alert"> <span class="contribution-character-count"></span> <span class="contribution-error-message hidden text-color-signal-negative" id="error-urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388335362048)"> Help others by sharing more (125 characters min.) </span> </span> <button class="contribution-cancel-button ease-linear duration-300 btn-sm btn-tertiary mr-1 transition-all lg:btn-md" data-tracking-control-name="cancel_contribution"> Cancel </button> <button disabled="true" aria-disabled="true" class="submit-contribution-button ease-linear duration-300 btn-sm btn-primary transition-all lg:btn-md" data-tracking-control-name="comment_post" data-feed-control="comment_post" data-feed-action-category="COMMENT" data-feed-action-type="submitContribution"> <div class="loader flex"> <div class="loader__container mb-2 overflow-hidden"> <icon class="loader__icon inline-block loader__icon--default text-color-progress-loading" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/ddi43qwelxeqjxdd45pe3fvs1" data-svg-class-name="loader__icon-svg--x-small fill-currentColor h-[20px] min-h-[20px] w-[20px] min-w-[20px]"></icon> </div> </div> <span class="submit-contribution-button-text">Add</span> <span class="save-contribution-changes-button-text">Save</span> </button> </div> </div> </div> </div> </div> <ul class="contribution-list contribution-list-guest"> <li class="contribution" data-contribution-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388335362048),7105503635064635392)" data-contributor-urn="urn:li:member:102267172" data-contribution-tracking-id="uHm1dZOVhmnkfbT8QHcWVA==" data-is-logged-in="false"> <div class="flex items-center justify-between"> <a href="https://uk.linkedin.com/in/francescatabor?trk=article-ssr-frontend-x-article" target="_blank" data-tracking-control-name="comment_actor" data-tracking-will-navigate class="contribution__lockup relative flex items-center overflow-hidden pr-1 font-sans hover:no-underline focus:no-underline xs:left-[-56px]"> <figure class="top-[4px] inline-flex lg:hidden"> <img class="inline-block relative rounded-[50%] w-4 h-4 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="Contributor profile photo"> </figure> <figure class="top-[4px] hidden lg:inline-flex"> <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="Contributor profile photo"> </figure> <div class="min-w-0 ml-2"> <div class="flex items-center"> <span class="mr-0.5 truncate text-sm font-bold text-color-text lg:text-md"> Francesca Tabor </span>  </div> <p class="m-0 truncate text-sm text-color-text-low-emphasis md:text-md" data-test-id="contribution-lock-up-headline"> Enterprise Sales Score App - AI-powered quiz marketing platform </p> </div> </a> <div class="flex items-center">  <div class="ellipsis-menu absolute right-0 top-0 contribution-control-menu relative" data-feed-action="show-comment-dropdown" data-id="comment__ellipsis-menu" data-feed-control="control_menu" data-tracking-control-name="comment_control_menu" data-feed-action-type="expandControl" data-feed-action-category="expand"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] ellipsis-menu__trigger--small w-[32px] h-[32px] flex justify-center w-[40px] min-w-[40px]" aria-expanded="false" aria-label="Open menu" data-tracking-control-name="article-ssr-frontend-x-article_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/c26vw8uiog92lvrqov98hvbxr"></icon> </button> <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 bottom-auto top-[100%]" role="menu" tabindex="-1">  <li class="ellipsis-menu__item flex contribution-control-menu-item--copy" data-feed-action="copyComment" data-feed-control="comment_control_menu_copy" data-tracking-control-name="comment_control_menu_copy" data-feed-action-type="controlMenuCopy" data-feed-action-category="copy" data-comment-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388335362048),7105503635064635392)" data-comment-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388335362048)"> <button class="contribution-control-menu-item ellipsis-menu__item-button flex items-center w-full py-1 px-2 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint hover:bg-color-background-container-tint " data-tracking-control-name="comment_control_menu_copy" data-feed-action-category="expand" data-feed-action-type="expandCopyContribution" role="menuitem"> <icon data-svg-class-name=" ellipsis-menu__item-icon text-color-icon h-[20px] w-[auto] mr-1 flex " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/85z203x9ymzz8gu3a3jmtxy81"></icon> <span class=" ellipsis-menu__item-text inline-block text-color-text font-semibold ">Copy link to contribution</span> </button> </li> <li class="ellipsis-menu__item flex" data-feed-action="semaphoreComment" data-feed-control="comment_control_menu_report" data-tracking-control-name="comment_control_menu_report" data-feed-action-type="expandContributionReporting" data-feed-action-category="expand" data-test-id="contribution-control-menu-report"> <a href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=comment-semaphore-sign-in-redirect&guestReportContentType=AUTO_GENERATED_SKILL_ARTICLE_CONTRIBUTION&_f=guest-reporting" data-tracking-control-name="comment-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="AUTO_GENERATED_SKILL_ARTICLE_CONTRIBUTION" data-semaphore-content-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388335362048),7105503635064635392)" data-semaphore-author-urn="urn:li:member:102267172" data-semaphore-tracking-prefix="comment-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary mx-0.25 flex items-center w-full py-1 px-2 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint hover:bg-color-background-container-tint " role="menuitem">  <icon data-svg-class-name=" ellipsis-menu__item-icon text-color-icon h-[20px] w-[auto] mr-1 flex " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/eo60762wicg7snl6mo020acft"></icon> <span class=" ellipsis-menu__item-text inline-block text-color-text font-semibold ">Report contribution</span> </a>  <template id="comment-reported-card-template"> <p class="comment-reported-card bg-color-background-container p-2 text-sm font-medium text-color-text-secondary"> Thanks for letting us know! You'll no longer see this contribution</p> </template> </li>  </ul>  </div> </div> <code id="contributionCopyLink" style="display: none"></code> <code id="contributionCopyFail" style="display: none"></code> <code id="contributionCopyUnsupported" style="display: none"></code> </div> </div> <div class="contribution__container left__border -mb-2 -mt-1 animate-show ml-0 pl-0 md:ml-[-41px] md:pl-[32px] pr-0 lg:ml-[-33px] lg:pl-[40px] lg:pr-1 pt-2 pb-4"> <div class="flex flex-col justify-between lg:flex-col"> <div class="flex items-center justify-between gap-1"> </div> </div> <div class="contribution__text-wrapper relative"> <p class="contribution__text mb-1 whitespace-pre-wrap pt-1 text-md leading-open text-color-text md:mb-0 md:pt-0 line-clamp-5 lg:text-lg" data-tracking-control-name="comment_text">One of the most well-known instances highlighting the need for XAI is the case of the COMPAS software, used in the U.S. judicial system to assess the likelihood of a criminal defendant reoffending. The core issue was that the workings of the COMPAS system, like many AI models, were opaque. The lack of transparency made it challenging to understand, audit, or validate its decisions. This is especially critical in a domain as sensitive as criminal justice, where lives are directly impacted.</p> <button class="contribution__see-more-button absolute bottom-0 right-0 hidden cursor-pointer border-0 bg-color-surface p-0 text-md leading-open text-color-text-secondary hover:text-color-action hover:underline lg:text-lg" data-tracking-control-name="comment_expand" data-feed-control="comment_expand" data-feed-action-type="expandContributionText" data-feed-action-category="EXPAND" role="button" type="button">…see more</button> </div>  <div class="contribution__social-action-bar relative right-1 flex flex-row items-center justify-start gap-1"> <div class="contribution-social-activity inline-flex items-center justify-start"> <code id="i18n_reaction_selection_state" style="display: none"></code> <div class="reactions-menu flex flex-row relative items-center justify-center select-none [-webkit-user-select:none] pointer-events-auto contribution-social-activity__reactions-menu " data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388335362048),7105503635064635392)" data-reactions-count="0"> <a class="reactions-menu__link text-color-text contribution-social-activity__button flex items-center btn-sm btn-tertiary justify-center sm:flex-row sm:text-sm rounded-sm px-0.5 relative h-6 cursor-pointer w-full contribution-social-activity__reactions-menu " href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=article-ssr-frontend-x-article_contribution-social-activity_like-cta" target="_blank" data-tracking-control-name="article-ssr-frontend-x-article_contribution-social-activity_reactions-cta" data-parent-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388335362048),7105503635064635392)" data-tracking-will-navigate data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388335362048),7105503635064635392)" data-reactions-count="0">  <div class="like-button-default flex flex-row items-center "> <icon class="contribution-social-activity__icon w-[24px] h-[24px] mr-0.5 sm:m-0" data-svg-class-name="contribution-social-activity__icon w-[24px] h-[24px] mr-0.5 sm:m-0--svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e2cf8dn8tvjcu9gl3qcxhw31q"> </icon> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> </a> </div> <template id="selected-reaction"> <div> <div class="selected-reaction--LIKE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Like" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/7ze70iqo2l1rn7hwfoykiwjod"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> <div class="selected-reaction--PRAISE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Celebrate" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/czva5w81r4b0pjr7sh5r4nbw9"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Celebrate</span> </div> <div class="selected-reaction--APPRECIATION flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Support" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/8kvqqk9m1eu5ffqkdlum1ka1m"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Support</span> </div> <div class="selected-reaction--EMPATHY flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Love" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5yukss5d7kh4xrbd5642z6tk0"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Love</span> </div> <div class="selected-reaction--INTEREST flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Insightful" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/es4dlamdpym2zbuhglwx2cuz0"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Insightful</span> </div> <div class="selected-reaction--ENTERTAINMENT flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Funny" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e0rqrq0h755yqqu59fy047ayt"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Funny</span> </div> </div> </template>  </div>  </div>  </div>  </li> </ul>  </div> </div> </div> <code id="loginUrl" style="display: none"></code> <div class="article-segment" data-is-logged-in="false" data-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388343713792)" data-test-id="article-segment" data-total-count="1" data-tracking-prefix="article-ssr-frontend-x-article" role="presentation"> <div class="md:row pb-6 md:flex"> <div class="column-article-segment-content md:column md:mb-8 md:mr-4 md:w-1/2 md:flex-1 md:pr-[88px]"> <div class="md:pt-6 "> <div class="article-segment-content-container "> <div id="content-urn_li_articleSegment__urn_li_linkedInArticle_7099452386594684929_7099452388343713792_"> <div class="article-main__content" data-test-id="publishing-text-block"> <h2 class="flex"> <a id="how-can-you-work-with-explainable-ai?" href="#how-can-you-work-with-explainable-ai?" class="dummy-anchor invisible absolute mt-[-100px]"></a> <span class="header-index pr-1.5">3</span> <span class>How can you work with explainable AI?</span> </h2> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>There are various methods and techniques to work with explainable AI, depending on the type and complexity of the AI system, the level and format of the explanation, and the target audience. For example, interpretability involves the inherent transparency and simplicity of the AI system, such as using linear models, decision trees, or rule-based systems that can be easily understood by humans. Post-hoc explanation refers to the generation of explanations after the AI system produces its output. This could involve visualizations, saliency maps, feature importance, or counterfactuals to highlight the relevant inputs, outputs, or alternatives. Additionally, interactive explanation involves providing explanations through a dialogue or query system where users can ask questions and receive appropriate answers or clarifications from the AI system.</span> </p> </div> </div> </div> </div> </div> <div class="column-article-segment-contributions md:column md:pb-[200px] md:w-1/2"> <div class="article-segment-contributions-header-container bg-color-canvas-tint md:ml-[-12px] md:pt-6 lg:ml-0 mt-1 ">  <div class="add-your-perspective-section relative flex flex-row items-center " data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388343713792)" data-test-add-contribution> <code id="add_your_perspective_tracking_prefix" style="display: none"></code> <code id="isGuest" style="display: none"></code> <code id="showFuseErrorMessage" style="display: none"></code> <div class="mb-2"> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=article-ssr-frontend-x-article" target="_self" data-tracking-control-name="add_contribution_cta" data-tracking-will-navigate data-test-link class="add-your-perspective-button btn-sm flex flex-col items-start justify-center lg:btn-md bg-color-surface-accent-tint-1 hover:bg-color-container-tertiary-hover " data-test-add-contribution-btn aria-describedby="content-urn_li_articleSegment__urn_li_linkedInArticle_7099452386594684929_7099452388343713792_" data-test-contribution-cta-link-guest role="button"> <div data-test-contribution-btn-text class="add-your-perspective-button-text text-left text-color-text-low-emphasis">Add your perspective</div> </a> </div> <div class="contribution-text-area-wrapper relative w-full hidden"> <code id="min_char_limit" style="display: none"></code> <code id="min_reply_char_limit" style="display: none"></code> <code id="max_char_limit" style="display: none"></code> <code id="i18n_contribution_post_success" style="display: none"></code> <code id="i18n_contribution_post_error" style="display: none"></code> <code id="i18n_contribution_edit_post_success" style="display: none"></code> <code id="i18n_contribution_edit_post_error" style="display: none"></code> <code id="i18n_try_refreshing_the_page" style="display: none"></code> <code id="i18n_characters" style="display: none"></code> <code id="i18n_characters_fraction" style="display: none"></code> <code id="i18n_contribution_post_rate_limit_error" style="display: none"></code> <code id="i18n_contribution_post_rate_limit_error_suggestion" style="display: none"></code> <div class="contribution-text-area-border ease-linear duration-300 mb-2 rounded-md border-1 border-solid border-[var(--color-input-container-border)] p-2 transition-all focus-within:shadow-border hover:shadow-border active:shadow-border-active md:px-3"> <textarea class="contribution-text-area leading-normal placeholder:text-color-input-hint box-border w-full resize-none border-0 bg-color-transparent p-0 text-md leading-open tracking-wide text-color-text outline-none placeholder:text-color-text-disabled lg:text-lg" placeholder="Some ways to get started: - One time at work… - In my experience… - One thing I’ve found helpful…" rows="4" data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388343713792)" aria-errormessage="error-urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388343713792)" data-feed-control="comment_box" data-feed-action-category="EXPAND" data-feed-action-type="expandContributionBox"></textarea> <div class="contribution-action-bar flex w-full items-center pt-2"> <span class="contribution-helper-text grow text-left text-xs text-color-text-secondary lg:text-sm" role="alert"> <span class="contribution-character-count"></span> <span class="contribution-error-message hidden text-color-signal-negative" id="error-urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388343713792)"> Help others by sharing more (125 characters min.) </span> </span> <button class="contribution-cancel-button ease-linear duration-300 btn-sm btn-tertiary mr-1 transition-all lg:btn-md" data-tracking-control-name="cancel_contribution"> Cancel </button> <button disabled="true" aria-disabled="true" class="submit-contribution-button ease-linear duration-300 btn-sm btn-primary transition-all lg:btn-md" data-tracking-control-name="comment_post" data-feed-control="comment_post" data-feed-action-category="COMMENT" data-feed-action-type="submitContribution"> <div class="loader flex"> <div class="loader__container mb-2 overflow-hidden"> <icon class="loader__icon inline-block loader__icon--default text-color-progress-loading" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/ddi43qwelxeqjxdd45pe3fvs1" data-svg-class-name="loader__icon-svg--x-small fill-currentColor h-[20px] min-h-[20px] w-[20px] min-w-[20px]"></icon> </div> </div> <span