ML-Modelldebatten: Teamkonsens finden

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Nov. 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://de.linkedin.com/pulse/topics/home/?lang=de" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-normal" itemprop="name">Alle</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://de.linkedin.com/pulse/topics/engineering-s166/?lang=de" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-normal" itemprop="name">Ingenieurwesen</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://de.linkedin.com/pulse/topics/engineering-s166/machine-learning-s3289/?lang=de" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-semibold" itemprop="name">Maschinelles Lernen</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-[36px] " data-test-q-and-a-article-title> Ihr Team ist sich über die Ergebnisse des ML-Modells uneins. Wie können Sie die Kluft überbrücken und Gemeinsamkeiten finden? </h1> <div class="qa-redesign-article-content py-2 md:py-6" id="desktop-content-urn_li_articleSegment__urn_li_linkedInArticle_7265792656444674048_7265792660479627264_"> <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>Wenn ML (Maschinelles Lernen) Modellergebnisse Konflikte auslösen, ist es entscheidend, ein kollaboratives Umfeld zu fördern. Probieren Sie diese Strategien aus, um Gemeinsamkeiten zu finden:</span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>- Fördern Sie </span><span class><a href="https://www.linkedin.com/advice/3/bridging-gap-between-data-engineers-ml-specialists-cbgdf?trk=article-ssr-frontend-x-article_little-text-block" target="_self" data-tracking-control-name="article-ssr-frontend-x-article_little-text-block" data-tracking-will-navigate data-test-link>einen offenen Dialog über die in</a></span><span class> jedem Modell verwendeten Daten und Annahmen, um </span><span class><a href="https://www.linkedin.com/advice/1/what-techniques-can-you-use-ensure-fairness-transparency-nd8ye?trk=article-ssr-frontend-x-article_little-text-block" target="_self" data-tracking-control-name="article-ssr-frontend-x-article_little-text-block" data-tracking-will-navigate data-test-link>die Transparenz zu fördern</a></span><span class>.</span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>- Vereinbaren Sie einen Workshop, um Methoden zu überprüfen und zu vergleichen und sicherzustellen, dass alle Stimmen gehört werden.</span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>- Suchen Sie einen neutralen externen Experten, um eine objektive Analyse der unterschiedlichen Ergebnisse zu erstellen.</span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Wie gehen Sie mit Meinungsverschiedenheiten in Ihrem Team über technische Ergebnisse um?</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 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Nov. 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://de.linkedin.com/pulse/topics/home/?lang=de" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-normal" itemprop="name">Alle</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://de.linkedin.com/pulse/topics/engineering-s166/?lang=de" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-normal" itemprop="name">Ingenieurwesen</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://de.linkedin.com/pulse/topics/engineering-s166/machine-learning-s3289/?lang=de" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-semibold" itemprop="name">Maschinelles Lernen</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> Ihr Team ist sich über die Ergebnisse des ML-Modells uneins. Wie können Sie die Kluft überbrücken und Gemeinsamkeiten finden? </h1> </div> <div class="qa-redesign-article-content py-2 block md:hidden" id="mobile-content-urn_li_articleSegment__urn_li_linkedInArticle_7265792656444674048_7265792660479627264_"> <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>Wenn ML (Maschinelles Lernen) Modellergebnisse Konflikte auslösen, ist es entscheidend, ein kollaboratives Umfeld zu fördern. Probieren Sie diese Strategien aus, um Gemeinsamkeiten zu finden:</span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>- Fördern Sie </span><span class><a href="https://www.linkedin.com/advice/3/bridging-gap-between-data-engineers-ml-specialists-cbgdf?trk=article-ssr-frontend-x-article_little-text-block" target="_self" data-tracking-control-name="article-ssr-frontend-x-article_little-text-block" data-tracking-will-navigate data-test-link>einen offenen Dialog über die in</a></span><span class> jedem Modell verwendeten Daten und Annahmen, um </span><span class><a href="https://www.linkedin.com/advice/1/what-techniques-can-you-use-ensure-fairness-transparency-nd8ye?trk=article-ssr-frontend-x-article_little-text-block" target="_self" data-tracking-control-name="article-ssr-frontend-x-article_little-text-block" data-tracking-will-navigate data-test-link>die Transparenz zu fördern</a></span><span class>.</span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>- Vereinbaren Sie einen Workshop, um Methoden zu überprüfen und zu vergleichen und sicherzustellen, dass alle Stimmen gehört werden.</span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>- Suchen Sie einen neutralen externen Experten, um eine objektive Analyse der unterschiedlichen Ergebnisse zu erstellen.</span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Wie gehen Sie mit Meinungsverschiedenheiten in Ihrem Team über technische Ergebnisse um?</span> </p> </div> </div> <div data-test-qa-redesign-add-perspective class="article-segment-contributions-header-container sticky-on-scroll 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 " 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Dieser Beitrag wird Ihnen nicht mehr angezeigt.</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">To bridge the gap, I’d start by fostering open communication, encouraging each team member to share their perspectives and concerns about the ML model results. 