Machine Learning Collaborative Articles - 100 Articles on Machine Learning

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data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're integrating real-time streams into your models. 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How do you handle data latency?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQHKH9ulzGlgFw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1623852309656?e=2147483647&v=beta&t=QRxFu_HNmpsoSfvhSsHXi_TviLKjdap3GSHBj21se6I" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5103AQG-bDhfzyjtDw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1555288992134?e=2147483647&v=beta&t=cV3I0dI8_URobKmQwLUMsXNJ_VJAjAaB87SHbittdd8" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 15 contributions </span> <span class="before:middot pt-0.5"> 1 hour ago </span> </div>  </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/your-team-tackling-machine-learning-models-how-cdboc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your team is tackling machine learning models. How do you ensure everyone grasps the trade-offs?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQF7j6IAVix9Dg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658075799?e=2147483647&v=beta&t=zDnV62wXJYyWMdAZmdF8-oE5kJl55xtXeyi3SxHKUcY"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/your-team-tackling-machine-learning-models-how-cdboc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your team is tackling machine learning models. How do you ensure everyone grasps the trade-offs?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQHKH9ulzGlgFw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1623852309656?e=2147483647&v=beta&t=QRxFu_HNmpsoSfvhSsHXi_TviLKjdap3GSHBj21se6I" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5103AQG-bDhfzyjtDw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1555288992134?e=2147483647&v=beta&t=cV3I0dI8_URobKmQwLUMsXNJ_VJAjAaB87SHbittdd8" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 51 contributions </span> <span class="before:middot pt-0.5"> 1 hour ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Master the art of balancing trade-offs in machine learning models with your team. Engage in workshops, discussions, and peer reviews to enhance understanding. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/your-team-split-ai-integration-strategies-how-bo2ee" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your team is split on AI integration strategies. How will you navigate the divide?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQFGyoEl0I5a8A/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658065836?e=2147483647&v=beta&t=6QWJ1eXOaDxrRnS8dKWmauh9gfg8rGFc7fVV4f_ooAg"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/your-team-split-ai-integration-strategies-how-bo2ee" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your team is split on AI integration strategies. How will you navigate the divide?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5103AQG-bDhfzyjtDw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1555288992134?e=2147483647&v=beta&t=cV3I0dI8_URobKmQwLUMsXNJ_VJAjAaB87SHbittdd8" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQHKH9ulzGlgFw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1623852309656?e=2147483647&v=beta&t=QRxFu_HNmpsoSfvhSsHXi_TviLKjdap3GSHBj21se6I" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 35 contributions </span> <span class="before:middot pt-0.5"> 2 hours ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Overcome team disagreements on AI integration with effective strategies. Encourage open dialogue, evaluate options, and consult experts for unity. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/your-team-oversold-results-machine-learning-project-0to8e" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your team oversold the results of a Machine Learning project. How do you salvage your credibility?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQGP5_wy6xvCSw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658067055?e=2147483647&v=beta&t=XuyAYN8cLGrp5dSj8N80LRzmBVyk9eSX9amYaUXZK1k"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/your-team-oversold-results-machine-learning-project-0to8e" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your team oversold the results of a Machine Learning project. 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Address it by being transparent, recalibrating expectations, and offering practical solutions. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/your-team-just-developed-new-software-how-do-you-kphye" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your team just developed new software. 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How can you overcome it effectively?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQGh7k_D05nmUQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658059075?e=2147483647&v=beta&t=spxzQ2qJKzw9-NunAhGDloSJAmtlih_2s2yz2BJiBow"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-facing-resistance-new-tools-machine-learning-3bcae" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're facing resistance to new tools in a machine learning project. 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How do you ensure data quality?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQFP5Yv52CakEQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658045054?e=2147483647&v=beta&t=mC-D5J1r48NhDMY2SzvmNhEje7dDhP4NX5U4Dgy4p6Y"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-collaborating-data-engineers-machine-learning-u5bgc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're collaborating with data engineers on a machine learning project. How do you ensure data quality?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5103AQG-bDhfzyjtDw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1555288992134?e=2147483647&v=beta&t=cV3I0dI8_URobKmQwLUMsXNJ_VJAjAaB87SHbittdd8" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQE3DFsaOBGFNw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1724404399683?e=2147483647&v=beta&t=akhovROux_RP2VU2_IzC9cjITyz6w3Z9p5rL3BTRcIg" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5103AQGJZU9kTiGYtw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1516995552294?e=2147483647&v=beta&t=a41hZThqSKjNbwnRUJpfBnisHkDn_br9X7L-mLM7tu8" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 85 contributions </span> <span class="before:middot pt-0.5"> 5 hours ago </span> </div>  </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-tackling-complex-ml-project-how-can-you-jddxf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're tackling a complex ML project. How can you avoid setting unrealistic timelines?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQFGyoEl0I5a8A/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658065836?e=2147483647&v=beta&t=6QWJ1eXOaDxrRnS8dKWmauh9gfg8rGFc7fVV4f_ooAg"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-tackling-complex-ml-project-how-can-you-jddxf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're tackling a complex ML project. How can you avoid setting unrealistic timelines?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" 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> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQE3DFsaOBGFNw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1724404399683?e=2147483647&v=beta&t=akhovROux_RP2VU2_IzC9cjITyz6w3Z9p5rL3BTRcIg" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 71 contributions </span> <span class="before:middot pt-0.5"> 6 hours ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Ensure success in your machine learning projects by breaking down tasks, collaborating with your team, and accounting for uncertainties. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/your-data-team-clashing-over-preprocessing-methods-hilvc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your data team is clashing over preprocessing methods. How can you mediate effectively?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQGktDdIj4p_EQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658061483?e=2147483647&v=beta&t=Cz2j6JONctejOrvmSbP8f1v7nhYdH__yyvOrswAEX_g"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/your-data-team-clashing-over-preprocessing-methods-hilvc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your data team is clashing over preprocessing methods. How can you mediate effectively?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQE3DFsaOBGFNw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1724404399683?e=2147483647&v=beta&t=akhovROux_RP2VU2_IzC9cjITyz6w3Z9p5rL3BTRcIg" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C4D03AQGtqqrPCTE3IA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1661928859634?e=2147483647&v=beta&t=zkvFYRdWXqa1tkR1xOAo3hYglRZUAzl4pw-qaEggpMQ" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQHnasoK5wTD9A/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1682650434403?e=2147483647&v=beta&t=Xz0IFWovvs7fVzapzwrvHTesKTUBVLOAVIk6tXjalCo" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 58 contributions </span> <span class="before:middot pt-0.5"> 1 day ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/stakeholders-demand-quick-ml-fixes-hurt-model-sczjf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Stakeholders demand quick ML fixes that hurt model quality. How do you navigate this conflict?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQHcGGdomuWXcA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658068285?e=2147483647&v=beta&t=dCTfm6CI2qdYZgCRPRTWQX2j46NryH1Z5BX075RQeEo"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/stakeholders-demand-quick-ml-fixes-hurt-model-sczjf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Stakeholders demand quick ML fixes that hurt model quality. How do you navigate this conflict?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQE3DFsaOBGFNw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1724404399683?e=2147483647&v=beta&t=akhovROux_RP2VU2_IzC9cjITyz6w3Z9p5rL3BTRcIg" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQFraU5D6FcUww/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1696142475509?e=2147483647&v=beta&t=faswlVXZ9e-UdFNBBuoRJPSahcFxn0HXIR92E3TF8J4" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQHBOEj1nLHsKw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1725038036760?e=2147483647&v=beta&t=naiMAseHIBwkqC_i-Up5Y3iIaRnSwyOLU8MAr2xpcpc" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 51 contributions </span> <span class="before:middot pt-0.5"> 1 day ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Stakeholders often demand quick ML fixes, risking model quality. Use these strategies to maintain standards while meeting their needs. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/stakeholders-questioning-your-machine-learning-safie" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Stakeholders are questioning your machine learning model's transparency. How do you respond?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQHR4leU_yx7zg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658077648?e=2147483647&v=beta&t=mgokM4XsIevMOJfycZwVgzDJxdhm40XWoKGYfoY9Dko"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/stakeholders-questioning-your-machine-learning-safie" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Stakeholders are questioning your machine learning model's transparency. How do you respond?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQE3DFsaOBGFNw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1724404399683?e=2147483647&v=beta&t=akhovROux_RP2VU2_IzC9cjITyz6w3Z9p5rL3BTRcIg" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQF3Kw5-JZMx_w/profile-displayphoto-shrink_400_400/B56ZRDAUhiGQAg-/0/1736290946140?e=2147483647&v=beta&t=_DYRVVk002tbabyHl7wez_19LCs8CpakRi6W9HztvYY" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQF4u8pJ2eJfRw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1695806363998?e=2147483647&v=beta&t=vo_SNUPQJOK_DsUDTUTfDLNfBo8o5PlNryQmiqACd2c" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 55 contributions </span> <span class="before:middot pt-0.5"> 1 day ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-leading-project-relies-machine-learning-8bmse" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're leading a project that relies on machine learning. How do you get cross-functional teams on board?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQEb8yfLVTXLCw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658045821?e=2147483647&v=beta&t=vlGMYH1_IAPsg6CYXRhdplKus4_wYvjs1J00EYeeyb8"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-leading-project-relies-machine-learning-8bmse" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're leading a project that relies on machine learning. How do you get cross-functional teams on board?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQE3DFsaOBGFNw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1724404399683?e=2147483647&v=beta&t=akhovROux_RP2VU2_IzC9cjITyz6w3Z9p5rL3BTRcIg" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQHnasoK5wTD9A/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1682650434403?e=2147483647&v=beta&t=Xz0IFWovvs7fVzapzwrvHTesKTUBVLOAVIk6tXjalCo" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQEapMH8TUZV2A/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1713160958971?e=2147483647&v=beta&t=h_pF4HDSuKFKphsulpWt259chXh4degtQ4LWi1r1bos" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 55 contributions </span> <span class="before:middot pt-0.5"> 1 day ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/your-ml-model-reveals-personal-information-during-ykamc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your ML model reveals personal information during testing. How can you prevent data breaches?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQHcGGdomuWXcA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658068285?e=2147483647&v=beta&t=dCTfm6CI2qdYZgCRPRTWQX2j46NryH1Z5BX075RQeEo"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/your-ml-model-reveals-personal-information-during-ykamc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your ML model reveals personal information during testing. How can you prevent data breaches?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQHLQGvXsHjSCQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1705363927505?e=2147483647&v=beta&t=cLSoxOhNdM0mHLoxWnbrIpr35_btsIazPw-vturxXIY" 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-3 h-3 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" 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> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQHLEEolo_PtZw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1720873404392?e=2147483647&v=beta&t=CgQ981PZtcaSkt_x2hbvblViKAT1zwfj6nQWVSRhemE" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 77 contributions </span> <span class="before:middot pt-0.5"> 1 day ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/your-team-members-have-conflicting-priorities-yhgoc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your team members have conflicting priorities in model selection. How can you facilitate a resolution?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQGP5_wy6xvCSw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658067055?e=2147483647&v=beta&t=XuyAYN8cLGrp5dSj8N80LRzmBVyk9eSX9amYaUXZK1k"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/your-team-members-have-conflicting-priorities-yhgoc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your team members have conflicting priorities in model selection. How can you facilitate a resolution?