class="submit-contribution-button-text">Add</span> <span class="save-contribution-changes-button-text">Save</span> </button> </div> </div> </div> </div> </div> <ul class="contribution-list contribution-list-guest"> <li class="contribution" data-contribution-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388343713792),7105506782147403777)" data-contributor-urn="urn:li:member:102267172" data-contribution-tracking-id="mMqCdSkJd479nfPXwC+ZwQ==" data-is-logged-in="false"> <div class="flex items-center justify-between"> <a href="https://uk.linkedin.com/in/francescatabor?trk=article-ssr-frontend-x-article" target="_blank" data-tracking-control-name="comment_actor" data-tracking-will-navigate class="contribution__lockup relative flex items-center overflow-hidden pr-1 font-sans hover:no-underline focus:no-underline xs:left-[-56px]"> <figure class="top-[4px] inline-flex lg:hidden"> <img class="inline-block relative rounded-[50%] w-4 h-4 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="Contributor profile photo"> </figure> <figure class="top-[4px] hidden lg:inline-flex"> <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="Contributor profile photo"> </figure> <div class="min-w-0 ml-2"> <div class="flex items-center"> <span class="mr-0.5 truncate text-sm font-bold text-color-text lg:text-md"> Francesca Tabor </span>  </div> <p class="m-0 truncate text-sm text-color-text-low-emphasis md:text-md" data-test-id="contribution-lock-up-headline"> Enterprise Sales Score App - AI-powered quiz marketing platform </p> </div> </a> <div class="flex items-center">  <div class="ellipsis-menu absolute right-0 top-0 contribution-control-menu relative" data-feed-action="show-comment-dropdown" data-id="comment__ellipsis-menu" data-feed-control="control_menu" data-tracking-control-name="comment_control_menu" data-feed-action-type="expandControl" data-feed-action-category="expand"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] ellipsis-menu__trigger--small w-[32px] h-[32px] flex justify-center w-[40px] min-w-[40px]" aria-expanded="false" aria-label="Open menu" data-tracking-control-name="article-ssr-frontend-x-article_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/c26vw8uiog92lvrqov98hvbxr"></icon> </button> <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 bottom-auto top-[100%]" role="menu" tabindex="-1">  <li class="ellipsis-menu__item flex contribution-control-menu-item--copy" data-feed-action="copyComment" data-feed-control="comment_control_menu_copy" data-tracking-control-name="comment_control_menu_copy" data-feed-action-type="controlMenuCopy" data-feed-action-category="copy" data-comment-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388343713792),7105506782147403777)" data-comment-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388343713792)"> <button class="contribution-control-menu-item ellipsis-menu__item-button flex items-center w-full py-1 px-2 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint hover:bg-color-background-container-tint " data-tracking-control-name="comment_control_menu_copy" data-feed-action-category="expand" data-feed-action-type="expandCopyContribution" role="menuitem"> <icon data-svg-class-name=" ellipsis-menu__item-icon text-color-icon h-[20px] w-[auto] mr-1 flex " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/85z203x9ymzz8gu3a3jmtxy81"></icon> <span class=" ellipsis-menu__item-text inline-block text-color-text font-semibold ">Copy link to contribution</span> </button> </li> <li class="ellipsis-menu__item flex" data-feed-action="semaphoreComment" data-feed-control="comment_control_menu_report" data-tracking-control-name="comment_control_menu_report" data-feed-action-type="expandContributionReporting" data-feed-action-category="expand" data-test-id="contribution-control-menu-report"> <a href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=comment-semaphore-sign-in-redirect&guestReportContentType=AUTO_GENERATED_SKILL_ARTICLE_CONTRIBUTION&_f=guest-reporting" data-tracking-control-name="comment-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="AUTO_GENERATED_SKILL_ARTICLE_CONTRIBUTION" data-semaphore-content-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388343713792),7105506782147403777)" data-semaphore-author-urn="urn:li:member:102267172" data-semaphore-tracking-prefix="comment-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary mx-0.25 flex items-center w-full py-1 px-2 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint hover:bg-color-background-container-tint " role="menuitem">  <icon data-svg-class-name=" ellipsis-menu__item-icon text-color-icon h-[20px] w-[auto] mr-1 flex " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/eo60762wicg7snl6mo020acft"></icon> <span class=" ellipsis-menu__item-text inline-block text-color-text font-semibold ">Report contribution</span> </a>  <template id="comment-reported-card-template"> <p class="comment-reported-card bg-color-background-container p-2 text-sm font-medium text-color-text-secondary"> Thanks for letting us know! You'll no longer see this contribution</p> </template> </li>  </ul>  </div> </div> <code id="contributionCopyLink" style="display: none"></code> <code id="contributionCopyFail" style="display: none"></code> <code id="contributionCopyUnsupported" style="display: none"></code> </div> </div> <div class="contribution__container left__border -mb-2 -mt-1 animate-show ml-0 pl-0 md:ml-[-41px] md:pl-[32px] pr-0 lg:ml-[-33px] lg:pl-[40px] lg:pr-1 pt-2 pb-4"> <div class="flex flex-col justify-between lg:flex-col"> <div class="flex items-center justify-between gap-1"> </div> </div> <div class="contribution__text-wrapper relative"> <p class="contribution__text mb-1 whitespace-pre-wrap pt-1 text-md leading-open text-color-text md:mb-0 md:pt-0 line-clamp-5 lg:text-lg" data-tracking-control-name="comment_text">Fashion AI are building a game where players can customize avatars with digital fashion pieces. AI system will be trained on millions of player data points: outfit combinations, purchase history, game activities, etc. However, in test the AI suggests to women high-heels and dresses, even when users show a consistent preference for sneakers or other attire. The recommendation engine also favors Western brands, overlooking diverse fashion aesthetics from various global cultures. Explainable AI (XAI) helps to uncover Gender and Culture Bias. Moving forward to mitigate these issues we will refine data sets, create a feedback loop for players and actively seek licensing deals with fashion brands representing diverse global aesthetics.</p> <button class="contribution__see-more-button absolute bottom-0 right-0 hidden cursor-pointer border-0 bg-color-surface p-0 text-md leading-open text-color-text-secondary hover:text-color-action hover:underline lg:text-lg" data-tracking-control-name="comment_expand" data-feed-control="comment_expand" data-feed-action-type="expandContributionText" data-feed-action-category="EXPAND" role="button" type="button">…see more</button> </div>  <div class="contribution__social-action-bar relative right-1 flex flex-row items-center justify-start gap-1"> <div class="contribution-social-activity inline-flex items-center justify-start"> <code id="i18n_reaction_selection_state" style="display: none"></code> <div class="reactions-menu flex flex-row relative items-center justify-center select-none [-webkit-user-select:none] pointer-events-auto contribution-social-activity__reactions-menu " data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388343713792),7105506782147403777)" data-reactions-count="0"> <a class="reactions-menu__link text-color-text contribution-social-activity__button flex items-center btn-sm btn-tertiary justify-center sm:flex-row sm:text-sm rounded-sm px-0.5 relative h-6 cursor-pointer w-full contribution-social-activity__reactions-menu " href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=article-ssr-frontend-x-article_contribution-social-activity_like-cta" target="_blank" data-tracking-control-name="article-ssr-frontend-x-article_contribution-social-activity_reactions-cta" data-parent-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388343713792),7105506782147403777)" data-tracking-will-navigate data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388343713792),7105506782147403777)" data-reactions-count="0">  <div class="like-button-default flex flex-row items-center "> <icon class="contribution-social-activity__icon w-[24px] h-[24px] mr-0.5 sm:m-0" data-svg-class-name="contribution-social-activity__icon w-[24px] h-[24px] mr-0.5 sm:m-0--svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e2cf8dn8tvjcu9gl3qcxhw31q"> </icon> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> </a> </div> <template id="selected-reaction"> <div> <div class="selected-reaction--LIKE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Like" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/7ze70iqo2l1rn7hwfoykiwjod"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> <div class="selected-reaction--PRAISE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Celebrate" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/czva5w81r4b0pjr7sh5r4nbw9"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Celebrate</span> </div> <div class="selected-reaction--APPRECIATION flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Support" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/8kvqqk9m1eu5ffqkdlum1ka1m"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Support</span> </div> <div class="selected-reaction--EMPATHY flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Love" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5yukss5d7kh4xrbd5642z6tk0"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Love</span> </div> <div class="selected-reaction--INTEREST flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Insightful" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/es4dlamdpym2zbuhglwx2cuz0"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Insightful</span> </div> <div class="selected-reaction--ENTERTAINMENT flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Funny" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e0rqrq0h755yqqu59fy047ayt"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Funny</span> </div> </div> </template>  </div>  </div>  </div>  </li> </ul>  </div> </div> </div> <code id="loginUrl" style="display: none"></code> <div class="article-segment" data-is-logged-in="false" data-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388352143360)" data-test-id="article-segment" data-total-count="1" data-tracking-prefix="article-ssr-frontend-x-article" role="presentation"> <div class="md:row pb-6 md:flex"> <div class="column-article-segment-content md:column md:mb-8 md:mr-4 md:w-1/2 md:flex-1 md:pr-[88px]"> <div class="md:pt-6 "> <div class="article-segment-content-container "> <div id="content-urn_li_articleSegment__urn_li_linkedInArticle_7099452386594684929_7099452388352143360_"> <div class="article-main__content" data-test-id="publishing-text-block"> <h2 class="flex"> <a id="what-are-the-challenges-of-explainable-ai?" href="#what-are-the-challenges-of-explainable-ai?" class="dummy-anchor invisible absolute mt-[-100px]"></a> <span class="header-index pr-1.5">4</span> <span class>What are the challenges of explainable AI?</span> </h2> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Working with explainable AI is not without challenges. These include a trade-off between the accuracy and explainability of the AI system, as well as a lack of clear criteria to evaluate the quality and effectiveness of the explanations. Additionally, there may be difficulty scaling up the explanations to deal with large and diverse data sets, multiple and dynamic tasks, or heterogeneous and distributed AI systems.</span> </p> </div> </div> </div> </div> </div> <div class="column-article-segment-contributions md:column md:pb-[200px] md:w-1/2"> <div class="article-segment-contributions-header-container bg-color-canvas-tint md:ml-[-12px] md:pt-6 lg:ml-0 mt-1 ">  <div class="add-your-perspective-section relative flex flex-row items-center " data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388352143360)" data-test-add-contribution> <code id="add_your_perspective_tracking_prefix" style="display: none"></code> <code id="isGuest" style="display: none"></code> <code id="showFuseErrorMessage" style="display: none"></code> <div class="mb-2"> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=article-ssr-frontend-x-article" target="_self" data-tracking-control-name="add_contribution_cta" data-tracking-will-navigate data-test-link class="add-your-perspective-button btn-sm flex flex-col items-start justify-center lg:btn-md bg-color-surface-accent-tint-1 hover:bg-color-container-tertiary-hover " data-test-add-contribution-btn aria-describedby="content-urn_li_articleSegment__urn_li_linkedInArticle_7099452386594684929_7099452388352143360_" data-test-contribution-cta-link-guest role="button"> <div data-test-contribution-btn-text class="add-your-perspective-button-text text-left text-color-text-low-emphasis">Add your perspective</div> </a> </div> <div class="contribution-text-area-wrapper relative w-full hidden"> <code id="min_char_limit" style="display: none"></code> <code id="min_reply_char_limit" style="display: none"></code> <code id="max_char_limit" style="display: none"></code> <code id="i18n_contribution_post_success" style="display: none"></code> <code id="i18n_contribution_post_error" style="display: none"></code> <code id="i18n_contribution_edit_post_success" style="display: none"></code> <code id="i18n_contribution_edit_post_error" style="display: none"></code> <code id="i18n_try_refreshing_the_page" style="display: none"></code> <code id="i18n_characters" style="display: none"></code> <code id="i18n_characters_fraction" style="display: none"></code> <code id="i18n_contribution_post_rate_limit_error" style="display: none"></code> <code id="i18n_contribution_post_rate_limit_error_suggestion" style="display: none"></code> <div class="contribution-text-area-border ease-linear duration-300 mb-2 rounded-md border-1 border-solid border-[var(--color-input-container-border)] p-2 transition-all focus-within:shadow-border hover:shadow-border active:shadow-border-active md:px-3"> <textarea class="contribution-text-area leading-normal placeholder:text-color-input-hint box-border w-full resize-none border-0 bg-color-transparent p-0 text-md leading-open tracking-wide text-color-text outline-none placeholder:text-color-text-disabled lg:text-lg" placeholder="Some ways to get started: - One time at work… - In my experience… - One thing I’ve found helpful…" rows="4" data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388352143360)" aria-errormessage="error-urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388352143360)" data-feed-control="comment_box" data-feed-action-category="EXPAND" data-feed-action-type="expandContributionBox"></textarea> <div class="contribution-action-bar flex w-full items-center pt-2"> <span class="contribution-helper-text grow text-left text-xs text-color-text-secondary lg:text-sm" role="alert"> <span class="contribution-character-count"></span> <span class="contribution-error-message hidden text-color-signal-negative" id="error-urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388352143360)"> Help others by sharing more (125 characters min.) </span> </span> <button class="contribution-cancel-button ease-linear duration-300 btn-sm btn-tertiary mr-1 transition-all lg:btn-md" data-tracking-control-name="cancel_contribution"> Cancel </button> <button disabled="true" aria-disabled="true" class="submit-contribution-button ease-linear duration-300 btn-sm btn-primary transition-all lg:btn-md" data-tracking-control-name="comment_post" data-feed-control="comment_post" data-feed-action-category="COMMENT" data-feed-action-type="submitContribution"> <div class="loader flex"> <div class="loader__container mb-2 overflow-hidden"> <icon class="loader__icon inline-block loader__icon--default text-color-progress-loading" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/ddi43qwelxeqjxdd45pe3fvs1" data-svg-class-name="loader__icon-svg--x-small fill-currentColor h-[20px] min-h-[20px] w-[20px] min-w-[20px]"></icon> </div> </div> <span class="submit-contribution-button-text">Add</span> <span class="save-contribution-changes-button-text">Save</span> </button> </div> </div> </div> </div> </div> <ul class="contribution-list contribution-list-guest"> <li class="contribution" data-contribution-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388352143360),7105508797070102528)" data-contributor-urn="urn:li:member:102267172" data-contribution-tracking-id="fHAim0kdrfucCDHkmB6TvA==" data-is-logged-in="false"> <div class="flex items-center justify-between"> <a href="https://uk.linkedin.com/in/francescatabor?trk=article-ssr-frontend-x-article" target="_blank" data-tracking-control-name="comment_actor" data-tracking-will-navigate class="contribution__lockup relative flex items-center overflow-hidden pr-1 font-sans hover:no-underline focus:no-underline xs:left-[-56px]"> <figure class="top-[4px] inline-flex lg:hidden"> <img class="inline-block relative rounded-[50%] w-4 h-4 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="Contributor profile photo"> </figure> <figure class="top-[4px] hidden lg:inline-flex"> <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="Contributor profile photo"> </figure> <div class="min-w-0 ml-2"> <div class="flex items-center"> <span class="mr-0.5 truncate text-sm font-bold text-color-text lg:text-md"> Francesca Tabor </span>  </div> <p class="m-0 truncate text-sm