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</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"> Pouya Hallaj Zavareh </span>  </div> <p class="m-0 truncate text-sm text-color-text-low-emphasis md:text-md" data-test-id="contribution-lock-up-headline"> Machine Learning Engineer | AI Developer | LLMS | GenerativeAI </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] 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Dieser Beitrag wird Ihnen nicht mehr angezeigt.</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">I’ve had this happen when my team was working on a customer churn prediction model. Two groups built separate models, and the results didn’t align—one flagged far more customers as “high risk.” The tension grew because each group defended their approach. I stepped in and facilitated a session where we unpacked the assumptions: one model prioritized precision, while the other emphasized recall. We reran tests using a unified metric and discovered that combining insights from both models improved overall performance. 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class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Gefällt mir</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="Applaus" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5tec0l9hykk5gezv56e7coyow"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Applaus</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="Unterstütze ich" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/7savup3gmhirulv2h5v8snx2x"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Unterstütze ich</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="Wunderbar" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/f4lj1wks3jt476fe5defirzg9"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Wunderbar</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="Inspirierend" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/br7ludovnq3n7137fvqsqwljx"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Inspirierend</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="Lustig" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/6ga7ypv66xprsgreohwklur3y"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Lustig</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:7265792656444674048,7265792660479627264),7266163125425475586)"> <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="6 Reaktionen" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="6" data-singular="%numReactions%" data-plural="%numReactions%" data-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7265792656444674048,7265792660479627264),7266163125425475586)" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671" height="16px" width="16px"> <img alt data-reaction-type="INTEREST" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/a0e8rff6djeoq8iympcysuqfu" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 6 </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:7265792656444674048,7265792660479627264),7266213479978590209)" data-contributor-urn="urn:li:member:618955017" data-contribution-tracking-id="RmUdcU3R2O9bTWebqREuog==" data-is-logged-in="false"> <div class="flex items-center justify-between"> <a href="https://www.linkedin.com/in/dr-priyanka-singh?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/D5603AQHTLHb9Qz0WnA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1699467467843?e=2147483647&v=beta&t=MyL0up8CK13S0wYndGvfVGptzbwFvHbToTkm7LuCfqw" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Profilfoto des:der Beitragenden"> </figure> <figure class="top-[4px] hidden lg:inline-flex"> <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQHTLHb9Qz0WnA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1699467467843?e=2147483647&v=beta&t=MyL0up8CK13S0wYndGvfVGptzbwFvHbToTkm7LuCfqw" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Profilfoto des:der Beitragenden"> </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"> Dr. Priyanka Singh Ph.D. </span>  </div> <p class="m-0 truncate text-sm text-color-text-low-emphasis md:text-md" data-test-id="contribution-lock-up-headline"> ♻️ AI Author 📚 Transforming Generative AI 🚀 Responsible AI - Lead MLOps @ Universal AI 🌍 Championing AI Ethics & Governance 🔍 Top Voice | Empowering Future AI Solutions | Packt Technical Reviewer </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 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data-semaphore-author-urn="urn:li:member:618955017" 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 ">Beitrag melden</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"> Danke, dass Sie uns informiert haben. Dieser Beitrag wird Ihnen nicht mehr angezeigt.</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">Align Model Perspectives! 🤝 I recommend this plan to bridge the gap and find common ground over ML model results: 1. Organize cross-functional workshops to align on evaluation metrics 📊 2. Implement transparent model monitoring and reporting processes 🔍 3. Conduct collaborative error analysis sessions to identify improvement areas 🧐 4. Establish a shared understanding of model limitations and trade-offs 🔄 5. Create a feedback loop for continuous model refinement and validation 🔁 6. Foster a culture of open communication and knowledge sharing 🗣️ This approach promotes team alignment, enhances model understanding, and drives collaborative improvement efforts for better ML outcomes.