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQHi4SmQ-SpEnA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1690975925879?e=2147483647&v=beta&t=yGSRDUsdvHWi7q3TvXqnKkTSTf7-Uq8EqE0XnTapuIE" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQGztL5s5RUv6Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1705319321782?e=2147483647&v=beta&t=H1WQstHCh7GdNH4bIxoQFqJu8ou_7vkpjhNmnhhe44E" 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-3 h-3 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" 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> </div>  </div> <span class="pr-0.5 pt-0.5"> 52 contributions </span> <span class="before:middot pt-0.5"> 1 day ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-leading-machine-learning-project-how-can-vh9zf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're leading a machine learning project. How can you ensure your team sets realistic accuracy expectations?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQFzItUXVIZ70w/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658057208?e=2147483647&v=beta&t=41GwCv7Y9sOgC2N3Y2J25t8bEdeR0nuNHgebe3K9m0Q"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-leading-machine-learning-project-how-can-vh9zf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're leading a machine learning project. How can you ensure your team sets realistic accuracy expectations?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQHa3cdGtP2yvA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1644423002901?e=2147483647&v=beta&t=fTdKip34MA39FFB_Gkf1sqyq_0Xxw5QWoVzKRK_IrhQ" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQGh8CARVqQ01Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1551093022494?e=2147483647&v=beta&t=iGuC-ea7R1WFCNNdHgNi3nqnlSxC0jeTTaRKHts4FRw" 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-3 h-3 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" 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> </div>  </div> <span class="pr-0.5 pt-0.5"> 53 contributions </span> <span class="before:middot pt-0.5"> 1 day ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/your-ml-project-goals-constantly-shifting-how-nsvec" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your ML project goals are constantly shifting. How do you keep your team aligned?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQEsEXH_OJQVFA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658074115?e=2147483647&v=beta&t=lE0Rj5tS_Vs6pVwps_gGtVmbMWrIlxM5e5P-ey4JQJc"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/your-ml-project-goals-constantly-shifting-how-nsvec" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your ML project goals are constantly shifting. How do you keep your team aligned?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" 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> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQFIhywKaaZfBw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1726336101216?e=2147483647&v=beta&t=b1GcOlsDbsZViMgw7QOlvrCUcVX-KjSmBB6n6JXsLOU" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 43 contributions </span> <span class="before:middot pt-0.5"> 4 days ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Maintain team alignment in ML projects with regular check-ins, clear documentation, and flexible roadmaps. Keep productivity high and morale intact. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/your-team-doubts-complexity-machine-learning-solutions-nef5c" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your team doubts the complexity of machine learning solutions. How will you prove them wrong?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQHaWytHSTd79g/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658080603?e=2147483647&v=beta&t=_ep-F9zZKiDHpVye5UYg8d5UpHnyDCrwDvOq5afWGng"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/your-team-doubts-complexity-machine-learning-solutions-nef5c" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your team doubts the complexity of machine learning solutions. 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How can you realign them for accurate outcomes?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQHcGGdomuWXcA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658068285?e=2147483647&v=beta&t=dCTfm6CI2qdYZgCRPRTWQX2j46NryH1Z5BX075RQeEo"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/your-machine-learning-models-predictions-off-track-xxhwf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your machine learning model's predictions are off track. 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What obstacles are you likely to encounter?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQFkyCPjZDANbg/profile-displayphoto-shrink_400_400/B56ZRCq8W9GQAk-/0/1736285342338?e=2147483647&v=beta&t=sjU5L0pNB8UhlB_CHU5vDdUkZ6B3NPUwgBG7bqraUfY" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQHAgreqtBU-Eg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1611405759646?e=2147483647&v=beta&t=3T_Hmv7w0qOMzF4Pe5I0yKg5vqwXEuAlhdE7J2w2XiU" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 36 contributions </span> <span class="before:middot pt-0.5"> 2 days ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youre-falling-behind-industry-standards-machine-ddcae" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're falling behind on industry standards in machine learning. How will you retrain your team to catch up?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQHR4leU_yx7zg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658077648?e=2147483647&v=beta&t=mgokM4XsIevMOJfycZwVgzDJxdhm40XWoKGYfoY9Dko"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/youre-falling-behind-industry-standards-machine-ddcae" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're falling behind on industry standards in machine learning. 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How do you balance data transparency with user privacy?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQGo1sE3tA6mLg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1731314776781?e=2147483647&v=beta&t=ngCsgG5kVgfc75XJtbFmaWAN6XeQNyePVC1FJK1Yu4s" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQGPRwGfakizYw/profile-displayphoto-shrink_400_400/B4EZSlOerTGgAg-/0/1737938824227?e=2147483647&v=beta&t=r9KbKYhN-4Mbttv3RruLbrEWdKD049IJDBS1dW5YyJE" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQEBDWezpzlQ4A/profile-displayphoto-shrink_400_400/B56ZOoy6XRG4Ag-/0/1733703740971?e=2147483647&v=beta&t=YUDVp7FdlGuJEn3PgwmZp-j1fpHxnqf20nKK0e41Qgk" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 42 contributions </span> <span class="before:middot pt-0.5"> 3 days ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-integrating-new-ml-tools-your-system-how-3khgc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're integrating new ML tools into your system. How do you ensure data compatibility?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQHcGGdomuWXcA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658068285?e=2147483647&v=beta&t=dCTfm6CI2qdYZgCRPRTWQX2j46NryH1Z5BX075RQeEo"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-integrating-new-ml-tools-your-system-how-3khgc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're integrating new ML tools into your system. How do you ensure data compatibility?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQHQ0p0HDNDoRw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1722609855082?e=2147483647&v=beta&t=5F87jlD0yPTwoCIIuAbWxyvrynYEGShDoQhaWWG3DAc" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQGPVNwyqNv_Jw/profile-displayphoto-shrink_400_400/B56ZRUyWCEGoAg-/0/1736589271482?e=2147483647&v=beta&t=7QfhbtXYUmHLxlO_uzBa-rjSm2ySfxOZEAyd1uk8EV4" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 36 contributions </span> <span class="before:middot pt-0.5"> 1 week ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Integrate new ML tools smoothly by ensuring data compatibility. Standardize formats, validate data, and use transformation tools for success. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/your-models-accuracy-below-expectations-how-you-8k4jc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your model's accuracy is below expectations. How will you regain client trust?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQGdOc2WxgrysA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658062154?e=2147483647&v=beta&t=g-yX2NWaSkd9Zv7nizq_4p-uu2aCeidLoFBedDwOSaw"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/your-models-accuracy-below-expectations-how-you-8k4jc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your model's accuracy is below expectations. How will you regain client trust?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQHnasoK5wTD9A/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1682650434403?e=2147483647&v=beta&t=Xz0IFWovvs7fVzapzwrvHTesKTUBVLOAVIk6tXjalCo" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQHoiub3GVKoeA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1712544150887?e=2147483647&v=beta&t=61GivHTPmpfBvJOGfcXe6IKq6BJe0E3QG8wo0E6KU9g" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 43 contributions </span> <span class="before:middot pt-0.5"> 2 days ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">When your predictive model misses the mark, regain client trust by being open about the issue and outlining a clear path to improvement. Keep clients informed every… </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-pushing-innovation-machine-learning-how-5xpte" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're pushing for innovation in machine learning. How do you manage the risk of project delays?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQF5eQEkJ04qTw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658054592?e=2147483647&v=beta&t=dyyZjaswqaFrMvaFOAXnxD-eZQIrs3TN-2RJRlTWpGE"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-pushing-innovation-machine-learning-how-5xpte" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're pushing for innovation in machine learning. How do you manage the risk of project delays?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQEuq6NsZXnNEA/profile-displayphoto-shrink_400_400/B56ZP_Kg9KHoAg-/0/1735152767347?e=2147483647&v=beta&t=OyfEvGTQmTTFhDM9li7kR3W_68Tjkt3TxGYabcMtw8M" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQFcmpY0gpa_Pw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1617127315081?e=2147483647&v=beta&t=464RpWBv50ggRNHQviZQzpYkZRFCLc0Mi9_obcASI-I" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQE27XAAfT4ncw/profile-displayphoto-shrink_400_400/B4EZS7z.rDGwAk-/0/1738317753640?e=2147483647&v=beta&t=YC9D_zGPNknzdV4ZcR8999Weo9vuZ7sjXWfaH19lpBM" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 162 contributions </span> <span class="before:middot pt-0.5"> 2 days ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/your-team-divided-data-insights-how-can-you-align-nye3c" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your team is divided on data insights. How can you align everyone towards a unified understanding?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQGYYx1k7YJ0Qg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658057856?e=2147483647&v=beta&t=yv-EkWthIMNFlxXQi75VLMVQPhjpaaupfMshTIyGQPg"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/your-team-divided-data-insights-how-can-you-align-nye3c" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your team is divided on data insights. How can you align everyone towards a unified understanding?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQH093S_bkku1g/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1681648390113?e=2147483647&v=beta&t=I3CdGaZG4QFfHQ3ZHihTWaX1I3FwrIO9W1vB10j33Z0" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQElTxeLWP-1eQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1724106032153?e=2147483647&v=beta&t=byEYSAPGrgUHiqVqN5MBBSuO-NMHJfc5IIH0qaoyxdw" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 37 contributions </span> <span class="before:middot pt-0.5"> 1 week ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Align your team on data insights with these strategies. Foster shared goals, open discussions, and provide essential training. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-falling-behind-machine-learning-innovation-krete" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're falling behind in Machine Learning innovation. How can you catch up to stay competitive?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQGzDMeTiXaZfA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658058414?e=2147483647&v=beta&t=WUKv9jgeBRvFgC6yBtvVvqcOG3iujEPjlA1Q5GGJugA"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-falling-behind-machine-learning-innovation-krete" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're falling behind in Machine Learning innovation. How can you catch up to stay competitive?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQHnasoK5wTD9A/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1682650434403?e=2147483647&v=beta&t=Xz0IFWovvs7fVzapzwrvHTesKTUBVLOAVIk6tXjalCo" 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-3 h-3 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" 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> </div>  </div> <span class="pr-0.5 pt-0.5"> 63 contributions </span> <span class="before:middot pt-0.5"> 2 days ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Keep your business competitive by catching up with Machine Learning innovations. Learn, collaborate, and use open-source tools to advance. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-worried-security-risks-new-machine-learning-rmtzc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're worried about security risks with new Machine Learning models. How can you ease client concerns?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQEUkRaLFokTMw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658071066?e=2147483647&v=beta&t=K6FFNkwvmlU7YzHrfI3gnWL8boyiRX4Zd0tVLrPollM"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-worried-security-risks-new-machine-learning-rmtzc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're worried about security risks with new Machine Learning models. How can you ease client concerns?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQFzP9qpeoju6w/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1702589856753?e=2147483647&v=beta&t=vkY25uJFPafd5wKZqsZylfZUG4b43oVcPkn7EJoA45A" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5103AQG-bDhfzyjtDw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1555288992134?e=2147483647&v=beta&t=cV3I0dI8_URobKmQwLUMsXNJ_VJAjAaB87SHbittdd8" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 94 contributions </span> <span class="before:middot pt-0.5"> 3 weeks ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/your-team-values-speed-machine-learning-projects-jpgcf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your team values speed in machine learning projects. How do you convince them to prioritize data security?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQF1Fx2naQhAow/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658074599?e=2147483647&v=beta&t=GjoEQ8PfqcQYpR0M-gydMwWLi7zgKyVb-n3TR5yv_wc"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/your-team-values-speed-machine-learning-projects-jpgcf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your team values speed in machine learning projects. How do you convince them to prioritize data security?