text-color-text-low-emphasis md:text-md" data-test-id="contribution-lock-up-headline"> Enterprise Sales Score App - AI-powered quiz marketing platform </p> </div> </a> <div class="flex items-center">  <div class="ellipsis-menu absolute right-0 top-0 contribution-control-menu relative" data-feed-action="show-comment-dropdown" data-id="comment__ellipsis-menu" data-feed-control="control_menu" data-tracking-control-name="comment_control_menu" data-feed-action-type="expandControl" data-feed-action-category="expand"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] ellipsis-menu__trigger--small w-[32px] h-[32px] flex justify-center w-[40px] min-w-[40px]" aria-expanded="false" aria-label="Open menu" data-tracking-control-name="article-ssr-frontend-x-article_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/c26vw8uiog92lvrqov98hvbxr"></icon> </button> <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 bottom-auto top-[100%]" role="menu" tabindex="-1">  <li class="ellipsis-menu__item flex contribution-control-menu-item--copy" data-feed-action="copyComment" data-feed-control="comment_control_menu_copy" data-tracking-control-name="comment_control_menu_copy" data-feed-action-type="controlMenuCopy" data-feed-action-category="copy" data-comment-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388352143360),7105508797070102528)" data-comment-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388352143360)"> <button class="contribution-control-menu-item ellipsis-menu__item-button flex items-center w-full py-1 px-2 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint hover:bg-color-background-container-tint " data-tracking-control-name="comment_control_menu_copy" data-feed-action-category="expand" data-feed-action-type="expandCopyContribution" role="menuitem"> <icon data-svg-class-name=" ellipsis-menu__item-icon text-color-icon h-[20px] w-[auto] mr-1 flex " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/85z203x9ymzz8gu3a3jmtxy81"></icon> <span class=" ellipsis-menu__item-text inline-block text-color-text font-semibold ">Copy link to contribution</span> </button> </li> <li class="ellipsis-menu__item flex" data-feed-action="semaphoreComment" data-feed-control="comment_control_menu_report" data-tracking-control-name="comment_control_menu_report" data-feed-action-type="expandContributionReporting" data-feed-action-category="expand" data-test-id="contribution-control-menu-report"> <a href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=comment-semaphore-sign-in-redirect&guestReportContentType=AUTO_GENERATED_SKILL_ARTICLE_CONTRIBUTION&_f=guest-reporting" data-tracking-control-name="comment-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="AUTO_GENERATED_SKILL_ARTICLE_CONTRIBUTION" data-semaphore-content-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388352143360),7105508797070102528)" data-semaphore-author-urn="urn:li:member:102267172" data-semaphore-tracking-prefix="comment-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary mx-0.25 flex items-center w-full py-1 px-2 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint hover:bg-color-background-container-tint " role="menuitem">  <icon data-svg-class-name=" ellipsis-menu__item-icon text-color-icon h-[20px] w-[auto] mr-1 flex " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/eo60762wicg7snl6mo020acft"></icon> <span class=" ellipsis-menu__item-text inline-block text-color-text font-semibold ">Report contribution</span> </a>  <template id="comment-reported-card-template"> <p class="comment-reported-card bg-color-background-container p-2 text-sm font-medium text-color-text-secondary"> Thanks for letting us know! You'll no longer see this contribution</p> </template> </li>  </ul>  </div> </div> <code id="contributionCopyLink" style="display: none"></code> <code id="contributionCopyFail" style="display: none"></code> <code id="contributionCopyUnsupported" style="display: none"></code> </div> </div> <div class="contribution__container left__border -mb-2 -mt-1 animate-show ml-0 pl-0 md:ml-[-41px] md:pl-[32px] pr-0 lg:ml-[-33px] lg:pl-[40px] lg:pr-1 pt-2 pb-4"> <div class="flex flex-col justify-between lg:flex-col"> <div class="flex items-center justify-between gap-1"> </div> </div> <div class="contribution__text-wrapper relative"> <p class="contribution__text mb-1 whitespace-pre-wrap pt-1 text-md leading-open text-color-text md:mb-0 md:pt-0 line-clamp-5 lg:text-lg" data-tracking-control-name="comment_text">Explainable AI faces multiple trade challenges:- Trade-off Between Accuracy and Explainability Evaluating Explanation Quality Scalability Issues Dynamic Tasks</p> <button class="contribution__see-more-button absolute bottom-0 right-0 hidden cursor-pointer border-0 bg-color-surface p-0 text-md leading-open text-color-text-secondary hover:text-color-action hover:underline lg:text-lg" data-tracking-control-name="comment_expand" data-feed-control="comment_expand" data-feed-action-type="expandContributionText" data-feed-action-category="EXPAND" role="button" type="button">…see more</button> </div>  <div class="contribution__social-action-bar relative right-1 flex flex-row items-center justify-start gap-1"> <div class="contribution-social-activity inline-flex items-center justify-start"> <code id="i18n_reaction_selection_state" style="display: none"></code> <div class="reactions-menu flex flex-row relative items-center justify-center select-none [-webkit-user-select:none] pointer-events-auto contribution-social-activity__reactions-menu " data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388352143360),7105508797070102528)" data-reactions-count="1"> <a class="reactions-menu__link text-color-text contribution-social-activity__button flex items-center btn-sm btn-tertiary justify-center sm:flex-row sm:text-sm rounded-sm px-0.5 relative h-6 cursor-pointer w-full contribution-social-activity__reactions-menu " href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=article-ssr-frontend-x-article_contribution-social-activity_like-cta" target="_blank" data-tracking-control-name="article-ssr-frontend-x-article_contribution-social-activity_reactions-cta" data-parent-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388352143360),7105508797070102528)" data-tracking-will-navigate data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388352143360),7105508797070102528)" data-reactions-count="1">  <div class="like-button-default flex flex-row items-center "> <icon class="contribution-social-activity__icon w-[24px] h-[24px] mr-0.5 sm:m-0" data-svg-class-name="contribution-social-activity__icon w-[24px] h-[24px] mr-0.5 sm:m-0--svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e2cf8dn8tvjcu9gl3qcxhw31q"> </icon> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> </a> </div> <template id="selected-reaction"> <div> <div class="selected-reaction--LIKE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Like" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/7ze70iqo2l1rn7hwfoykiwjod"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> <div class="selected-reaction--PRAISE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Celebrate" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/czva5w81r4b0pjr7sh5r4nbw9"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Celebrate</span> </div> <div class="selected-reaction--APPRECIATION flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Support" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/8kvqqk9m1eu5ffqkdlum1ka1m"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Support</span> </div> <div class="selected-reaction--EMPATHY flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Love" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5yukss5d7kh4xrbd5642z6tk0"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Love</span> </div> <div class="selected-reaction--INTEREST flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Insightful" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/es4dlamdpym2zbuhglwx2cuz0"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Insightful</span> </div> <div class="selected-reaction--ENTERTAINMENT flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Funny" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e0rqrq0h755yqqu59fy047ayt"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Funny</span> </div> </div> </template> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs contribution-social-activity__social-actions before:middot flex items-center justify-start gap-1 pr-1 before:mx-0.5" data-sap-comment-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388352143360),7105508797070102528)"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" role="button" aria-label="1 Reaction" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="1" data-singular="%numReactions%" data-plural="%numReactions%" data-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388352143360),7105508797070102528)" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 1 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  </div> </div>  </div>  </div>  </li> </ul>  </div> </div> </div> <code id="loginUrl" style="display: none"></code> <div class="article-segment" data-is-logged-in="false" data-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388360527872)" data-test-id="article-segment" data-total-count="1" data-tracking-prefix="article-ssr-frontend-x-article" role="presentation"> <div class="md:row pb-6 md:flex"> <div class="column-article-segment-content md:column md:mb-8 md:mr-4 md:w-1/2 md:flex-1 md:pr-[88px]"> <div class="md:pt-6 "> <div class="article-segment-content-container "> <div id="content-urn_li_articleSegment__urn_li_linkedInArticle_7099452386594684929_7099452388360527872_"> <div class="article-main__content" data-test-id="publishing-text-block"> <h2 class="flex"> <a id="what-are-the-best-practices-of-explainable-ai?" href="#what-are-the-best-practices-of-explainable-ai?" class="dummy-anchor invisible absolute mt-[-100px]"></a> <span class="header-index pr-1.5">5</span> <span class>What are the best practices of explainable AI?</span> </h2> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>To work with explainable AI successfully, you should define the purpose and scope of the explanation, use multiple and complementary methods, involve the stakeholders, and keep learning and improving. Clarifying why, what, how, and for whom you need the explanation is essential to tailor it accordingly. Combining different methods and techniques can provide a comprehensive and holistic explanation. Involving users, developers, regulators, and other stakeholders in the design, development, testing, and evaluation of the explanations can help you solicit their feedback and input. Additionally, you should monitor and update the explanations as the AI system evolves or changes to incorporate new data, knowledge, or insights.</span> </p> </div> </div> </div> </div> </div> <div class="column-article-segment-contributions md:column md:pb-[200px] md:w-1/2"> <div class="article-segment-contributions-header-container bg-color-canvas-tint md:ml-[-12px] md:pt-6 lg:ml-0 mt-1 ">  <div class="add-your-perspective-section relative flex flex-row items-center " data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388360527872)" data-test-add-contribution> <code id="add_your_perspective_tracking_prefix" style="display: none"></code> <code id="isGuest" style="display: none"></code> <code id="showFuseErrorMessage" style="display: none"></code> <div class="mb-2"> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=article-ssr-frontend-x-article" target="_self" data-tracking-control-name="add_contribution_cta" data-tracking-will-navigate data-test-link class="add-your-perspective-button btn-sm flex flex-col items-start justify-center lg:btn-md bg-color-surface-accent-tint-1 hover:bg-color-container-tertiary-hover " data-test-add-contribution-btn aria-describedby="content-urn_li_articleSegment__urn_li_linkedInArticle_7099452386594684929_7099452388360527872_" data-test-contribution-cta-link-guest role="button"> <div data-test-contribution-btn-text class="add-your-perspective-button-text text-left text-color-text-low-emphasis">Add your perspective</div> </a> </div> <div class="contribution-text-area-wrapper relative w-full hidden"> <code id="min_char_limit" style="display: none"></code> <code id="min_reply_char_limit" style="display: none"></code> <code id="max_char_limit" style="display: none"></code> <code id="i18n_contribution_post_success" style="display: none"></code> <code id="i18n_contribution_post_error" style="display: none"></code> <code id="i18n_contribution_edit_post_success" style="display: none"></code> <code id="i18n_contribution_edit_post_error" style="display: none"></code> <code id="i18n_try_refreshing_the_page" style="display: none"></code> <code id="i18n_characters" style="display: none"></code> <code id="i18n_characters_fraction" style="display: none"></code> <code id="i18n_contribution_post_rate_limit_error" style="display: none"></code> <code id="i18n_contribution_post_rate_limit_error_suggestion" style="display: none"></code> <div class="contribution-text-area-border ease-linear duration-300 mb-2 rounded-md border-1 border-solid border-[var(--color-input-container-border)] p-2 transition-all focus-within:shadow-border hover:shadow-border active:shadow-border-active md:px-3"> <textarea class="contribution-text-area leading-normal placeholder:text-color-input-hint box-border w-full resize-none border-0 bg-color-transparent p-0 text-md leading-open tracking-wide text-color-text outline-none placeholder:text-color-text-disabled lg:text-lg" placeholder="Some ways to get started: - One time at work… - In my experience… - One thing I’ve found helpful…" rows="4" data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388360527872)" aria-errormessage="error-urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388360527872)" data-feed-control="comment_box" data-feed-action-category="EXPAND" data-feed-action-type="expandContributionBox"></textarea> <div class="contribution-action-bar flex w-full items-center pt-2"> <span class="contribution-helper-text grow text-left text-xs text-color-text-secondary lg:text-sm" role="alert"> <span class="contribution-character-count"></span> <span class="contribution-error-message hidden text-color-signal-negative" id="error-urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388360527872)"> Help others by sharing more (125 characters min.) </span> </span> <button class="contribution-cancel-button ease-linear duration-300 btn-sm btn-tertiary mr-1 transition-all lg:btn-md" data-tracking-control-name="cancel_contribution"> Cancel </button> <button disabled="true" aria-disabled="true" class="submit-contribution-button ease-linear duration-300 btn-sm btn-primary transition-all lg:btn-md" data-tracking-control-name="comment_post" data-feed-control="comment_post" data-feed-action-category="COMMENT" data-feed-action-type="submitContribution"> <div class="loader flex"> <div class="loader__container mb-2 overflow-hidden"> <icon class="loader__icon inline-block loader__icon--default text-color-progress-loading" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/ddi43qwelxeqjxdd45pe3fvs1" data-svg-class-name="loader__icon-svg--x-small fill-currentColor h-[20px] min-h-[20px] w-[20px] min-w-[20px]"></icon> </div> </div> <span class="submit-contribution-button-text">Add</span> <span class="save-contribution-changes-button-text">Save</span> </button> </div> </div> </div> </div> </div> <ul class="contribution-list contribution-list-guest"> <li class="contribution" data-contribution-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388360527872),7105508450352144385)" data-contributor-urn="urn:li:member:102267172" data-contribution-tracking-id="kxPySP1v0x9dPVrE9r4NFQ==" data-is-logged-in="false"> <div class="flex items-center justify-between"> <a href="https://uk.linkedin.com/in/francescatabor?trk=article-ssr-frontend-x-article" target="_blank" data-tracking-control-name="comment_actor" data-tracking-will-navigate class="contribution__lockup relative flex items-center overflow-hidden pr-1 font-sans hover:no-underline focus:no-underline xs:left-[-56px]"> <figure class="top-[4px] inline-flex lg:hidden"> <img class="inline-block relative rounded-[50%] w-4 h-4 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="Contributor profile photo"> </figure> <figure class="top-[4px] hidden lg:inline-flex"> <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="Contributor profile photo"> </figure> <div class="min-w-0 ml-2"> <div class="flex items-center"> <span class="mr-0.5 truncate text-sm font-bold text-color-text lg:text-md"> Francesca Tabor </span>  </div> <p class="m-0 truncate text-sm text-color-text-low-emphasis md:text-md" data-test-id="contribution-lock-up-headline"> Enterprise Sales Score App - AI-powered quiz marketing platform </p> </div> </a> <div class="flex items-center">  <div class="ellipsis-menu absolute right-0 top-0 contribution-control-menu relative" data-feed-action="show-comment-dropdown" data-id="comment__ellipsis-menu" data-feed-control="control_menu" data-tracking-control-name="comment_control_menu" data-feed-action-type="expandControl" data-feed-action-category="expand"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] ellipsis-menu__trigger--small w-[32px] h-[32px] flex justify-center w-[40px] min-w-[40px]" aria-expanded="false" aria-label="Open menu" data-tracking-control-name="article-ssr-frontend-x-article_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/c26vw8uiog92lvrqov98hvbxr"></icon> </button> <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 bottom-auto top-[100%]" role="menu" tabindex="-1">  <li class="ellipsis-menu__item flex contribution-control-menu-item--copy" data-feed-action="copyComment" data-feed-control="comment_control_menu_copy" data-tracking-control-name="comment_control_menu_copy" data-feed-action-type="controlMenuCopy" data-feed-action-category="copy" data-comment-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388360527872),7105508450352144385)" data-comment-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388360527872)"> <button class="contribution-control-menu-item ellipsis-menu__item-button flex items-center w-full py-1 px-2 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint hover:bg-color-background-container-tint " data-tracking-control-name="comment_control_menu_copy" data-feed-action-category="expand" data-feed-action-type="expandCopyContribution" role="menuitem"> <icon data-svg-class-name=" ellipsis-menu__item-icon text-color-icon h-[20px] w-[auto] mr-1 flex " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/85z203x9ymzz8gu3a3jmtxy81"></icon> <span class=" ellipsis-menu__item-text inline-block text-color-text font-semibold ">Copy link to contribution</span> </button> </li> <li class="ellipsis-menu__item flex" data-feed-action="semaphoreComment" data-feed-control="comment_control_menu_report" data-tracking-control-name="comment_control_menu_report" data-feed-action-type="expandContributionReporting" data-feed-action-category="expand" data-test-id="contribution-control-menu-report"> <a href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=comment-semaphore-sign-in-redirect&guestReportContentType=AUTO_GENERATED_SKILL_ARTICLE_CONTRIBUTION&_f=guest-reporting" data-tracking-control-name="comment-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="AUTO_GENERATED_SKILL_ARTICLE_CONTRIBUTION" data-semaphore-content-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388360527872),7105508450352144385)" data-semaphore-author-urn="urn:li:member:102267172" data-semaphore-tracking-prefix="comment-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary mx-0.25 flex items-center w-full py-1 px-2 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint hover:bg-color-background-container-tint " role="menuitem">  <icon data-svg-class-name=" ellipsis-menu__item-icon text-color-icon h-[20px] w-[auto] mr-1 flex " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/eo60762wicg7snl6mo020acft"></icon> <span class=" ellipsis-menu__item-text inline-block text-color-text font-semibold ">Report contribution</span> </a>  <template id="comment-reported-card-template"> <p class="comment-reported-card bg-color-background-container p-2 text-sm font-medium text-color-text-secondary"> Thanks for letting us know! You'll no longer see this contribution</p> </template> </li>  </ul>  </div> </div> <code id="contributionCopyLink" style="display: none"></code> <code id="contributionCopyFail" style="display: none"></code> <code id="contributionCopyUnsupported" style="display: none"></code> </div> </div> <div class="contribution__container left__border -mb-2 -mt-1 animate-show ml-0 pl-0 md:ml-[-41px] md:pl-[32px] pr-0 lg:ml-[-33px] lg:pl-[40px] lg:pr-1 pt-2 pb-4"> <div class="flex flex-col justify-between lg:flex-col"> <div class="flex items-center justify-between gap-1"> </div> </div> <div class="contribution__text-wrapper relative"> <p class="contribution__text mb-1 whitespace-pre-wrap pt-1 text-md leading-open text-color-text md:mb-0 md:pt-0 line-clamp-5 lg:text-lg" data-tracking-control-name="comment_text">Interactive Explanations: Whenever possible, aim for interactive explanation systems where users can ask follow-up questions, probe the AI's decision-making further, or get deeper insights based on their needs. Diverse and Representative Data: Ensure that the data used to train AI models is diverse and representative of the real-world scenarios where the model will be applied. This aids in producing explanations that are more universally applicable and reduces biases. Feedback Loops: Incorporate feedback mechanisms allowing users to critique or validate the explanations provided. This can help in refining the XAI system over time. Ethical Considerations: Ensure that the XAI doesn't inadvertently introduce or perpetuate biases.</p> <button class="contribution__see-more-button absolute bottom-0 right-0 hidden cursor-pointer border-0 bg-color-surface p-0 text-md leading-open text-color-text-secondary hover:text-color-action hover:underline lg:text-lg" data-tracking-control-name="comment_expand" data-feed-control="comment_expand" data-feed-action-type="expandContributionText" data-feed-action-category="EXPAND" role="button" type="button">…see more</button> </div>  <div class="contribution__social-action-bar relative right-1 flex flex-row items-center justify-start gap-1"> <div class="contribution-social-activity inline-flex items-center justify-start"> <code id="i18n_reaction_selection_state" style="display: none"></code> <div class="reactions-menu flex flex-row relative items-center justify-center select-none [-webkit-user-select:none] pointer-events-auto contribution-social-activity__reactions-menu " data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388360527872),7105508450352144385)" data-reactions-count="0"> <a class="reactions-menu__link text-color-text contribution-social-activity__button flex items-center btn-sm btn-tertiary justify-center sm:flex-row sm:text-sm rounded-sm px-0.5 relative h-6 cursor-pointer w-full contribution-social-activity__reactions-menu " href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=article-ssr-frontend-x-article_contribution-social-activity_like-cta" target="_blank" data-tracking-control-name="article-ssr-frontend-x-article_contribution-social-activity_reactions-cta" data-parent-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388360527872),7105508450352144385)" data-tracking-will-navigate data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388360527872),7105508450352144385)" data-reactions-count="0">  <div class="like-button-default flex flex-row items-center "> <icon class="contribution-social-activity__icon w-[24px] h-[24px] mr-0.5 sm:m-0" data-svg-class-name="contribution-social-activity__icon w-[24px] h-[24px] mr-0.5 sm:m-0--svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e2cf8dn8tvjcu9gl3qcxhw31q"> </icon> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> </a> </div> <template id="selected-reaction"> <div> <div class="selected-reaction--LIKE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Like" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/7ze70iqo2l1rn7hwfoykiwjod"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> <div class="selected-reaction--PRAISE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Celebrate" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/czva5w81r4b0pjr7sh5r4nbw9"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Celebrate</span> </div> <div class="selected-reaction--APPRECIATION flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Support" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/8kvqqk9m1eu5ffqkdlum1ka1m"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Support</span> </div> <div class="selected-reaction--EMPATHY flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Love" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5yukss5d7kh4xrbd5642z6tk0"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Love</span> </div> <div class="selected-reaction--INTEREST flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Insightful" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/es4dlamdpym2zbuhglwx2cuz0"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Insightful</span> </div> <div class="selected-reaction--ENTERTAINMENT flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Funny" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e0rqrq0h755yqqu59fy047ayt"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Funny</span> </div> </div> </template>  </div>  </div>  </div>  </li> </ul>  </div> </div> </div> <code id="loginUrl" style="display: none"></code> <div class="article-segment" data-is-logged-in="false" data-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388364738560)" data-test-id="article-segment" data-total-count="1" data-tracking-prefix="article-ssr-frontend-x-article" role="presentation"> <div class="md:row pb-6 md:flex"> <div class="column-article-segment-content md:column md:mb-8 md:mr-4 md:w-1/2 md:flex-1 md:pr-[88px]"> <div class="md:pt-6 "> <div class="article-segment-content-container "> <div id="content-urn_li_articleSegment__urn_li_linkedInArticle_7099452386594684929_7099452388364738560_"> <div class="article-main__content" data-test-id="publishing-text-block"> <h2 class="flex"> <a id="here’s-what-else-to-consider" href="#here’s-what-else-to-consider" class="dummy-anchor invisible absolute mt-[-100px]"></a> <span class="header-index pr-1.5">6</span> <span class>Here’s what else to consider</span> </h2> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>This is a space to share examples, stories, or insights that don’t fit into any of the previous sections. What else would you like to add?</span> </p> </div> </div> </div> </div> </div> <div class="column-article-segment-contributions md:column md:pb-[200px] md:w-1/2"> <div class="article-segment-contributions-header-container bg-color-canvas-tint md:ml-[-12px] md:pt-6 lg:ml-0 mt-1 ">  <div class="add-your-perspective-section relative flex flex-row items-center " data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388364738560)" data-test-add-contribution> <code id="add_your_perspective_tracking_prefix" style="display: none"></code> <code id="isGuest" style="display: none"></code> <code id="showFuseErrorMessage" style="display: none"></code> <div class="mb-2"> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=article-ssr-frontend-x-article" target="_self" data-tracking-control-name="add_contribution_cta" data-tracking-will-navigate data-test-link class="add-your-perspective-button btn-sm flex flex-col items-start justify-center lg:btn-md bg-color-surface-accent-tint-1 hover:bg-color-container-tertiary-hover " data-test-add-contribution-btn aria-describedby="content-urn_li_articleSegment__urn_li_linkedInArticle_7099452386594684929_7099452388364738560_" data-test-contribution-cta-link-guest role="button"> <div data-test-contribution-btn-text class="add-your-perspective-button-text text-left text-color-text-low-emphasis">Add your perspective</div> </a> </div> <div class="contribution-text-area-wrapper relative w-full hidden"> <code id="min_char_limit" style="display: none"></code> <code id="min_reply_char_limit" style="display: none"></code> <code id="max_char_limit" style="display: none"></code> <code id="i18n_contribution_post_success" style="display: none"></code> <code id="i18n_contribution_post_error" style="display: none"></code> <code id="i18n_contribution_edit_post_success" style="display: none"></code> <code id="i18n_contribution_edit_post_error" style="display: none"></code> <code id="i18n_try_refreshing_the_page" style="display: none"></code> <code id="i18n_characters" style="display: none"></code> <code id="i18n_characters_fraction" style="display: none"></code> <code id="i18n_contribution_post_rate_limit_error" style="display: none"></code> <code id="i18n_contribution_post_rate_limit_error_suggestion" style="display: none"></code> <div class="contribution-text-area-border ease-linear duration-300 mb-2 rounded-md border-1 border-solid border-[var(--color-input-container-border)] p-2 transition-all focus-within:shadow-border hover:shadow-border active:shadow-border-active md:px-3"> <textarea class="contribution-text-area leading-normal placeholder:text-color-input-hint box-border w-full resize-none border-0 bg-color-transparent p-0 text-md leading-open tracking-wide text-color-text outline-none placeholder:text-color-text-disabled lg:text-lg" placeholder="Some ways to get started: - One time at work… - In my experience… - One thing I’ve found helpful…" rows="4" data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388364738560)" aria-errormessage="error-urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388364738560)" data-feed-control="comment_box" data-feed-action-category="EXPAND" data-feed-action-type="expandContributionBox"></textarea> <div class="contribution-action-bar flex w-full items-center pt-2"> <span class="contribution-helper-text grow text-left text-xs text-color-text-secondary lg:text-sm" role="alert"> <span class="contribution-character-count"></span> <span class="contribution-error-message hidden text-color-signal-negative" id="error-urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388364738560)"> Help others by sharing more (125 characters min.) </span> </span> <button class="contribution-cancel-button ease-linear duration-300 btn-sm btn-tertiary mr-1 transition-all lg:btn-md" data-tracking-control-name="cancel_contribution"> Cancel </button> <button disabled="true" aria-disabled="true" class="submit-contribution-button ease-linear duration-300 btn-sm btn-primary transition-all lg:btn-md" data-tracking-control-name="comment_post" data-feed-control="comment_post" data-feed-action-category="COMMENT" data-feed-action-type="submitContribution"> <div class="loader flex"> <div class="loader__container mb-2 overflow-hidden"> <icon class="loader__icon inline-block loader__icon--default text-color-progress-loading" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/ddi43qwelxeqjxdd45pe3fvs1" data-svg-class-name="loader__icon-svg--x-small fill-currentColor h-[20px] min-h-[20px] w-[20px] min-w-[20px]"></icon> </div> </div> <span class="submit-contribution-button-text">Add</span> <span class="save-contribution-changes-button-text">Save</span> </button> </div> </div> </div> </div> </div> <ul class="contribution-list contribution-list-guest"> <li class="contribution" data-contribution-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388364738560),7105508736600793088)" data-contributor-urn="urn:li:member:102267172" data-contribution-tracking-id="3f8Osv7NJLjWGOGA1cJbTA==" data-is-logged-in="false"> <div class="flex items-center justify-between"> <a href="https://uk.linkedin.com/in/francescatabor?trk=article-ssr-frontend-x-article" target="_blank" data-tracking-control-name="comment_actor" data-tracking-will-navigate class="contribution__lockup relative flex items-center overflow-hidden pr-1 font-sans hover:no-underline focus:no-underline xs:left-[-56px]"> <figure class="top-[4px] inline-flex lg:hidden"> <img class="inline-block relative rounded-[50%] w-4 h-4 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="Contributor profile photo"> </figure> <figure class="top-[4px] hidden lg:inline-flex"> <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="Contributor profile photo"> </figure> <div class="min-w-0 ml-2"> <div class="flex items-center"> <span class="mr-0.5 truncate text-sm font-bold text-color-text lg:text-md"> Francesca Tabor </span>  </div> <p class="m-0 truncate text-sm text-color-text-low-emphasis md:text-md" data-test-id="contribution-lock-up-headline"> Enterprise Sales Score App - AI-powered quiz marketing platform </p> </div> </a> <div class="flex items-center">  <div class="ellipsis-menu absolute right-0 top-0 contribution-control-menu relative" data-feed-action="show-comment-dropdown" data-id="comment__ellipsis-menu" data-feed-control="control_menu" data-tracking-control-name="comment_control_menu" data-feed-action-type="expandControl" data-feed-action-category="expand"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] ellipsis-menu__trigger--small w-[32px] h-[32px] flex justify-center w-[40px] min-w-[40px]" aria-expanded="false" aria-label="Open menu" data-tracking-control-name="article-ssr-frontend-x-article_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/c26vw8uiog92lvrqov98hvbxr"></icon> </button> <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 bottom-auto top-[100%]" role="menu" tabindex="-1">  <li class="ellipsis-menu__item flex contribution-control-menu-item--copy" data-feed-action="copyComment" data-feed-control="comment_control_menu_copy" data-tracking-control-name="comment_control_menu_copy" data-feed-action-type="controlMenuCopy" data-feed-action-category="copy" data-comment-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388364738560),7105508736600793088)" data-comment-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388364738560)"> <button class="contribution-control-menu-item ellipsis-menu__item-button flex items-center w-full py-1 px-2 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint hover:bg-color-background-container-tint " data-tracking-control-name="comment_control_menu_copy" data-feed-action-category="expand" data-feed-action-type="expandCopyContribution" role="menuitem"> <icon data-svg-class-name=" ellipsis-menu__item-icon text-color-icon h-[20px] w-[auto] mr-1 flex " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/85z203x9ymzz8gu3a3jmtxy81"></icon> <span class=" ellipsis-menu__item-text inline-block text-color-text font-semibold ">Copy link to contribution</span> </button> </li> <li class="ellipsis-menu__item flex" data-feed-action="semaphoreComment" data-feed-control="comment_control_menu_report" data-tracking-control-name="comment_control_menu_report" data-feed-action-type="expandContributionReporting" data-feed-action-category="expand" data-test-id="contribution-control-menu-report"> <a href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=comment-semaphore-sign-in-redirect&guestReportContentType=AUTO_GENERATED_SKILL_ARTICLE_CONTRIBUTION&_f=guest-reporting" data-tracking-control-name="comment-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="AUTO_GENERATED_SKILL_ARTICLE_CONTRIBUTION" data-semaphore-content-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388364738560),7105508736600793088)" data-semaphore-author-urn="urn:li:member:102267172" data-semaphore-tracking-prefix="comment-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary mx-0.25 flex items-center w-full py-1 px-2 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint hover:bg-color-background-container-tint " role="menuitem">  <icon data-svg-class-name=" ellipsis-menu__item-icon text-color-icon h-[20px] w-[auto] mr-1 flex " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/eo60762wicg7snl6mo020acft"></icon> <span class=" ellipsis-menu__item-text inline-block text-color-text font-semibold ">Report contribution</span> </a>  <template id="comment-reported-card-template"> <p class="comment-reported-card bg-color-background-container p-2 text-sm font-medium text-color-text-secondary"> Thanks for letting us know! You'll no longer see this contribution</p> </template> </li>  </ul>  </div> </div> <code id="contributionCopyLink" style="display: none"></code> <code id="contributionCopyFail" style="display: none"></code> <code id="contributionCopyUnsupported" style="display: none"></code> </div> </div> <div class="contribution__container left__border -mb-2 -mt-1 animate-show ml-0 pl-0 md:ml-[-41px] md:pl-[32px] pr-0 lg:ml-[-33px] lg:pl-[40px] lg:pr-1 pt-2 pb-4"> <div class="flex flex-col justify-between lg:flex-col"> <div class="flex items-center justify-between gap-1"> </div> </div> <div class="contribution__text-wrapper relative"> <p class="contribution__text mb-1 whitespace-pre-wrap pt-1 text-md leading-open text-color-text md:mb-0 md:pt-0 line-clamp-5 lg:text-lg" data-tracking-control-name="comment_text">Throughout history, there have been instances where new technologies were distrusted due to a lack of understanding. When X-rays were first introduced, they were met with skepticism until their workings were explained and demonstrated repeatedly. Similarly, XAI can play a role in demystifying AI technologies.</p> <button class="contribution__see-more-button absolute bottom-0 right-0 hidden cursor-pointer border-0 bg-color-surface p-0 text-md leading-open text-color-text-secondary hover:text-color-action hover:underline lg:text-lg" data-tracking-control-name="comment_expand" data-feed-control="comment_expand" data-feed-action-type="expandContributionText" data-feed-action-category="EXPAND" role="button" type="button">…see more</button> </div>  <div class="contribution__social-action-bar relative right-1 flex flex-row items-center justify-start gap-1"> <div class="contribution-social-activity inline-flex items-center justify-start"> <code id="i18n_reaction_selection_state" style="display: none"></code> <div class="reactions-menu flex flex-row relative items-center justify-center select-none [-webkit-user-select:none] pointer-events-auto contribution-social-activity__reactions-menu " data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388364738560),7105508736600793088)" data-reactions-count="0"> <a class="reactions-menu__link text-color-text contribution-social-activity__button flex items-center btn-sm btn-tertiary justify-center sm:flex-row sm:text-sm rounded-sm px-0.5 relative h-6 cursor-pointer w-full contribution-social-activity__reactions-menu " href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=article-ssr-frontend-x-article_contribution-social-activity_like-cta" target="_blank" data-tracking-control-name="article-ssr-frontend-x-article_contribution-social-activity_reactions-cta" data-parent-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388364738560),7105508736600793088)" data-tracking-will-navigate data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7099452386594684929,7099452388364738560),7105508736600793088)" data-reactions-count="0">  <div class="like-button-default flex flex-row items-center "> <icon class="contribution-social-activity__icon w-[24px] h-[24px] mr-0.5 sm:m-0" data-svg-class-name="contribution-social-activity__icon w-[24px] h-[24px] mr-0.5 sm:m-0--svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e2cf8dn8tvjcu9gl3qcxhw31q"> </icon> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> </a> </div> <template id="selected-reaction"> <div> <div class="selected-reaction--LIKE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Like" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/7ze70iqo2l1rn7hwfoykiwjod"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> <div class="selected-reaction--PRAISE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Celebrate" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/czva5w81r4b0pjr7sh5r4nbw9"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Celebrate</span> </div> <div class="selected-reaction--APPRECIATION flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Support" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/8kvqqk9m1eu5ffqkdlum1ka1m"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Support</span> </div> <div class="selected-reaction--EMPATHY flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Love" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5yukss5d7kh4xrbd5642z6tk0"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Love</span> </div> <div class="selected-reaction--INTEREST flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Insightful" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/es4dlamdpym2zbuhglwx2cuz0"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Insightful</span> </div> <div class="selected-reaction--ENTERTAINMENT flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Funny" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e0rqrq0h755yqqu59fy047ayt"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Funny</span> </div> </div> </template>  </div>  </div>  </div>  </li> </ul>  </div> </div> </div>  <div class="md:row pb-6 md:flex"> <div class="column-article-segment-content md:column md:mb-8 md:mr-4 md:w-1/2 md:flex-1 md:pr-[88px]"> <div class> <div class="article-segment-content-container "> <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 publisher-author-card mb-4"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://www.linkedin.com/showcase/skills-artificial-intelligence/" data-tracking-control-name="article-ssr-frontend-x-article_publisher-author-card" data-tracking-will-navigate> <span class="sr-only"> Artificial Intelligence </span> </a> <img class="inline-block relative w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C4E0BAQEzccWCr37Chw/company-logo_100_100/company-logo_100_100/0/1674595326389?e=2147483647&v=beta&t=8qJtjBH4TvfPJbRkOvo5y4GOoJvh4eiYDCGIWm-OejE" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt="Artificial Intelligence"> <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 "> Artificial Intelligence </h3>   <div class="body-text text-color-text-low-emphasis base-main-card__metadata">  </div>  </div> <div class="base-main-card__ctas z-[3] self-center ml-3 babybear:ml-1 babybear:self-start"> <a class="base-main-card__cta btn-sm btn-secondary" href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=article-ssr-frontend-x-article_publisher-author-card" data-tracking-control-name="article-ssr-frontend-x-article_publisher-author-card" data-tracking-will-navigate> + Follow </a> </div> </div>    <div class="x-article-survey x-article-feedback-entry mb-2 rounded-md bg-color-surface py-2"> <div class="x-article-survey-entry"> <div class="md:flex items-center"> <div class="flex-grow pr-2"> <h2 class="pb-0.5 text-md font-bold text-color-text">Rate this article</h2> <div class="text-sm text-color-text-secondary">We created this article with the help of AI. What do you think of it?</div> </div> <div class="flex-shrink-0 pb-1 pt-1.5 md:pt-1 "> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=article-ssr-frontend-x-article" target="_self" data-tracking-control-name="article_quality_feedback_great" data-tracking-will-navigate data-test-link class="x-article-survey-cta-good btn-sm btn-secondary mr-1 " data-content-urn="urn:li:linkedInArticle:7099452386594684929" data-feed-action-category="SHARE_QUALITY_FEEDBACK" data-feed-action-type="feedback_article_is_great" data-feed-control="article_quality_feedback_great"> It’s great </a> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=article-ssr-frontend-x-article" target="_self" data-tracking-control-name="article_quality_feedback_not_great" data-tracking-will-navigate data-test-link class="x-article-survey-cta-not-good btn-sm btn-secondary " data-content-urn="urn:li:linkedInArticle:7099452386594684929" data-feed-action-category="SHARE_QUALITY_FEEDBACK" data-feed-action-type="feedback_article_is_not_great" data-feed-control="article_quality_feedback_not_great" data-modal="x-article-feedback-outlet"> It’s not so great </a> </div> </div> </div> <div class="x-article-survey-confirmation hidden"> <h2 class="pb-0.5 text-md font-bold text-color-text">Thanks for your feedback</h2> <div class="x-article-survey-confirmation-body text-sm text-color-text-secondary">Your feedback is private. Like or react to bring the conversation to your network.</div> </div> </div> <code id="embed_x_article_feedback_title_initial" style="display: none"></code> <code id="embed_x_article_feedback_title_confirmation" style="display: none"></code> <code id="embed_x_content_urn" style="display: none"></code> <div class="x-article-feedback-modal-wrapper">  <div class>  <div id="x-article-feedback-modal" class="modal " data-outlet="x-article-feedback-outlet">  <div class="modal__overlay flex items-center bg-color-background-scrim justify-center fixed bottom-0 left-0 right-0 top-0 opacity-0 invisible pointer-events-none z-[1000] transition-[opacity] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.17s] py-4 " aria-hidden="true"> <section aria-modal="true" role="dialog" aria-labelledby="x-article-feedback-modal-modal-header" tabindex="-1" class="max-h-full modal__wrapper overflow-auto p-0 bg-color-surface max-w-[1128px] min-h-[160px] relative scale-[0.25] shadow-sm shadow-color-border-faint transition-[transform] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.33s] focus:outline-0 modal__wrapper--with-footer flex flex-col w-[1128px] mamabear:w-[744px] babybear:w-[360px] rounded-md"> <header class="modal__header flex items-center justify-between py-1.5 px-3 "> <h2 id="x-article-feedback-modal-modal-header" class="modal__title font-normal leading-open text-color-text text-lg">Tell us more</h2> <button class="modal__dismiss modal__dismiss--with-icon btn-tertiary h-[40px] w-[40px] p-0 rounded-full indent-0 " aria-label="Dismiss" data-tracking-control-name="article_quality_feedback_modal_dismiss" type="button"> <icon class="modal__dismiss-icon relative top-[2px]" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/gs508lg3t2o81tq7pmcgn6m2"></icon> </button>  </header> <div class="modal__main w-full flex-1"> <div class="x-article-feedback__content mx-3 mb-2 text-color-text"></div> <template id="x-article-feedback-content-initial-template"> <div class="x-article-feedback__content p-3"> <div class="mb-2 text-color-text">Tell us why you didn’t like this article.</div> <ul class="x-article-feedback-modal-options mb-3"> <li class="py-1" data-x-article-feedback-item="action"> <label> <div class="flex"> <input class="scale-150" data-tracking-control-name="article_quality_feedback_select_option" name="x-article-feedback-action" value="feedback_not_professional_topic" data-x-article-feedback-input="feedback_not_professional_topic" type="radio"> <span class="ml-1 inline-block text-md text-color-text" data-attr="title">It’s not on a professional topic</span> </div> </label> </li> <li class="py-1" data-x-article-feedback-item="action"> <label> <div class="flex"> <input class="scale-150" data-tracking-control-name="article_quality_feedback_select_option" name="x-article-feedback-action" value="feedback_inaccuracies" data-x-article-feedback-input="feedback_inaccuracies" type="radio"> <span class="ml-1 inline-block text-md text-color-text" data-attr="title">It contains inaccuracies</span> </div> </label> </li> <li class="py-1" data-x-article-feedback-item="action"> <label> <div class="flex"> <input class="scale-150" data-tracking-control-name="article_quality_feedback_select_option" name="x-article-feedback-action" value="feedback_offensive_language" data-x-article-feedback-input="feedback_offensive_language" type="radio"> <span class="ml-1 inline-block text-md text-color-text" data-attr="title">It has offensive language</span> </div> </label> </li> <li class="py-1" data-x-article-feedback-item="action"> <label> <div class="flex"> <input class="scale-150" data-tracking-control-name="article_quality_feedback_select_option" name="x-article-feedback-action" value="feedback_harmful_advice" data-x-article-feedback-input="feedback_harmful_advice" type="radio"> <span class="ml-1 inline-block text-md text-color-text" data-attr="title">It has harmful advice</span> </div> </label> </li> <li class="py-1" data-x-article-feedback-item="action"> <label> <div class="flex"> <input class="scale-150" data-tracking-control-name="article_quality_feedback_select_option" name="x-article-feedback-action" value="feedback_stereotypes_or_bias" data-x-article-feedback-input="feedback_stereotypes_or_bias" type="radio"> <span class="ml-1 inline-block text-md text-color-text" data-attr="title">It contains stereotypes or bias</span> </div> </label> </li> <li class="py-1" data-x-article-feedback-item="action"> <label> <div class="flex"> <input class="scale-150" data-tracking-control-name="article_quality_feedback_select_option" name="x-article-feedback-action" value="feedback_redundant_or_unclear" data-x-article-feedback-input="feedback_redundant_or_unclear" type="radio"> <span class="ml-1 inline-block text-md text-color-text" data-attr="title">It’s redundant and unclear</span> </div> </label> </li> <li class="py-1" data-x-article-feedback-item="action"> <label> <div class="flex"> <input class="scale-150" data-tracking-control-name="article_quality_feedback_select_option" name="x-article-feedback-action" value="feedback_poorly_written" data-x-article-feedback-input="feedback_poorly_written_en" type="radio"> <span class="ml-1 inline-block text-md text-color-text" data-attr="title">Translation quality is poor</span> </div> </label> </li> <li class="py-1" data-x-article-feedback-item="action"> <label> <div class="flex"> <input class="scale-150" data-tracking-control-name="article_quality_feedback_select_option" name="x-article-feedback-action" value="feedback_not_relevant" data-x-article-feedback-input="feedback_not_relevant_en" type="radio"> <span class="ml-1 inline-block text-md text-color-text" data-attr="title">It’s not relevant in my country, region or culture</span> </div> </label> </li> </ul> <div class="rounded-md bg-color-surface-tint p-2 text-sm"> <div class="mb-1 text-color-text">If you think something in this article goes against our <a href="https://www.linkedin.com/legal/professional-community-policies" target="_blank" class="link-no-visited-state" data-feed-action-category="VIEW" data-feed-action-type="feedback_pcp_link" data-feed-control="article_quality_feedback_pcp_link" data-tracking-will-navigate="" data-x-article-feedback-action="policy" data-tracking-control-name="article_quality_feedback_pcp_link">Professional Community Policies</a>, please let us know.</div> <a href="/uas/login?trk=article_quality_feedback-sign-in-redirect&guestReportContentType=AUTO_GENERATED_SKILL_ARTICLE&_f=guest-reporting" data-tracking-control-name="article_quality_feedback_report_article" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="AUTO_GENERATED_SKILL_ARTICLE" data-semaphore-content-urn="urn:li:linkedInArticle:7099452386594684929" data-semaphore-tracking-prefix="article_quality_feedback" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary link-no-visited-state" data-content-urn="urn:li:linkedInArticle:7099452386594684929" data-x-article-feedback-action="report_article" data-feed-control="article_quality_feedback_report_article" data-feed-action-category="REPORT" data-feed-action-type="feedback_report_offramp">  <span>Report this article</span> </a>  </div> </div> </template> <template id="x-article-feedback-content-confirmation-template"> <div class="x-article-feedback__content p-3"> <div class="mb-2 text-color-text">We appreciate you letting us know. Though we’re unable to respond directly, your feedback helps us improve this experience for everyone.</div> <div class="rounded-md bg-color-surface-tint p-2 text-sm"> <div class="x-article-feedback-modal-confirmation-body2 mb-1 text-color-text">If you think this goes against our <a href="https://www.linkedin.com/legal/professional-community-policies" target="_blank" class="link-no-visited-state" data-feed-action-category="VIEW" data-feed-action-type="feedback_confirmation_pcp_link" data-feed-control="article_quality_feedback_confirmation_pcp_link" data-tracking-will-navigate="" data-x-article-feedback-action="policy_confirmation" data-tracking-control-name="article_quality_feedback_confirmation_pcp_link">Professional Community Policies</a>, please let us know.</div> <a href="/uas/login?trk=article_quality_feedback-sign-in-redirect&guestReportContentType=AUTO_GENERATED_SKILL_ARTICLE&_f=guest-reporting" data-tracking-control-name="article_quality_feedback_confirmation_screen_report_article" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="AUTO_GENERATED_SKILL_ARTICLE" data-semaphore-content-urn="urn:li:linkedInArticle:7099452386594684929" data-semaphore-tracking-prefix="article_quality_feedback" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary link-no-visited-state" data-x-article-feedback-action="report_article_confirmation" data-feed-control="article_quality_feedback_confirmation_screen_report_article" data-feed-action-category="REPORT" data-feed-action-type="feedback_confirmation_report_offramp">  <span>Report this article</span> </a>  </div> </div> </template> </div> <footer class="modal__footer flex justify-end py-1.5 px-3 border-t-1 border-solid border-color-border-faint"> <button class="btn-md btn-secondary" data-x-article-feedback-action="cancel" data-tracking-control-name="article_quality_feedback_cancel_option" data-feed-control="article_quality_feedback_cancel_option" data-feed-action-category="DISMISS" data-feed-action-type="feedback_cancel_option">Cancel</button> <button class="btn-md btn-primary ml-1" data-x-article-feedback-action="submit" data-tracking-control-name="article_quality_feedback_submit_option" data-feed-control="article_quality_feedback_submit_option" data-feed-action-category="SHARE_QUALITY_FEEDBACK" disabled="true">Submit</button> <button class="btn-md btn-primary ml-1 hidden" data-x-article-feedback-action="done" data-tracking-control-name="article_quality_feedback_done">Done</button> </footer> </section> </div> </div> </div> </div> <a href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=article-ssr-frontend-x-article-sign-in-redirect&guestReportContentType=AUTO_GENERATED_SKILL_ARTICLE&_f=guest-reporting" data-tracking-control-name="article-ssr-frontend-x-article-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="AUTO_GENERATED_SKILL_ARTICLE" data-semaphore-content-urn="urn:li:linkedInArticle:7099452386594684929" data-semaphore-tracking-prefix="article-ssr-frontend-x-article" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary mb-4 block pb-2 pr-2 text-md font-bold text-color-text visited:text-color-text-secondary text-right">  <span>Report this article</span> </a>   <section class="slide-list relative more-articles__slide-list px-0 md:w-[452px]"> <header class="slide-list__header mb-1.5"> <h2 class="slide-list__heading font-bold mb-0.5 text-color-text text-lg">More articles on Artificial Intelligence</h2>  </header> <div class="slide-list__nav"> <div class="slide-list__nav-wrap absolute flex h-full items-center top-0 z-1 slide-list__nav-wrap--prev left-[-20px]"> <div class="previous-slide-list__a11y-notification sr-only hidden" role="alert"> No more previous content </div> <button data-tracking-control-name="article-ssr-frontend-x-article_slide_list_prev_button" class="slide-list__nav-button btn-sm btn-overlay cursor-pointer disabled:hidden" aria-label="Previous Slide" data-direction="prev" disabled> <icon class="slide-list__nav-icon flex items-center justify-center pointer-events-none h-3 rtl:-scale-x-100 rtl:translate-x-[7px]" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e5ka7p8s9n5r0z9p6kpmm3hig"></icon> </button> </div> </div> <div class="relative overflow-hidden "> <ul class="slide-list__list items-stretch flex list-none transition-all duration-slow ease-standard "> <li class="slide-list__item mr-2 rtl:ml-2"> <a class="x-more-articles-card__link outline-offset-[-2px] hover:no-underline focus:no-underline active:no-underline" href="https://www.linkedin.com/advice/0/youre-managing-ai-projects-many-unknowns-noqae" aria-label="You're managing AI projects with many unknowns. How can you set effective timelines? 75 contributions" data-tracking-control-name="recommended_article_card" data-tracking-will-navigate="true"> <div class="x-more-articles-card container-lined flex h-[119px] w-[272px] overflow-hidden hover:container-raised active:container-raised">  <div class="x-more-articles-card__text p-1.5"> <p class="x-more-articles-card__title break-words text-sm font-bold text-color-text line-clamp-3"> You're managing AI projects with many unknowns. How can you set effective timelines? </p> <p class="x-more-articles-card__contributions-count mt-1 text-xs font-normal text-color-text-secondary"> 75 contributions </p> </div> </div> </a> </li> <li class="slide-list__item mr-2 rtl:ml-2"> <a class="x-more-articles-card__link outline-offset-[-2px] hover:no-underline focus:no-underline active:no-underline" href="https://www.linkedin.com/advice/1/youre-leading-ai-project-how-do-you-keep-oaf4c" aria-label="You're leading an AI project. How do you keep stakeholders informed without causing confusion? 85 contributions" data-tracking-control-name="recommended_article_card" data-tracking-will-navigate="true"> <div class="x-more-articles-card container-lined flex h-[119px] w-[272px] overflow-hidden hover:container-raised active:container-raised">  <div class="x-more-articles-card__text p-1.5"> <p class="x-more-articles-card__title break-words text-sm font-bold text-color-text line-clamp-3"> You're leading an AI project. How do you keep stakeholders informed without causing confusion? </p> <p class="x-more-articles-card__contributions-count mt-1 text-xs font-normal text-color-text-secondary"> 85 contributions </p> </div> </div> </a> </li> <li class="slide-list__item mr-2 rtl:ml-2"> <a class="x-more-articles-card__link outline-offset-[-2px] hover:no-underline focus:no-underline active:no-underline" href="https://www.linkedin.com/advice/1/youre-navigating-ai-strategy-evolution-nqn0e" aria-label="You're navigating AI strategy evolution. How do you cultivate a culture of continuous learning in your team? 124 contributions" data-tracking-control-name="recommended_article_card" data-tracking-will-navigate="true"> <div class="x-more-articles-card container-lined flex h-[119px] w-[272px] overflow-hidden hover:container-raised active:container-raised">  <div class="x-more-articles-card__text p-1.5"> <p class="x-more-articles-card__title break-words text-sm font-bold text-color-text line-clamp-3"> You're navigating AI strategy evolution. How do you cultivate a culture of continuous learning in your team? </p> <p class="x-more-articles-card__contributions-count mt-1 text-xs font-normal text-color-text-secondary"> 124 contributions </p> </div> </div> </a> </li> <li class="slide-list__item mr-2 rtl:ml-2"> <a class="x-more-articles-card__link outline-offset-[-2px] hover:no-underline focus:no-underline active:no-underline" href="https://www.linkedin.com/advice/0/youre-tasked-explaining-complex-ai-results-9avxe" aria-label="You're tasked with explaining complex AI results to your team. How do you make them understand? 69 contributions" data-tracking-control-name="recommended_article_card" data-tracking-will-navigate="true"> <div class="x-more-articles-card container-lined flex h-[119px] w-[272px] overflow-hidden hover:container-raised active:container-raised">  <div class="x-more-articles-card__text p-1.5"> <p class="x-more-articles-card__title break-words text-sm font-bold text-color-text line-clamp-3"> You're tasked with explaining complex AI results to your team. How do you make them understand? </p> <p class="x-more-articles-card__contributions-count mt-1 text-xs font-normal text-color-text-secondary"> 69 contributions </p> </div> </div> </a> </li> <li class="slide-list__item mr-2 rtl:ml-2"> <a class="x-more-articles-card__link outline-offset-[-2px] hover:no-underline focus:no-underline active:no-underline" href="https://www.linkedin.com/advice/3/youre-facing-ai-misunderstandings-your-uye8e" aria-label="You're facing AI misunderstandings in your project team. How can you clear the air and foster understanding? 53 contributions" data-tracking-control-name="recommended_article_card" data-tracking-will-navigate="true"> <div class="x-more-articles-card container-lined flex h-[119px] w-[272px] overflow-hidden hover:container-raised active:container-raised">  <div class="x-more-articles-card__text p-1.5"> <p class="x-more-articles-card__title break-words text-sm font-bold text-color-text line-clamp-3"> You're facing AI misunderstandings in your project team. How can you clear the air and foster understanding? </p> <p class="x-more-articles-card__contributions-count mt-1 text-xs font-normal text-color-text-secondary"> 53 contributions </p> </div> </div> </a> </li> <li class="slide-list__item mr-2 rtl:ml-2"> <a class="x-more-articles-card__link outline-offset-[-2px] hover:no-underline focus:no-underline active:no-underline" href="https://www.linkedin.com/advice/0/your-ai-framework-lagging-behind-industry-l5gqe" aria-label="Your AI framework is lagging behind industry trends. How can you seamlessly integrate the latest updates? 81 contributions" data-tracking-control-name="recommended_article_card" data-tracking-will-navigate="true"> <div class="x-more-articles-card container-lined flex h-[119px] w-[272px] overflow-hidden hover:container-raised active:container-raised">  <div class="x-more-articles-card__text p-1.5"> <p class="x-more-articles-card__title break-words text-sm font-bold text-color-text line-clamp-3"> Your AI framework is lagging behind industry trends. How can you seamlessly integrate the latest updates? </p> <p class="x-more-articles-card__contributions-count mt-1 text-xs font-normal text-color-text-secondary"> 81 contributions </p> </div> </div> </a> </li> <li class="slide-list__item mr-2 rtl:ml-2"> <a class="x-more-articles-card__link outline-offset-[-2px] hover:no-underline focus:no-underline active:no-underline" href="https://www.linkedin.com/advice/3/youre-struggling-modernize-your-legacy-kotwf" aria-label="You're struggling to modernize your legacy systems. How can you smoothly incorporate AI algorithms? 113 contributions" data-tracking-control-name="recommended_article_card" data-tracking-will-navigate="true"> <div class="x-more-articles-card container-lined flex h-[119px] w-[272px] overflow-hidden hover:container-raised active:container-raised">  <div class="x-more-articles-card__text p-1.5"> <p class="x-more-articles-card__title break-words text-sm font-bold text-color-text line-clamp-3"> You're struggling to modernize your legacy systems. How can you smoothly incorporate AI algorithms? </p> <p class="x-more-articles-card__contributions-count mt-1 text-xs font-normal text-color-text-secondary"> 113 contributions </p> </div> </div> </a> </li> <li class="slide-list__item mr-2 rtl:ml-2"> <a class="x-more-articles-card__link outline-offset-[-2px] hover:no-underline focus:no-underline active:no-underline" href="https://www.linkedin.com/advice/3/youre-advancing-ai-worried-data-privacy-5244e" aria-label="You're advancing in AI but worried about data privacy. How can you balance both effectively? 59 contributions" data-tracking-control-name="recommended_article_card" data-tracking-will-navigate="true"> <div class="x-more-articles-card container-lined flex h-[119px] w-[272px] overflow-hidden hover:container-raised active:container-raised">  <div class="x-more-articles-card__text p-1.5"> <p class="x-more-articles-card__title break-words text-sm font-bold text-color-text line-clamp-3"> You're advancing in AI but worried about data privacy. How can you balance both effectively? </p> <p class="x-more-articles-card__contributions-count mt-1 text-xs font-normal text-color-text-secondary"> 59 contributions </p> </div> </div> </a> </li> <li class="slide-list__item mr-2 rtl:ml-2"> <a class="x-more-articles-card__link outline-offset-[-2px] hover:no-underline focus:no-underline active:no-underline" href="https://www.linkedin.com/advice/1/youre-navigating-ai-project-decisions-stakeholders-bfjmf" aria-label="You're navigating AI project decisions with stakeholders. How do you address potential risks transparently? 55 contributions" data-tracking-control-name="recommended_article_card" data-tracking-will-navigate="true"> <div class="x-more-articles-card container-lined flex h-[119px] w-[272px] overflow-hidden hover:container-raised active:container-raised">  <div class="x-more-articles-card__text p-1.5"> <p class="x-more-articles-card__title break-words text-sm font-bold text-color-text line-clamp-3"> You're navigating AI project decisions with stakeholders. How do you address potential risks transparently? </p> <p class="x-more-articles-card__contributions-count mt-1 text-xs font-normal text-color-text-secondary"> 55 contributions </p> </div> </div> </a> </li> <li class="slide-list__item mr-2 rtl:ml-2"> <a class="x-more-articles-card__link outline-offset-[-2px] hover:no-underline focus:no-underline active:no-underline" href="https://www.linkedin.com/advice/0/teams-hesitant-ai-integration-how-you-overcome-lhmnc" aria-label="IT teams are hesitant about AI integration. How will you overcome their resistance? 65 contributions" data-tracking-control-name="recommended_article_card" data-tracking-will-navigate="true"> <div class="x-more-articles-card container-lined flex h-[119px] w-[272px] overflow-hidden hover:container-raised active:container-raised">  <div class="x-more-articles-card__text p-1.5"> <p class="x-more-articles-card__title break-words text-sm font-bold text-color-text line-clamp-3"> IT teams are hesitant about AI integration. How will you overcome their resistance? </p> <p class="x-more-articles-card__contributions-count mt-1 text-xs font-normal text-color-text-secondary"> 65 contributions </p> </div> </div> </a> </li> <li class="slide-list__item mr-2 rtl:ml-2"> <a class="x-more-articles-card__link outline-offset-[-2px] hover:no-underline focus:no-underline active:no-underline" href="https://www.linkedin.com/advice/0/clients-demand-quick-ai-project-delivery-uvbae" aria-label="Clients demand a quick AI project delivery. How do you navigate their rush without overlooking risks? 57 contributions" data-tracking-control-name="recommended_article_card" data-tracking-will-navigate="true"> <div class="x-more-articles-card container-lined flex h-[119px] w-[272px] overflow-hidden hover:container-raised active:container-raised">  <div class="x-more-articles-card__text p-1.5"> <p class="x-more-articles-card__title break-words text-sm font-bold text-color-text line-clamp-3"> Clients demand a quick AI project delivery. How do you navigate their rush without overlooking risks? </p> <p class="x-more-articles-card__contributions-count mt-1 text-xs font-normal text-color-text-secondary"> 57 contributions </p> </div> </div> </a> </li> <li class="slide-list__item mr-2 rtl:ml-2"> <a class="x-more-articles-card__link outline-offset-[-2px] hover:no-underline focus:no-underline active:no-underline" href="https://www.linkedin.com/advice/3/cross-functional-ai-projects-face-conflicting-abvnc" aria-label="Cross-functional AI projects face conflicting timelines and priorities. How do you navigate the chaos? 73 contributions" data-tracking-control-name="recommended_article_card" data-tracking-will-navigate="true"> <div class="x-more-articles-card container-lined flex h-[119px] w-[272px] overflow-hidden hover:container-raised active:container-raised">  <div class="x-more-articles-card__text p-1.5"> <p class="x-more-articles-card__title break-words text-sm font-bold text-color-text line-clamp-3"> Cross-functional AI projects face conflicting timelines and priorities. How do you navigate the chaos? </p> <p class="x-more-articles-card__contributions-count mt-1 text-xs font-normal text-color-text-secondary"> 73 contributions </p> </div> </div> </a> </li> <li class="slide-list__item mr-2 rtl:ml-2"> <a class="x-more-articles-card__link outline-offset-[-2px] hover:no-underline focus:no-underline active:no-underline" href="https://www.linkedin.com/advice/1/employees-wary-ai-upskilling-leading-job-j2inf" aria-label="Employees are wary of AI upskilling leading to job loss. How can you address their resistance effectively? 81 contributions" data-tracking-control-name="recommended_article_card" data-tracking-will-navigate="true"> <div class="x-more-articles-card container-lined flex h-[119px] w-[272px] overflow-hidden hover:container-raised active:container-raised">  <div class="x-more-articles-card__text p-1.5"> <p class="x-more-articles-card__title break-words text-sm font-bold text-color-text line-clamp-3"> Employees are wary of AI upskilling leading to job loss. How can you address their resistance effectively? </p> <p class="x-more-articles-card__contributions-count mt-1 text-xs font-normal text-color-text-secondary"> 81 contributions </p> </div> </div> </a> </li> </ul> </div> <div class="slide-list__nav"> <div class="slide-list__nav-wrap absolute flex h-full items-center top-0 z-1 slide-list__nav-wrap--next right-[-20px]"> <div class="next-slide-list__a11y-notification sr-only hidden" role="alert"> No more next content </div> <button data-tracking-control-name="article-ssr-frontend-x-article_slide_list_next_button" class="slide-list__nav-button btn-sm btn-overlay cursor-pointer disabled:hidden" aria-label="Next Slide" data-direction="next"> <icon class="slide-list__nav-icon flex items-center justify-center pointer-events-none h-3 rtl:-scale-x-100 rtl:translate-x-[7px]" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/c9dcz2pyrbwi3sr6xwxigmvlz"></icon> </button> </div> </div> <div class="flex items-center justify-center mt-2">  <a aria-label="See all articles on Artificial Intelligence" class="absolute flex gap-1 items-center link-styled right-0 text-sm slide_list__see-all" data-tracking-control-name="article-ssr-frontend-x-article_see_all" data-tracking-will-navigate href="https://www.linkedin.com/pulse/topics/engineering-s166/artificial-intelligence-(ai)-s2407/?trk=article-ssr-frontend-x-article"> <span>See all</span> <icon class="h-2 w-2" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/588y48bk4e72ybpxav0sjkozs"></icon> </a> </div> <code id="i18n_slide_list_current_slide_aria_label" style="display: none"></code> </section> <section class="related-skills"> <h2 class="mb-1 ml-0 md:ml-1 mt-2 text-lg font-bold text-color-text"> Explore Other Skills </h2> <div class="show-more-less">  <ul data-max-num-to-show="6" class="show-more-less__list show-more-less__list--hide-after-6" data-impression-id="article-ssr-frontend-x-article-related-skills_show-more-less"> <li class="inline-flex"> <a class="btn-sm btn-secondary mx-0.5 mt-1 mb-0.5 w-fit hover:no-underline papabear:btn-md" href="https://www.linkedin.com/pulse/topics/engineering-s166/programming-s698/" data-tracking-control-name="article-ssr-frontend-x-article-Programming" data-tracking-will-navigate>Programming</a> </li> <li class="inline-flex"> <a class="btn-sm btn-secondary mx-0.5 mt-1 mb-0.5 w-fit hover:no-underline papabear:btn-md" href="https://www.linkedin.com/pulse/topics/engineering-s166/web-development-s764/" data-tracking-control-name="article-ssr-frontend-x-article-Web Development" data-tracking-will-navigate>Web Development</a> </li> <li class="inline-flex"> <a class="btn-sm btn-secondary mx-0.5 mt-1 mb-0.5 w-fit hover:no-underline papabear:btn-md" href="https://www.linkedin.com/pulse/topics/engineering-s166/agile-methodologies-s1608/" data-tracking-control-name="article-ssr-frontend-x-article-Agile Methodologies" data-tracking-will-navigate>Agile Methodologies</a> </li> <li class="inline-flex"> <a class="btn-sm btn-secondary mx-0.5 mt-1 mb-0.5 w-fit hover:no-underline papabear:btn-md" href="https://www.linkedin.com/pulse/topics/engineering-s166/machine-learning-s3289/" data-tracking-control-name="article-ssr-frontend-x-article-Machine Learning" data-tracking-will-navigate>Machine Learning</a> </li> <li class="inline-flex"> <a class="btn-sm btn-secondary mx-0.5 mt-1 mb-0.5 w-fit hover:no-underline papabear:btn-md" href="https://www.linkedin.com/pulse/topics/engineering-s166/software-development-s602/" data-tracking-control-name="article-ssr-frontend-x-article-Software Development" data-tracking-will-navigate>Software Development</a> </li> <li class="inline-flex"> <a class="btn-sm btn-secondary mx-0.5 mt-1 mb-0.5 w-fit hover:no-underline papabear:btn-md" href="https://www.linkedin.com/pulse/topics/engineering-s166/computer-science-s1541/" data-tracking-control-name="article-ssr-frontend-x-article-Computer Science" data-tracking-will-navigate>Computer Science</a> </li> <li class="inline-flex"> <a class="btn-sm btn-secondary mx-0.5 mt-1 mb-0.5 w-fit hover:no-underline papabear:btn-md" href="https://www.linkedin.com/pulse/topics/engineering-s166/data-engineering-s50513/" data-tracking-control-name="article-ssr-frontend-x-article-Data Engineering" data-tracking-will-navigate>Data Engineering</a> </li> <li class="inline-flex"> <a class="btn-sm btn-secondary mx-0.5 mt-1 mb-0.5 w-fit hover:no-underline papabear:btn-md" href="https://www.linkedin.com/pulse/topics/engineering-s166/data-analytics-s33049/" data-tracking-control-name="article-ssr-frontend-x-article-Data Analytics" data-tracking-will-navigate>Data Analytics</a> </li> <li class="inline-flex"> <a class="btn-sm btn-secondary mx-0.5 mt-1 mb-0.5 w-fit hover:no-underline papabear:btn-md" href="https://www.linkedin.com/pulse/topics/engineering-s166/data-science-s50061/" data-tracking-control-name="article-ssr-frontend-x-article-Data Science" data-tracking-will-navigate>Data Science</a> </li> <li class="inline-flex"> <a class="btn-sm btn-secondary mx-0.5 mt-1 mb-0.5 w-fit hover:no-underline papabear:btn-md" href="https://www.linkedin.com/pulse/topics/engineering-s166/cloud-computing-s2801/" data-tracking-control-name="article-ssr-frontend-x-article-Cloud Computing" data-tracking-will-navigate>Cloud Computing</a> </li> </ul> <button class="related-skills-show-more show-more-less__more-button btn-sm btn-secondary mx-0.5 my-1 papabear:btn-md" data-tracking-control-name="article-ssr-frontend-x-article_show_more" aria-label="Show more skills"> Show more <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/1iz8yi5qqd32dtilqm30ioj2o"></icon> </button> <button class="related-skills-show-more show-more-less__less-button show-more-less__button--hide btn-sm btn-secondary mx-0.5 my-1 papabear:btn-md" data-tracking-control-name="article-ssr-frontend-x-article_show_less" aria-label="Show less skills"> Show less <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5vxzfej9n3xp7g15m9qgckk0v"></icon> </button> </div> </section> </div> </div> </div> <div class="column-article-segment-contributions md:column md:w-1/2"> <section aria-labelledby="articles-side-panel__section" tabindex="-1" class="articles-side-panel "> <main class="main articles-side-panel__main w-full p-0"> <header class="articles-side-panel__header items-center border-b-1 border-solid border-color-divider-solid"> <h2 class="articles-side-panel__header-title py-3 text-lg font-bold text-color-text px-0 "> More relevant reading </h2> </header> <ul class="articles-side-panel__list"> <li class="articles-side-panel__list-item border-b-1 border-solid border-color-border-faint"> <a class="contribution-queue-recommended-article-card block hover:bg-color-surface-tint hover:no-underline focus:no-underline active:no-underline" href="https://www.linkedin.com/advice/0/how-do-you-align-ai-your-goals-skills-technological-innovation" aria-label="Recommended article link" data-tracking-will-navigate="true" data-tracking-control-name="nba_contribute_recommended_article" data-feed-action-category="view" data-feed-action-type="viewArticle" target="_self"> <div class="py-1.5"> <div class="contribution-queue-recommended-article-card__tag text-sm font-normal text-color-text-secondary">Technological Innovation</div> <div class="contribution-queue-recommended-article-card__title text-base break-words text-md font-normal text-color-text">How do you align AI with your goals?</div> </div> </a> </li> <li class="articles-side-panel__list-item border-b-1 border-solid border-color-border-faint"> <a class="contribution-queue-recommended-article-card block hover:bg-color-surface-tint hover:no-underline focus:no-underline active:no-underline" href="https://www.linkedin.com/advice/0/heres-how-you-can-navigate-challenges-responding-qmgme" aria-label="Recommended article link" data-tracking-will-navigate="true" data-tracking-control-name="nba_contribute_recommended_article" data-feed-action-category="view" data-feed-action-type="viewArticle" target="_self"> <div class="py-1.5"> <div class="contribution-queue-recommended-article-card__tag text-sm font-normal text-color-text-secondary">Artificial Intelligence</div> <div class="contribution-queue-recommended-article-card__title text-base break-words text-md font-normal text-color-text">Here's how you can navigate the challenges of responding to failure in AI.</div> </div> </a> </li> <li class="articles-side-panel__list-item border-b-1 border-solid border-color-border-faint"> <a class="contribution-queue-recommended-article-card block hover:bg-color-surface-tint hover:no-underline focus:no-underline active:no-underline" href="https://www.linkedin.com/advice/0/how-do-you-mitigate-risks-explainable-ai" aria-label="Recommended article link" data-tracking-will-navigate="true" data-tracking-control-name="nba_contribute_recommended_article" data-feed-action-category="view" data-feed-action-type="viewArticle" target="_self"> <div class="py-1.5"> <div class="contribution-queue-recommended-article-card__tag text-sm font-normal text-color-text-secondary">Artificial Intelligence</div> <div class="contribution-queue-recommended-article-card__title text-base break-words text-md font-normal text-color-text">How do you mitigate risks in explainable AI?</div> </div> </a> </li> <li class="articles-side-panel__list-item "> <a class="contribution-queue-recommended-article-card block hover:bg-color-surface-tint hover:no-underline focus:no-underline active:no-underline" href="https://www.linkedin.com/advice/0/heres-how-you-can-compare-performance-evaluations-vzeqe" aria-label="Recommended article link" data-tracking-will-navigate="true" data-tracking-control-name="nba_contribute_recommended_article" data-feed-action-category="view" data-feed-action-type="viewArticle" target="_self"> <div class="py-1.5"> <div class="contribution-queue-recommended-article-card__tag text-sm font-normal text-color-text-secondary">Artificial Intelligence</div> <div class="contribution-queue-recommended-article-card__title text-base break-words text-md font-normal text-color-text">Here's how you can compare performance evaluations in AI with other industries.</div> </div> </a> </li>  </ul>  </main> </section> </div> </div>  </div> </section> <div class="modal-delete-confirmation-container">  <div id="modal-delete-confirmation" class="modal " data-outlet="default-outlet">  <div class="modal__overlay flex items-center bg-color-background-scrim justify-center fixed bottom-0 left-0 right-0 top-0 opacity-0 invisible pointer-events-none z-[1000] transition-[opacity] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.17s] py-4 " aria-hidden="true"> <section aria-modal="true" role="dialog" aria-labelledby="modal-delete-confirmation-modal-header" tabindex="-1" class="max-h-full modal__wrapper overflow-auto p-0 bg-color-surface max-w-[1128px] min-h-[160px] relative scale-[0.25] shadow-sm shadow-color-border-faint transition-[transform] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.33s] focus:outline-0 modal__wrapper--with-footer flex flex-col w-[774px] babybear:w-[360px] delete- rounded-md"> <div class="modal-header mx-3 flex justify-between py-3"> <h2 class="label py-1 text-lg font-medium leading-regular text-color-text" id="delete-modal-heading-label">Are you sure you want to delete your contribution?</h2> <h2 class="label py-1 text-lg font-medium leading-regular text-color-text hidden" id="delete-modal-reply-heading-label">Are you sure you want to delete your reply?</h2> <button class="modal__dismiss btn-tertiary h-[40px] w-[40px] p-0 rounded-full indent-0 delete-modal-dismiss-btn" aria-label="Close delete modal" data-tracking-control-name="delete_modal_dismiss"> <icon class="delete-modal__dismiss-icon h-3 w-3" data-svg-class-name="h-3 w-3" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/adzjokfylbe8pvjr9h8iv96mw"></icon> </button> </div> <div class="modal__main w-full flex-1"> <div class="delete-modal-content-container m-3 rounded-md bg-color-surface-accent-tint-1 dark:bg-color-surface-accent-tint-1"> <div class="delete-modal-content break-words p-3 font-normal text-color-text md:text-md lg:text-lg"></div> <div class="delete-contribution-author flex items-center overflow-hidden px-3 pb-3"></div> </div> </div> <footer class="modal__footer flex justify-end py-1.5 px-3 border-t-1 border-solid border-color-border-faint"> <div class="delete-modal-cta" id="delete-modal-cta"> <button data-tracking-control-name="comment_cancel_delete" data-action-type="cancel" class="delete-contribution-cta cancel-cta-btn btn-md text-color-text border desktop btn-secondary mr-1 border-solid border-black-a90">Cancel</button> <button data-tracking-control-name="comment_submit_delete" data-action-type="delete" data-feed-control="comment_submit_delete" data-feed-action-category="delete" data-feed-action-type="deleteContribution" class="delete-contribution-cta delete-cta-btn ease-linear duration-300 btn-md transition-all btn-primary"> <div class="loader delete-cta-loader inline"> <div class="loader__container mb-2 overflow-hidden"> <icon class="loader__icon inline-block loader__icon--default text-color-progress-loading" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/ddi43qwelxeqjxdd45pe3fvs1" data-svg-class-name="loader__icon-svg--x-small fill-currentColor h-[20px] min-h-[20px] w-[20px] min-w-[20px]"></icon> </div> </div> <span class="delete-cta-text">Delete</span> </button> </div> </footer> </section> </div> </div> </div> <code id="contributionDeleteError" style="display: none"></code> <code id="contributionDeleteSuccess" style="display: none"></code> <code id="contributionReplyDeleteError" style="display: none"></code> <code id="contributionReplyDeleteSuccess" style="display: none"></code> <code id="contributionDeletePageRefresh" style="display: none"></code> <code id="isMobile" style="display: none"></code> </article> </div>  </main>  </div>  <footer class="li-footer bg-transparent w-full "> <ul class="li-footer__list flex flex-wrap flex-row items-start justify-start w-full h-auto min-h-[50px] my-[0px] mx-auto py-3 px-2 papabear:w-[1128px] papabear:p-0"> <li class="li-footer__item font-sans text-xs text-color-text-solid-secondary flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <span class="sr-only">LinkedIn</span> <icon class="li-footer__copy-logo text-color-logo-brand-alt inline-block self-center h-[14px] w-[56px] mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e12h2cd8ac580qen9qdd0qks8"></icon> <span class="li-footer__copy-text flex items-center">© 2024</span> </li> <li class="li-footer__item font-sans text-xs text-color-text-solid-secondary flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-solid-secondary hover:text-color-link-hover focus:text-color-link-focus" href="https://about.linkedin.com?trk=article-ssr-frontend-x-article_footer-about" data-tracking-control-name="article-ssr-frontend-x-article_footer-about" data-tracking-will-navigate> About </a> </li> <li class="li-footer__item font-sans text-xs text-color-text-solid-secondary flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-solid-secondary hover:text-color-link-hover focus:text-color-link-focus" href="https://www.linkedin.com/accessibility?trk=article-ssr-frontend-x-article_footer-accessibility" data-tracking-control-name="article-ssr-frontend-x-article_footer-accessibility" data-tracking-will-navigate> Accessibility </a> </li> <li class="li-footer__item font-sans text-xs text-color-text-solid-secondary flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-solid-secondary hover:text-color-link-hover focus:text-color-link-focus" href="https://www.linkedin.com/legal/user-agreement?trk=article-ssr-frontend-x-article_footer-user-agreement" data-tracking-control-name="article-ssr-frontend-x-article_footer-user-agreement" data-tracking-will-navigate> User Agreement </a> </li> <li class="li-footer__item font-sans text-xs text-color-text-solid-secondary flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-solid-secondary hover:text-color-link-hover focus:text-color-link-focus" href="https://www.linkedin.com/legal/privacy-policy?trk=article-ssr-frontend-x-article_footer-privacy-policy" data-tracking-control-name="article-ssr-frontend-x-article_footer-privacy-policy" data-tracking-will-navigate> Privacy Policy </a> </li>  <li class="li-footer__item font-sans text-xs text-color-text-solid-secondary flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-solid-secondary hover:text-color-link-hover focus:text-color-link-focus" href="https://www.linkedin.com/legal/cookie-policy?trk=article-ssr-frontend-x-article_footer-cookie-policy" data-tracking-control-name="article-ssr-frontend-x-article_footer-cookie-policy" data-tracking-will-navigate> Cookie Policy </a> </li> <li class="li-footer__item font-sans text-xs text-color-text-solid-secondary flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-solid-secondary hover:text-color-link-hover focus:text-color-link-focus" href="https://www.linkedin.com/legal/copyright-policy?trk=article-ssr-frontend-x-article_footer-copyright-policy" data-tracking-control-name="article-ssr-frontend-x-article_footer-copyright-policy" data-tracking-will-navigate> Copyright Policy </a> </li> <li class="li-footer__item font-sans text-xs text-color-text-solid-secondary flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-solid-secondary hover:text-color-link-hover focus:text-color-link-focus" href="https://brand.linkedin.com/policies?trk=article-ssr-frontend-x-article_footer-brand-policy" data-tracking-control-name="article-ssr-frontend-x-article_footer-brand-policy" data-tracking-will-navigate> Brand Policy </a> </li> <li class="li-footer__item font-sans text-xs text-color-text-solid-secondary flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-solid-secondary hover:text-color-link-hover focus:text-color-link-focus" href="https://www.linkedin.com/psettings/guest-controls?trk=article-ssr-frontend-x-article_footer-guest-controls" data-tracking-control-name="article-ssr-frontend-x-article_footer-guest-controls" data-tracking-will-navigate> Guest Controls </a> </li> <li class="li-footer__item font-sans text-xs text-color-text-solid-secondary flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <a class="li-footer__item-link flex items-center font-sans text-xs font-bold text-color-text-solid-secondary hover:text-color-link-hover focus:text-color-link-focus" href="https://www.linkedin.com/legal/professional-community-policies?trk=article-ssr-frontend-x-article_footer-community-guide" data-tracking-control-name="article-ssr-frontend-x-article_footer-community-guide" data-tracking-will-navigate> Community Guidelines </a> </li>  <li class="li-footer__item font-sans text-xs text-color-text-solid-secondary flex flex-shrink-0 justify-start p-1 relative w-50% papabear:justify-center papabear:w-auto"> <div class="collapsible-dropdown collapsible-dropdown--footer collapsible-dropdown--up flex items-center relative hyphens-auto language-selector z-2">  <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 bottom-[100%] top-auto" role="menu" tabindex="-1"> <li class="language-selector__item" role="presentation">  <button aria-label="العربية (Arabic)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ar_AE" data-locale="ar_AE" role="menuitem" lang="ar_AE"> العربية (Arabic) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="বাংলা (Bangla)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-bn_IN" data-locale="bn_IN" role="menuitem" lang="bn_IN"> বাংলা (Bangla) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Čeština (Czech)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-cs_CZ" data-locale="cs_CZ" role="menuitem" lang="cs_CZ"> Čeština (Czech) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Dansk (Danish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-da_DK" data-locale="da_DK" role="menuitem" lang="da_DK"> Dansk (Danish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Deutsch (German)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-de_DE" data-locale="de_DE" role="menuitem" lang="de_DE"> Deutsch (German) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Ελληνικά (Greek)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-el_GR" data-locale="el_GR" role="menuitem" lang="el_GR"> Ελληνικά (Greek) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="English (English) selected" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link--selected" data-tracking-control-name="language-selector-en_US" data-locale="en_US" role="menuitem" lang="en_US"> <strong>English (English)</strong> </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Español (Spanish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-es_ES" data-locale="es_ES" role="menuitem" lang="es_ES"> Español (Spanish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="فارسی (Persian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-fa_IR" data-locale="fa_IR" role="menuitem" lang="fa_IR"> فارسی (Persian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Suomi (Finnish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-fi_FI" data-locale="fi_FI" role="menuitem" lang="fi_FI"> Suomi (Finnish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Français (French)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-fr_FR" data-locale="fr_FR" role="menuitem" lang="fr_FR"> Français (French) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="हिंदी (Hindi)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-hi_IN" data-locale="hi_IN" role="menuitem" lang="hi_IN"> हिंदी (Hindi) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Magyar (Hungarian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-hu_HU" data-locale="hu_HU" role="menuitem" lang="hu_HU"> Magyar (Hungarian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Bahasa Indonesia (Indonesian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-in_ID" data-locale="in_ID" role="menuitem" lang="in_ID"> Bahasa Indonesia (Indonesian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Italiano (Italian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-it_IT" data-locale="it_IT" role="menuitem" lang="it_IT"> Italiano (Italian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="עברית (Hebrew)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-iw_IL" data-locale="iw_IL" role="menuitem" lang="iw_IL"> עברית (Hebrew) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="日本語 (Japanese)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ja_JP" data-locale="ja_JP" role="menuitem" lang="ja_JP"> 日本語 (Japanese) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="한국어 (Korean)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ko_KR" data-locale="ko_KR" role="menuitem" lang="ko_KR"> 한국어 (Korean) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="मराठी (Marathi)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-mr_IN" data-locale="mr_IN" role="menuitem" lang="mr_IN"> मराठी (Marathi) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Bahasa Malaysia (Malay)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ms_MY" data-locale="ms_MY" role="menuitem" lang="ms_MY"> Bahasa Malaysia (Malay) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Nederlands (Dutch)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-nl_NL" data-locale="nl_NL" role="menuitem" lang="nl_NL"> Nederlands (Dutch) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Norsk (Norwegian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-no_NO" data-locale="no_NO" role="menuitem" lang="no_NO"> Norsk (Norwegian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="ਪੰਜਾਬੀ (Punjabi)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pa_IN" data-locale="pa_IN" role="menuitem" lang="pa_IN"> ਪੰਜਾਬੀ (Punjabi) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Polski (Polish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pl_PL" data-locale="pl_PL" role="menuitem" lang="pl_PL"> Polski (Polish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Português (Portuguese)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pt_BR" data-locale="pt_BR" role="menuitem" lang="pt_BR"> Português (Portuguese) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Română (Romanian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ro_RO" data-locale="ro_RO" role="menuitem" lang="ro_RO"> Română (Romanian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Русский (Russian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ru_RU" data-locale="ru_RU" role="menuitem" lang="ru_RU"> Русский (Russian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Svenska (Swedish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-sv_SE" data-locale="sv_SE" role="menuitem" lang="sv_SE"> Svenska (Swedish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="తెలుగు (Telugu)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-te_IN" data-locale="te_IN" role="menuitem" lang="te_IN"> తెలుగు (Telugu) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="ภาษาไทย (Thai)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-th_TH" data-locale="th_TH" role="menuitem" lang="th_TH"> ภาษาไทย (Thai) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Tagalog (Tagalog)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-tl_PH" data-locale="tl_PH" role="menuitem" lang="tl_PH"> Tagalog (Tagalog) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Türkçe (Turkish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-tr_TR" data-locale="tr_TR" role="menuitem" lang="tr_TR"> Türkçe (Turkish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Українська (Ukrainian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-uk_UA" data-locale="uk_UA" role="menuitem" lang="uk_UA"> Українська (Ukrainian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Tiếng Việt (Vietnamese)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-vi_VN" data-locale="vi_VN" role="menuitem" lang="vi_VN"> Tiếng Việt (Vietnamese) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="简体中文 (Chinese (Simplified))" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-zh_CN" data-locale="zh_CN" role="menuitem" lang="zh_CN"> 简体中文 (Chinese (Simplified)) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="正體中文 (Chinese (Traditional))" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-zh_TW" data-locale="zh_TW" role="menuitem" lang="zh_TW"> 正體中文 (Chinese (Traditional)) </button> </li>  </ul> <button class="language-selector__button select-none relative pr-2 font-sans text-xs font-bold text-color-text-low-emphasis hover:text-color-link-hover hover:cursor-pointer focus:text-color-link-focus focus:outline-dotted focus:outline-1" aria-expanded="false" data-tracking-control-name="footer-lang-dropdown_trigger"> <span class="language-selector__label-text mr-0.5 break-words"> Language </span> <icon class="language-selector__label-chevron w-2 h-2 absolute top-0 right-0" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> </div> </li> </ul>  </footer> </div> <code id="ugcPostUrl" style="display: none"></code> <code id="ugcPost" style="display: none"></code> <code id="disableLinkedinShareRedirectLink" style="display: none"></code> <code id="ugcPostUrn" style="display: none"></code> <code id="signInUrl" style="display: none"></code>  <div class="article-social-activity z-[201] x-social-activity-wrapper xs:sticky bottom-0 flex justify-center border-t-1 border-solid border-color-border-faint bg-color-background-container md:pr-[320px]" data-impression-id="article-ssr-frontend-x-article_x-social-details">  <div class="x-social-activity social-details x-social-activity-left flex flex-wrap w-full max-w-x-article-width-small justify-between lg:max-w-x-article-width"> <div class="flex x-social-activity-left flex-wrap"> <code id="i18n_reaction_selection_state" style="display: none"></code> <div class="reactions-menu flex flex-row relative items-center justify-center select-none [-webkit-user-select:none] pointer-events-auto" data-feed-control="article-ssr-frontend-x-article_x-social-details_like-toggle_reactions-cta"> <a class="reactions-menu__link text-color-text social-action-bar__button relative h-6 cursor-pointer w-full" href="https://www.linkedin.com/uas/login?session_redirect=%2Fadvice%2F3%2Fhow-can-you-work-explainable-ai-skills-artificial-intelligence&trk=article-ssr-frontend-x-article_x-social-details_like-toggle_like-cta" target="_blank" data-tracking-control-name="article-ssr-frontend-x-article_x-social-details_like-toggle_reactions-cta" data-parent-urn="urn:li:ugcPost:7099452386787627008" data-tracking-will-navigate data-feed-control="article-ssr-frontend-x-article_x-social-details_like-toggle_reactions-cta">  <div class="like-button-default flex flex-row items-center "> <icon class="social-action-bar__icon" data-svg-class-name="social-action-bar__icon--svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e2cf8dn8tvjcu9gl3qcxhw31q"> </icon> <span class="social-action-bar__button-text">Like</span> </div> </a> </div> <template id="selected-reaction"> <div> <div class="selected-reaction--LIKE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Like" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/7ze70iqo2l1rn7hwfoykiwjod"> <span class="social-action-bar__button-text">Like</span> </div> <div class="selected-reaction--PRAISE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Celebrate" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/czva5w81r4b0pjr7sh5r4nbw9"> <span class="social-action-bar__button-text">Celebrate</span> </div> <div class="selected-reaction--APPRECIATION flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Support" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/8kvqqk9m1eu5ffqkdlum1ka1m"> <span class="social-action-bar__button-text">Support</span> </div> <div class="selected-reaction--EMPATHY flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Love" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5yukss5d7kh4xrbd5642z6tk0"> <span class="social-action-bar__button-text">Love</span> </div> <div class="selected-reaction--INTEREST flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Insightful" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/es4dlamdpym2zbuhglwx2cuz0"> <span class="social-action-bar__button-text">Insightful</span> </div> <div class="selected-reaction--ENTERTAINMENT flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Funny" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e0rqrq0h755yqqu59fy047ayt"> <span class="social-action-bar__button-text">Funny</span> </div> </div> </template>  <code id="i18n_copy_cta_message_success" style="display: none"></code> <code id="i18n_copy_cta_message_error" style="display: none"></code> <div class="collapsible-dropdown flex items-center relative hyphens-auto social-share inline-block relative select-none x-social-share " data-share-message="Share" data-share-url="https://www.linkedin.com/advice/3/how-can-you-work-explainable-ai-skills-artificial-intelligence?utm_source=share&utm_medium=guest_desktop" data-feed-control="article-ssr-frontend-x-article_x-social-details_social-share-intent_social-share_main_button" data-feed-action-category="EXPAND" data-feed-action-type="openShareMenu">  <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 bottom-[100%] top-auto" role="menu" tabindex="-1"> <li> <button data-tracking-control-name="article-ssr-frontend-x-article_x-social-details_social-share-intent_social-share_copy" class="social-share__item social-share-item" data-share-service="copy"> <icon class="social-share__item-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/aup4g97pdky3ff73gv9lyhjvx"></icon> <span class="social-share__item-text pl-1">Copy</span> </button> </li> <li> <button data-tracking-control-name="article-ssr-frontend-x-article_x-social-details_social-share-intent_social-share_linkedin" class="social-share__item social-share-item" data-share-service="linkedin"> <icon class="social-share__item-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/2uoxvguhsfspfnmr6tvfuyw4y" data-svg-class-name="text-color-text"></icon> <span class="social-share__item-text pl-1">LinkedIn</span> </button> </li> <li> <button data-tracking-control-name="article-ssr-frontend-x-article_x-social-details_social-share-intent_social-share_facebook" class="social-share__item social-share-item" data-share-service="facebook"> <icon class="social-share__item-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5xkjpykqkamtr6skk0vodqwd2"></icon> <span class="social-share__item-text pl-1">Facebook</span> </button> </li> <li> <button data-tracking-control-name="article-ssr-frontend-x-article_x-social-details_social-share-intent_social-share_twitter" class="social-share__item social-share-item" data-share-service="twitter"> <icon class="social-share__item-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4bmfmbwr1b97362o29qmjo1zj"></icon> <span class="social-share__item-text pl-1">Twitter</span> </button> </li>  </ul> <button aria-expanded="false" class="social-share__button social-share__button-square social-share-button social-action-bar__button social-share-button--square " aria-label data-tracking-control-name="article-ssr-frontend-x-article_x-social-details_social-share-intent_social-share_main_button"> <icon class="social-share__button-icon " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/852gyy4s01pfis5qf9k99s6d2" data-svg-class-name="social-share-button-icon social-action-bar__icon--svg "></icon> <span class="social-share__button-text-square social-action-bar__button-text "> Share </span> </button> </div> </div> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs" data-sap-comment-urn="urn:li:ugcPost:7099452386787627008"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" role="button" aria-label="2 Reactions" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="2" data-singular="%numReactions%" data-plural="%numReactions%" data-entity-urn="urn:li:ugcPost:7099452386787627008" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 2 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis before:middot my-1" data-test-id="social-actions__comments" data-id="social-actions__comments" data-num-comments="6" data-singular="%numComments% Contribution" data-plural="%numComments% Contributions" data-entity-urn="urn:li:ugcPost:7099452386787627008"> 6 Contributions </div>  </div> </div> </div>  <code id="contentUrn" style="display: none"></code> <div id="toasts" class="toasts fixed z-8 babybear:right-4 mamabear:right-4 papabear:min-h-[96px] invisible top:auto bottom-4 left-4 papabear:w-[400px] toasts--bottom" type="bottom"> <template id="toast-template"> <div class="toast container-raised flex toast--bottom transition ease-accelerate duration-xxslow " data-id="toast"> <div class="toast__message flex flex-1 babybear:items-center mamabear:items-center papabear:items-start py-2 px-1.5" data-id="toast__message" role="alert" tabindex="-1"> <div class="toast__message-content-container" data-id="toast__message-content-container"> <p class="toast__message-content font-sans text-sm opacity-90 inline babybear:self-center mamabear:self-center papabear:self-start" data-id="toast__message-content"></p> </div> </div> <button class="toast__dismiss-btn cursor-pointer babybear:self-center mamabear:self-center papabear:self-start pt-3 pb-2 papabear:py-2 pl-0.5 pr-0" data-id="toast__dismiss-btn" aria-label="Close"> <svg width="24" height="24" class="fill-color-icon"><path d="M13 4.32 9.31 8 13 11.69 11.69 13 8 9.31 4.31 13 3 11.69 6.69 8 3 4.31 4.31 3 8 6.69 11.68 3Z"></path></svg> </button> </div> </template> <template id="toast-icon-caution"> <icon class="text-color-icon-caution toast__icon w-3 h-3 shrink-0 mr-2" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/u6kgm8vi5s4rhtbgmjlphlp6"></icon> </template> <template id="toast-icon-error"> <icon class="text-color-icon-negative toast__icon w-3 h-3 shrink-0 mr-2" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/2ffvlzyh9wb65459t9va8w2ph"></icon> </template> <template id="toast-icon-gdpr"> <icon class="text-color-icon-neutral toast__icon w-3 h-3 shrink-0 mr-2" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/a0d85elrpgg38lskvq1kvzb3"></icon> </template> <template id="toast-icon-notify"> <icon class="text-color-icon-neutral toast__icon w-3 h-3 shrink-0 mr-2" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/de23f5me7dfm17unsj9up4vga"></icon> </template> <template id="toast-icon-success"> <icon class="text-color-icon-positive toast__icon w-3 h-3 shrink-0 mr-2" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/c44ryoszao52cyd0y87z7s0uf"></icon> </template> <template id="toast-cta"> <a class="toast__cta cta-link font-medium ml-0.5 text-sm text-inherit inline" target="_blank"></a> </template> </div> </div> <script src="https://static.licdn.com/aero-v1/sc/h/c2hrypcg7syy07wkk901c88q3" async></script>  <script src="https://static.licdn.com/aero-v1/sc/h/6dbw853y7jf1uqsy8dg6gyai0" async defer></script>  </body> </html>

CINXE.COM

How to Work with Explainable AI: A Guide