</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">… mehr anzeigen</button> </div> <div data-tracking-control-name="x_article_on_demand_translation_buttons" class="translation-buttons-container"> <div class="translation-status after:middot my-1 -mr-1.5 inline-flex hidden items-center justify-start gap-1 text-sm text-color-text-secondary"> Übersetzt </div> <button class="show-translation-button btn-sm btn-tertiary-emphasis my-1 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contribution-social-activity__reactions-menu " data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7265792656444674048,7265792660479627264),7266213479978590209)" data-reactions-count="4"> <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%2F0%2Fyour-team-odds-over-ml-model-results-how-can-you-ikfhf%3Flang%3Dde&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:7265792656444674048,7265792660479627264),7266213479978590209)" data-tracking-will-navigate data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7265792656444674048,7265792660479627264),7266213479978590209)" data-reactions-count="4">  <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/3djuegvxjnk75fm1bl5ugf342"> </icon> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Gefällt mir</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="Gefällt mir" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/3tsxb73co15a9ze36f0y0vmng"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Gefällt mir</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="Applaus" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5tec0l9hykk5gezv56e7coyow"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Applaus</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="Unterstütze ich" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/7savup3gmhirulv2h5v8snx2x"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Unterstütze ich</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="Wunderbar" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/f4lj1wks3jt476fe5defirzg9"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Wunderbar</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="Inspirierend" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/br7ludovnq3n7137fvqsqwljx"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Inspirierend</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="Lustig" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/6ga7ypv66xprsgreohwklur3y"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Lustig</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:7265792656444674048,7265792660479627264),7266213479978590209)"> <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="4 Reaktionen" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="4" data-singular="%numReactions%" data-plural="%numReactions%" data-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7265792656444674048,7265792660479627264),7266213479978590209)" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671" height="16px" width="16px"> <img alt data-reaction-type="INTEREST" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/a0e8rff6djeoq8iympcysuqfu" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 4 </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:7265792656444674048,7265792660479627264),7265983133269819392)" data-contributor-urn="urn:li:member:504143044" data-contribution-tracking-id="tnl9AE0F4shLMIeqr9/Zaw==" data-is-logged-in="false"> <div class="flex items-center justify-between"> <a href="https://in.linkedin.com/in/jay-chaudhari-544a05120?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/D5603AQH8aIZPdMfuZw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1699978309564?e=2147483647&v=beta&t=Ank5wuP5r8MJ6xuA1DTt5WE_MjixHoeMjhG2HUqNgRU" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Profilfoto des:der Beitragenden"> </figure> <figure class="top-[4px] hidden lg:inline-flex"> <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQH8aIZPdMfuZw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1699978309564?e=2147483647&v=beta&t=Ank5wuP5r8MJ6xuA1DTt5WE_MjixHoeMjhG2HUqNgRU" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Profilfoto des:der Beitragenden"> </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"> Jay Chaudhari </span>  </div> <p class="m-0 truncate text-sm text-color-text-low-emphasis md:text-md" data-test-id="contribution-lock-up-headline"> Data Analyst | Data Scientist | Driving Data-Driven Solutions for Business Growth </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]" 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Stakeholders should understand not only the outcomes but also the underlying algorithms and data that drive these results. Utilizing techniques such as SHAP (SHapley Additive exPlanations) or LIME (Local Interpretable Model-agnostic Explanations) can help demystify model predictions, fostering trust and collaboration. 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<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%2F0%2Fyour-team-odds-over-ml-model-results-how-can-you-ikfhf%3Flang%3Dde&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:7265792656943837185" 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/3djuegvxjnk75fm1bl5ugf342"> </icon> <span class="social-action-bar__button-text">Gefällt mir</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="Gefällt mir" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/3tsxb73co15a9ze36f0y0vmng"> <span class="social-action-bar__button-text">Gefällt mir</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="Applaus" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5tec0l9hykk5gezv56e7coyow"> <span class="social-action-bar__button-text">Applaus</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="Unterstütze ich" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/7savup3gmhirulv2h5v8snx2x"> <span class="social-action-bar__button-text">Unterstütze ich</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="Wunderbar" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/f4lj1wks3jt476fe5defirzg9"> <span class="social-action-bar__button-text">Wunderbar</span> </div> <div class="selected-reaction--INTEREST flex flex-row items-center"> <img 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data-share-url="https://www.linkedin.com/advice/0/your-team-odds-over-ml-model-results-how-can-you-ikfhf?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">Kopieren</span> </button> </li> <li> <button 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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" 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