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQEuq6NsZXnNEA/profile-displayphoto-shrink_400_400/B56ZP_Kg9KHoAg-/0/1735152767347?e=2147483647&v=beta&t=OyfEvGTQmTTFhDM9li7kR3W_68Tjkt3TxGYabcMtw8M" 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-3 h-3 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" 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> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQFi-SQKNEEhXQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1675125814300?e=2147483647&v=beta&t=LuV3ew8FFAIiQ74u5hkp-sklCnNBe3inZMjHHFyapUc" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 262 contributions </span> <span class="before:middot pt-0.5"> 4 days ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Ensure the success of your machine learning projects by balancing the need for speed with the critical importance of data security. Learn how to convince your team. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/data-engineers-ml-teams-clashing-over-project-vrnrf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Data engineers and ML teams are clashing over project priorities. How do you align their expectations?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQEzg69QjPt9XQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658077046?e=2147483647&v=beta&t=nKvtlfuEI0-MpHuTCzDFDya1XlR5pakIUWzCVodvp5o"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/data-engineers-ml-teams-clashing-over-project-vrnrf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Data engineers and ML teams are clashing over project priorities. How do you align their expectations?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5103AQG-bDhfzyjtDw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1555288992134?e=2147483647&v=beta&t=cV3I0dI8_URobKmQwLUMsXNJ_VJAjAaB87SHbittdd8" 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-3 h-3 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" 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> </div>  </div> <span class="pr-0.5 pt-0.5"> 38 contributions </span> <span class="before:middot pt-0.5"> 3 weeks ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Harmonize your data engineering and ML teams by setting common goals, holding regular check-ins, and creating a collaborative roadmap. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youre-shifting-from-traditional-advanced-machine-ihjlf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're shifting from traditional to advanced machine learning models. What hurdles will you encounter?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQFPolfThC4X8g/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658051934?e=2147483647&v=beta&t=p0ENWi0Z1ICPAly_xMyU0m9BoaZ7oi6Hx5HYvL0HMRU"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/youre-shifting-from-traditional-advanced-machine-ihjlf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're shifting from traditional to advanced machine learning models. What hurdles will you encounter?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQGy5MGgraJ_mA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1705558017233?e=2147483647&v=beta&t=WgyCShwVj6_Gzf8rfwLD-Ro7KOEmHAoE5HUX1kTJ1Ak" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQEL7CYbziRPWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1649414741068?e=2147483647&v=beta&t=1hh0tqBTqvdx2A62tAxI08zkYxsMHHtaXL_Yfz2OWi0" 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-3 h-3 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" 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> </div>  </div> <span class="pr-0.5 pt-0.5"> 94 contributions </span> <span class="before:middot pt-0.5"> 3 weeks ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youre-navigating-team-dynamics-varying-ml-knowledge-o7n1f" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're navigating team dynamics with varying ML knowledge. How do you align stakeholder feedback effectively?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQHvRTpBwdxqtw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658043209?e=2147483647&v=beta&t=iWkDWR60K7eQ7p5et41_PZZ0UteDgPhZKRfiL8yC0CM"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/youre-navigating-team-dynamics-varying-ml-knowledge-o7n1f" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're navigating team dynamics with varying ML knowledge. How do you align stakeholder feedback effectively?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQFi-SQKNEEhXQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1675125814300?e=2147483647&v=beta&t=LuV3ew8FFAIiQ74u5hkp-sklCnNBe3inZMjHHFyapUc" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5103AQG-bDhfzyjtDw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1555288992134?e=2147483647&v=beta&t=cV3I0dI8_URobKmQwLUMsXNJ_VJAjAaB87SHbittdd8" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 28 contributions </span> <span class="before:middot pt-0.5"> 2 weeks ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Tackle the challenge of aligning feedback within a team diverse in ML knowledge. Use these strategies to facilitate clear communication and understanding. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youre-integrating-new-machine-learning-methods-joegc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're integrating new machine learning methods into legacy systems. How do you ensure compatibility?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQH21AQOhpYLmQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658055651?e=2147483647&v=beta&t=m_lLhzTw8IVbiGC37_1l-A67W1qh4XdR6Kcs9GyQyw0"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/youre-integrating-new-machine-learning-methods-joegc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're integrating new machine learning methods into legacy systems. How do you ensure compatibility?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGpYVT_IQuERA/profile-displayphoto-shrink_400_400/B4DZSXORZKG4Ag-/0/1737703889656?e=2147483647&v=beta&t=LTHP1LDKrvL9VpRqe6zVNJJuaVlhglHJeCLeaEKVk6w" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQGcmGVADSNGVA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691028986572?e=2147483647&v=beta&t=wFUGsZAQzIs1A3ro6wUiJ0MDoaKbbUBqmqyw-cvs564" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 229 contributions </span> <span class="before:middot pt-0.5"> 1 week ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/integrating-data-pipelines-ml-models-feels-overwhelming-6begf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Integrating data pipelines with ML models feels overwhelming. What techniques can simplify this process?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQH21AQOhpYLmQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658055651?e=2147483647&v=beta&t=m_lLhzTw8IVbiGC37_1l-A67W1qh4XdR6Kcs9GyQyw0"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/integrating-data-pipelines-ml-models-feels-overwhelming-6begf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Integrating data pipelines with ML models feels overwhelming. What techniques can simplify this process?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" 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> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQG6H22Tx02UrA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1726133248336?e=2147483647&v=beta&t=D14ZZKMVje52eaAGJhwCLpbKsd_kZXuirKmJUQfKBGw" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQFiV6KNjTjVgA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1672063227652?e=2147483647&v=beta&t=KeMg7ASelfLn1PSdX0ugIc8Z73Xmyi1KrYIm_yTBLlA" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 37 contributions </span> <span class="before:middot pt-0.5"> 3 weeks ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/your-team-divided-over-model-performance-metrics-qimxc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your team is divided over model performance metrics. How do you find common ground?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQGh7k_D05nmUQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658059075?e=2147483647&v=beta&t=spxzQ2qJKzw9-NunAhGDloSJAmtlih_2s2yz2BJiBow"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/your-team-divided-over-model-performance-metrics-qimxc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your team is divided over model performance metrics. How do you find common ground?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQHCJhwlIMDscA/profile-displayphoto-shrink_400_400/B56ZT1vRncHQAk-/0/1739289600086?e=2147483647&v=beta&t=fW_xPfLI3fRoW6wraDMFrFxDri-tc-R-pQ-2hyVwMx4" 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-3 h-3 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" 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> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQF7se1aQA4OIg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1728815643635?e=2147483647&v=beta&t=ozAooR5ZaYWnT5DVL2XPtug3EqRkkDwO-_f771izuC4" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 35 contributions </span> <span class="before:middot pt-0.5"> 3 weeks ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Resolve team conflicts over model performance metrics by encouraging open dialogue, aligning with business objectives, and educating on metric strengths. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/your-team-faces-resistance-from-external-consultants-g2uke" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your team faces resistance from external consultants. How do you defend your model selection decisions?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQGE4lmv8FGtkg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658082469?e=2147483647&v=beta&t=8RT7h91E4BENm-ZUcXDOJhhzF1-DnpzpprfbXJCsHPg"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/your-team-faces-resistance-from-external-consultants-g2uke" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your team faces resistance from external consultants. How do you defend your model selection decisions?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQGxqkBrjRz9kw/profile-displayphoto-shrink_400_400/B56ZRyl4URHwAg-/0/1737089322629?e=2147483647&v=beta&t=xT0CEtNdMqVu7J1WHffCQzIfA6EGcLumfmBwo5unk0k" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQHtLAYi4p-dHw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1719041393333?e=2147483647&v=beta&t=f6IwZHh_JndaN-AUw2eiqGuzcmzaMeWU8IytXu2YwZE" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQFIYHmnDVVh4A/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1708553229153?e=2147483647&v=beta&t=w0zMauFwOEBFTos5o7a6NqgOI4kzEORoej2xMmWuTQ8" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 39 contributions </span> <span class="before:middot pt-0.5"> 2 weeks ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Facing pushback on your model selection from consultants? Defend your decisions effectively by presenting data, citing successes, and fostering dialogue. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youre-faced-conflicting-opinions-machine-learning-1m3bc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're faced with conflicting opinions on machine learning algorithms. How do you make the right choice?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQHKTiWbmTSGSQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658063445?e=2147483647&v=beta&t=JlAyrxuHMN5tn0Y1m2WhnVEF0KT7XazyZdF1JvqvlCQ"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/youre-faced-conflicting-opinions-machine-learning-1m3bc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're faced with conflicting opinions on machine learning algorithms. How do you make the right choice?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQGBfnnNXNcGIA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1726397893645?e=2147483647&v=beta&t=RYSx2ZkWY26y395B_oaP0dsPmd50IhNZN5hBBMe4f7A" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGPd99WmI0GiA/profile-displayphoto-shrink_400_400/B4DZRzFnlUHYAg-/0/1737097641035?e=2147483647&v=beta&t=ohYjkJ50Z3miNzcF1whRXroinxEnG2fgCAoSnJU9EXA" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQFs2MQEOIc3sQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1623162155945?e=2147483647&v=beta&t=DjiBrpZUpPv5zRPGPnlxyuE1OWDTGF_cWK1jHsIQKSo" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 187 contributions </span> <span class="before:middot pt-0.5"> 3 weeks ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/your-clients-disappointed-ai-solutions-how-can-zsrgf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your clients are disappointed with AI solutions. How can you address their unmet expectations effectively?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQGYYx1k7YJ0Qg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658057856?e=2147483647&v=beta&t=yv-EkWthIMNFlxXQi75VLMVQPhjpaaupfMshTIyGQPg"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/your-clients-disappointed-ai-solutions-how-can-zsrgf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your clients are disappointed with AI solutions. How can you address their unmet expectations effectively?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQHmmKNUnh2REw/profile-displayphoto-shrink_400_400/B4DZT0_geWHYAg-/0/1739277076742?e=2147483647&v=beta&t=u6cyAEsbEMpFCdTCahdp4aByXwE06q1icVFl1vQyjag" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C4D03AQHI8NQTUeDrgA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1578067798956?e=2147483647&v=beta&t=4qfYgnVjSttoo_TaRqkZ10fKl1edYPIL5EOi6qzDTTU" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQFi-SQKNEEhXQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1675125814300?e=2147483647&v=beta&t=LuV3ew8FFAIiQ74u5hkp-sklCnNBe3inZMjHHFyapUc" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 84 contributions </span> <span class="before:middot pt-0.5"> 4 days ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">When clients are let down by AI solutions, address their concerns effectively. Listen actively, manage expectations, and provide thorough training for better… </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-balancing-accuracy-interpretability-your-zpeve" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're balancing accuracy and interpretability in your projects. How do you decide which model to use?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQFTlkp4ml9Xkw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658084806?e=2147483647&v=beta&t=CHV5oBpmvpyefZEl_LHbpEoD6wmxh0XuO3co9o1Kc3Y"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-balancing-accuracy-interpretability-your-zpeve" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're balancing accuracy and interpretability in your projects. 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Explore strategies that help balance these key factors effectively. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/your-machine-learning-model-struggling-changing-mwwjf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your machine learning model is struggling with changing data patterns. 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How do you tackle this challenge?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQG3Ygh_OoSw2g/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658072812?e=2147483647&v=beta&t=PdLG262I1COTmteIXw3iP4p8Q_a54Kz2Q56ahQURTvc"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/your-ml-team-struggling-limited-data-how-do-you-e6fsc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your ML team is struggling with limited data. How do you tackle this challenge?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" 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> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQGR4weMPDX3bw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1708512283297?e=2147483647&v=beta&t=VAyJnt3J6YeDaiv4CAWglCGcuEt_m_HxwYQ6Px7B5N0" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 156 contributions </span> <span class="before:middot pt-0.5"> 1 week ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Address limited data in machine learning with strategies like data augmentation, transfer learning, and synthetic data generation. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youre-drowning-work-tasks-how-do-you-keep-up-latest-zdfne" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're drowning in work tasks. How do you keep up with the latest in machine learning trends?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQHP0-CqMzo5xw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658049936?e=2147483647&v=beta&t=M0Q7kCvQr8TT4dEgxJsz0i8I8tuhJIzWIeeFs_BzIKc"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/youre-drowning-work-tasks-how-do-you-keep-up-latest-zdfne" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're drowning in work tasks. How do you keep up with the latest in machine learning trends?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQFi-SQKNEEhXQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1675125814300?e=2147483647&v=beta&t=LuV3ew8FFAIiQ74u5hkp-sklCnNBe3inZMjHHFyapUc" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQH15qLHNDhIYg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1706897235668?e=2147483647&v=beta&t=YngOm034MHYFsCl0XqlS0A2OVX9srB2iGRltpL3nnfA" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQEE92CAdivovw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1727542552407?e=2147483647&v=beta&t=s1XMZHST4l8f5z1NeaBc8RWT2OO5dukhqpVDGbCUV-0" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 119 contributions </span> <span class="before:middot pt-0.5"> 2 weeks ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Stay informed about machine learning while managing a busy workload. Read expert blogs, engage in forums, and attend key webinars to keep up with trends. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/your-machine-learning-models-need-scale-real-time-wfile" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your machine learning models need to scale for real-time data. Can you meet the challenge?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQEOxGB1ZtMtug/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658041328?e=2147483647&v=beta&t=73UcjdQzDTu5s6s3xTNaKt6zaE9pvFDcefMC8egC9FQ"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/your-machine-learning-models-need-scale-real-time-wfile" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your machine learning models need to scale for real-time data. Can you meet the challenge?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQGoEMaLN81sXg/profile-displayphoto-shrink_400_400/B4EZTCqr0qHcAk-/0/1738432758667?e=2147483647&v=beta&t=9vAoK9qi6SktGQjhMqTYQ6HNCdwXHTkg9bCw5Ln0E74" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQGJBSbcw2-tFg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1731427327792?e=2147483647&v=beta&t=pqRf_lx9miu-o2clhGZOhQSp3d6Nkd24QFKZhwoGt90" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 53 contributions </span> <span class="before:middot pt-0.5"> 3 weeks ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youre-navigating-model-complexity-machine-learning-0rilc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're navigating model complexity in Machine Learning. How do you maintain predictive performance?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQGktDdIj4p_EQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658061483?e=2147483647&v=beta&t=Cz2j6JONctejOrvmSbP8f1v7nhYdH__yyvOrswAEX_g"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/youre-navigating-model-complexity-machine-learning-0rilc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're navigating model complexity in Machine Learning. 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data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Balancing accuracy and cost in your ML workflow: Are you ready to optimize your strategy?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQHHBMn-joospg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1718301123075?e=2147483647&v=beta&t=TGFMwHU6bC3OBX-Jmd6tVhH-DGgUDzxKNopABQaJ0uw" 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data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 15 contributions </span> <span class="before:middot pt-0.5"> 2 weeks ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Find out how to strike the perfect balance between cost and accuracy in your machine learning workflow. 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How can you ensure data privacy and security?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQHgZr8X-RXF8Q/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658046285?e=2147483647&v=beta&t=GkMFsh9XYJfnLs1FOUJbjC3iwf1KwWnW_vINwaxvfug"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-diving-novel-ml-approaches-your-projects-8b14e" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're diving into novel ML approaches for your projects. 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Enhance your project's security today. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-navigating-ever-evolving-world-machine-learning-hdt0c" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're navigating the ever-evolving world of machine learning. How do you keep your skills up-to-date?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQFmO5Xny_P-Rg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658061471?e=2147483647&v=beta&t=O2rw0_pc2NjBXn49RBhdWfR8L1I_qysEW-Sf5ysNMsc"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-navigating-ever-evolving-world-machine-learning-hdt0c" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're navigating the ever-evolving world of machine learning. How do you keep your skills up-to-date?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQEDXpn65rMQKg/profile-displayphoto-shrink_400_400/B56ZSXg9wAGUAg-/0/1737708789719?e=2147483647&v=beta&t=P50QC8hK6pCpjFQ_EaOmLFO839p4m04euknYeyIckus" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5103AQG-bDhfzyjtDw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1555288992134?e=2147483647&v=beta&t=cV3I0dI8_URobKmQwLUMsXNJ_VJAjAaB87SHbittdd8" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 17 contributions </span> <span class="before:middot pt-0.5"> 2 weeks ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Stay current in machine learning with online courses, professional communities, and regular practice. Ensure your skills remain sharp and relevant. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-balancing-model-performance-data-privacy-vskrf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're balancing model performance with data privacy. 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Use anonymization, encryption, and access controls to navigate this. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/your-business-goals-machine-learning-outcomes-dkqje" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your business goals and machine learning outcomes are at odds. 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How do you prioritize tasks effectively?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQEsEXH_OJQVFA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658074115?e=2147483647&v=beta&t=lE0Rj5tS_Vs6pVwps_gGtVmbMWrIlxM5e5P-ey4JQJc"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-facing-conflicting-timelines-deadlines-ml-p3v8f" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're facing conflicting timelines and deadlines in an ML project. 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Tackle urgent tasks first and communicate effectively with stakeholders. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/your-ml-models-vulnerable-data-breaches-how-can-pxsrf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your ML models are vulnerable to data breaches. How can you secure them effectively?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQFmO5Xny_P-Rg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658061471?e=2147483647&v=beta&t=O2rw0_pc2NjBXn49RBhdWfR8L1I_qysEW-Sf5ysNMsc"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/your-ml-models-vulnerable-data-breaches-how-can-pxsrf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your ML models are vulnerable to data breaches. 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How do you mediate the conflict?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQHssDKGYb0M_A/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1681366727936?e=2147483647&v=beta&t=kmb4ywis3bIJrcWOmgIaHv_IdgioTTdq935DOS3cLRA" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQGW2h4obQp6Xg/profile-displayphoto-shrink_400_400/B56ZQHGUYxH0Ag-/0/1735285884850?e=2147483647&v=beta&t=fepcJPMZ7tvyQCzbhrNUD0EuCeM7BD6EyxwpIie0dRY" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQH12Ko8I7EjdQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1704257393520?e=2147483647&v=beta&t=Win1Xy98eAdOt2kvLb5qE0kLfwZJoc_0LAGY0IlSmHw" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 10 contributions </span> <span class="before:middot pt-0.5"> 1 week ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Resolve conflicts between data engineers and ML developers with clear communication, defined roles, and collaborative prioritization. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/balancing-data-privacy-model-accuracy-machine-uvc8e" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Balancing data privacy and model accuracy in machine learning projects: How do you make the right trade-offs?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQEcgQswS6rsig/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658073538?e=2147483647&v=beta&t=hMkdhFg3f4N7fjgeP_GAN_bWVY__jUYY6v25JNPR3KU"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/balancing-data-privacy-model-accuracy-machine-uvc8e" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Balancing data privacy and model accuracy in machine learning projects: How do you make the right trade-offs?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQH15qLHNDhIYg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1706897235668?e=2147483647&v=beta&t=YngOm034MHYFsCl0XqlS0A2OVX9srB2iGRltpL3nnfA" 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-3 h-3 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" 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> </div>  </div> <span class="pr-0.5 pt-0.5"> 43 contributions </span> <span class="before:middot pt-0.5"> 2 weeks ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Find the balance between data privacy and model accuracy in machine learning projects. Protect identities with anonymization and use differential privacy techniques. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/your-team-relies-smooth-workflow-productivity-99t4c" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your team relies on a smooth workflow for productivity. How can new ML tools fit in seamlessly?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQFTlkp4ml9Xkw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658084806?e=2147483647&v=beta&t=CHV5oBpmvpyefZEl_LHbpEoD6wmxh0XuO3co9o1Kc3Y"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/your-team-relies-smooth-workflow-productivity-99t4c" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your team relies on a smooth workflow for productivity. How can new ML tools fit in seamlessly?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQGW2h4obQp6Xg/profile-displayphoto-shrink_400_400/B56ZQHGUYxH0Ag-/0/1735285884850?e=2147483647&v=beta&t=fepcJPMZ7tvyQCzbhrNUD0EuCeM7BD6EyxwpIie0dRY" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5103AQG-bDhfzyjtDw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1555288992134?e=2147483647&v=beta&t=cV3I0dI8_URobKmQwLUMsXNJ_VJAjAaB87SHbittdd8" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 10 contributions </span> <span class="before:middot pt-0.5"> 1 month ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Integrate ML tools into your workflow effectively with clear goals, comprehensive training, and regular monitoring to boost productivity. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/your-cross-functional-team-struggling-ml-concepts-xddyc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your cross-functional team is struggling with ML concepts. How can you ensure everyone is on the same page?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQHaWytHSTd79g/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658080603?e=2147483647&v=beta&t=_ep-F9zZKiDHpVye5UYg8d5UpHnyDCrwDvOq5afWGng"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/your-cross-functional-team-struggling-ml-concepts-xddyc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your cross-functional team is struggling with ML concepts. How can you ensure everyone is on the same page?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQG33Sg756g3CA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1674740662535?e=2147483647&v=beta&t=w8eQAvC7rs0HW-PZRdQVk02gaWqrFyyZ9hXcHbU-hYI" 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-3 h-3 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" 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> </div>  </div> <span class="pr-0.5 pt-0.5"> 116 contributions </span> <span class="before:middot pt-0.5"> 1 month ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Ensure your cross-functional team understands machine learning concepts with targeted training, shared resources, and peer learning. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/your-team-members-doubt-complexity-machine-learning-akyqc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your team members doubt the complexity of machine learning solutions. How can you prove them wrong?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQEOxGB1ZtMtug/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658041328?e=2147483647&v=beta&t=73UcjdQzDTu5s6s3xTNaKt6zaE9pvFDcefMC8egC9FQ"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/your-team-members-doubt-complexity-machine-learning-akyqc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your team members doubt the complexity of machine learning solutions. How can you prove them wrong?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5103AQG-bDhfzyjtDw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1555288992134?e=2147483647&v=beta&t=cV3I0dI8_URobKmQwLUMsXNJ_VJAjAaB87SHbittdd8" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQH7RLTercFGSg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1610125919856?e=2147483647&v=beta&t=uKzZEpZVOmFYtOJwK6z9fAoVsKjXlrO9cKh5XE8pFTQ" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 12 contributions </span> <span class="before:middot pt-0.5"> 1 month ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youre-debating-model-accuracy-versus-business-bpmyc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're debating model accuracy versus business impact with your team. How do you find the right balance?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQHcGGdomuWXcA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658068285?e=2147483647&v=beta&t=dCTfm6CI2qdYZgCRPRTWQX2j46NryH1Z5BX075RQeEo"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/youre-debating-model-accuracy-versus-business-bpmyc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're debating model accuracy versus business impact with your team. How do you find the right balance?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5103AQG-bDhfzyjtDw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1555288992134?e=2147483647&v=beta&t=cV3I0dI8_URobKmQwLUMsXNJ_VJAjAaB87SHbittdd8" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQH12