Navigating Technical Hurdles in Your AI Project

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How do you overcome them to stay on track? </h1> <div class="qa-redesign-article-content py-2 md:py-6" id="desktop-content-urn_li_articleSegment__urn_li_linkedInArticle_7261443170868019200_7261443199741693952_"> <div class="article-main__content" data-test-id="publishing-text-block">  </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Facing technical issues in your AI project can be daunting, but strategic actions can keep you on track. To navigate this challenge:</span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class> <ul> <li><span class="font-bold">Assess thoroughly:</span><span class> Identify the specific technical problems and their root causes.</span></li> </ul> </span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class> <ul> <li><span class="font-bold">Seek expertise:</span><span class> Consult with AI specialists or use online forums and communities for advice.</span></li> </ul> </span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class> <ul> <li><span class="font-bold">Iterative testing:</span><span class> Implement changes incrementally and test frequently to avoid compounding issues.</span></li> </ul> </span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>What strategies have you found effective in overcoming technical hurdles in AI projects?</span> </p> </div> </div> <div class="qa-redesign-article-content__components"> <div class="md:pb-2 pb-1 md:block hidden" data-test-qa-redesign-publisher-author-card> <div class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link 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" 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</div> </div> </div> </div> </div> <div class="column-article-segment-contributions md:column md:pl-1 lg:pl-4 xl:pl-8 md:pb-[200px] md:flex md:w-3/5 md:justify-start"> <div class="md:box-content md:max-w-[576px]"> <div class="block md:hidden">  <div class="x-article-last-update-time text-sm leading-[24px] text-color-text-secondary"> Last updated on Nov 10, 2024 </div> <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="q-a-article-title text-display-md text-color-text font-bold w-11/12 text-[32px] md:text-[40px] " data-test-q-and-a-article-title> You're facing technical hurdles in your AI project. How do you overcome them to stay on track? </h1> </div> <div class="qa-redesign-article-content py-2 block md:hidden" id="mobile-content-urn_li_articleSegment__urn_li_linkedInArticle_7261443170868019200_7261443199741693952_"> <div class="article-main__content" data-test-id="publishing-text-block">  </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Facing technical issues in your AI project can be daunting, but strategic actions can keep you on track. To navigate this challenge:</span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class> <ul> <li><span class="font-bold">Assess thoroughly:</span><span class> Identify the specific technical problems and their root causes.</span></li> </ul> </span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class> <ul> <li><span class="font-bold">Seek expertise:</span><span class> Consult with AI specialists or use online forums and communities for advice.</span></li> </ul> </span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class> <ul> <li><span class="font-bold">Iterative testing:</span><span class> Implement changes incrementally and test frequently to avoid compounding issues.</span></li> </ul> </span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>What strategies have you found effective in 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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:7261443170868019200,7261443199741693952),7261952440873205762)"> <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="10 Reactions" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="10" data-singular="%numReactions%" data-plural="%numReactions%" data-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7261443170868019200,7261443199741693952),7261952440873205762)" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur" height="16px" width="16px"> <img alt data-reaction-type="INTEREST" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4v7dh2d6cuqm24mzps1pqzeqt" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 10 </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> <li class="contribution" data-contribution-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7261443170868019200,7261443199741693952),7261612474209042432)" data-contributor-urn="urn:li:member:507197098" data-contribution-tracking-id="xFVFwyNDGiPFbGpXjA8xcQ==" data-is-logged-in="false"> <div class="flex items-center justify-between"> <a href="https://in.linkedin.com/in/rohita-sharma-a0aa38121?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 " 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class="mr-0.5 truncate text-sm font-bold text-color-text lg:text-md"> Rohita Sharma </span>  </div> <p class="m-0 truncate text-sm text-color-text-low-emphasis md:text-md" data-test-id="contribution-lock-up-headline"> Senior Consultant|AWS Cloud Certified|ETL Expert|LinkedIn Top Voice- Quality Assurance & Cloud Computing| Microsoft Certified : Azure Data Fundamentals | Microsoft Certified : Azure AI Fundamentals </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 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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">-Break down complex problems into smaller, manageable parts. Solving one part at a time can prevent feeling overwhelmed and make it easier to track progress. - Check online forums like Stack Overflow, research papers, GitHub repositories, or AI-specific communities - Reach out to experts or mentors who have experience with similar AI projects. They might suggest solutions you haven’t thought of or identify issues more quickly. - If your model isn’t performing well, experiment with other algorithms that might be more suitable for your data or objectives. - Technical issues are part of the process. Stay patient and remember that overcoming challenges is part of developing a strong and effective AI model.</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:7261443170868019200,7261443199741693952),7261612474209042432)" data-reactions-count="8"> <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%2Fyoure-facing-technical-hurdles-your-ai-ypcle&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:7261443170868019200,7261443199741693952),7261612474209042432)" data-tracking-will-navigate data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7261443170868019200,7261443199741693952),7261612474209042432)" data-reactions-count="8">  <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:7261443170868019200,7261443199741693952),7261612474209042432)"> <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="8 Reactions" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="8" data-singular="%numReactions%" data-plural="%numReactions%" data-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7261443170868019200,7261443199741693952),7261612474209042432)" 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"> 8 </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> <li class="contribution" data-contribution-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7261443170868019200,7261443199741693952),7262010912801255425)" data-contributor-urn="urn:li:member:817081975" data-contribution-tracking-id="XQYvT5jWSf41z2OjhH5srQ==" data-is-logged-in="false"> <div class="flex items-center justify-between"> <a href="https://in.linkedin.com/in/vanya-moses-4477801a9?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 " data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQFtFwcsfeHO3A/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1722364288080?e=2147483647&v=beta&t=Wy-91N-8KwEZMZHsQAWn_9xwKLWgBPvlXMjeRoZlEO4" 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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" 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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 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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 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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 " 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" 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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:7261443198533742592"> <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="5 Reactions" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="5" data-singular="%numReactions%" data-plural="%numReactions%" data-entity-urn="urn:li:ugcPost:7261443198533742592" 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"> 5 </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="56" data-singular="%numComments% Contribution" data-plural="%numComments% Contributions" data-entity-urn="urn:li:ugcPost:7261443198533742592"> 56 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 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