Align Team Priorities in Machine Learning

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class="breadcrumb__link inline-block link-no-visited-state !text-color-text" href="https://www.linkedin.com/pulse/topics/engineering-s166/machine-learning-s3289/" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-semibold" itemprop="name">Machine Learning</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> Your team can't agree on a machine learning model. How do you align conflicting priorities? </h1> <div class="qa-redesign-article-content py-2 md:py-6" id="desktop-content-urn_li_articleSegment__urn_li_linkedInArticle_7274128952414076928_7274128954007973889_"> <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>When your team can't agree on a machine learning model, it's crucial to find common ground and streamline priorities. To do this effectively:</span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class> <ul> <li><span class="font-bold">Facilitate open discussions:</span><span class> Encourage team members to voice their concerns and preferences, ensuring everyone feels heard.</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">Evaluate objective criteria:</span><span class> Use performance metrics and project goals to assess each model's suitability.</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">Compromise and iterate:</span><span class> Choose a model that meets the most critical needs and be open to refining it based on feedback.</span></li> </ul> </span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>What strategies have helped your team align on technical decisions?</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-machine-learning/" data-tracking-control-name="article-ssr-frontend-x-article_publisher-author-card" data-tracking-will-navigate> <span class="sr-only"> Machine Learning </span> </a> <img class="inline-block relative w-6 h-6 " 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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/machine-learning-s3289/" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-semibold" itemprop="name">Machine Learning</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> Your team can't agree on a machine learning model. How do you align conflicting priorities? </h1> </div> <div class="qa-redesign-article-content py-2 block md:hidden" id="mobile-content-urn_li_articleSegment__urn_li_linkedInArticle_7274128952414076928_7274128954007973889_"> <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>When your team can't agree on a machine learning model, it's crucial to find common ground and streamline priorities. To do this effectively:</span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class> <ul> <li><span class="font-bold">Facilitate open discussions:</span><span class> Encourage team members to voice their concerns and preferences, ensuring everyone feels heard.</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">Evaluate objective criteria:</span><span class> Use performance metrics and project goals to assess each model's suitability.</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">Compromise and iterate:</span><span class> Choose a model that meets the most critical needs and be open to refining it based on feedback.</span></li> </ul> </span> </p> </div> <div class="article-main__content" 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Here are a few strategies I’ve found effective: 1️⃣ 𝐁𝐢𝐚𝐬 𝐌𝐚𝐩𝐩𝐢𝐧𝐠: Identify and discuss cognitive biases influencing model preferences – like anchoring on a popular method or favoring personal contributions. 2️⃣ 𝐅𝐚𝐢𝐥𝐮𝐫𝐞-𝐅𝐢𝐫𝐬𝐭 𝐓𝐞𝐬𝐭𝐢𝐧𝐠: Deliberately stress-test each model for edge cases or worst-case scenarios. Teams often align when they see where models break. 3️⃣ 𝐖𝐞𝐢𝐠𝐡𝐭𝐞𝐝 𝐕𝐨𝐭𝐢𝐧𝐠: Allow team members to rank models based on weighted project goals (accuracy, speed, interpretability). 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class="mr-0.5 truncate text-sm font-bold text-color-text lg:text-md"> Arivukkarasan Raja, PhD </span>  </div> <p class="m-0 truncate text-sm text-color-text-low-emphasis md:text-md" data-test-id="contribution-lock-up-headline"> PhD in Robotics with Applied AI | GCC Leadership | Expertise in Enterprise Solution Architecture, AI/ML, Robotics & IoT | Software Application Development | Service Delivery Management | Sales & Pre-Sales </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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Use objective criteria to evaluate models, such as performance metrics and scalability. Encourage data-driven decision-making and consider hybrid approaches if feasible. Promote collaboration through workshops or brainstorming sessions. 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How do you navigate conflicting viewpoints effectively?</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/3/heres-how-you-can-identify-industries-s3adf" 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">Creative Problem Solving</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 identify industries that value creative problem solving skills in their employees.</div> </div> </a> </li>  </ul>  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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 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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:7274128952774848512"> <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-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:ugcPost:7274128952774848512" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671" 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 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="8" data-singular="%numComments% Contribution" data-plural="%numComments% Contributions" data-entity-urn="urn:li:ugcPost:7274128952774848512"> 8 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/bk9xca6x9l1fga1tbzame3i3l"></icon> </template> <template id="toast-icon-error"> <icon 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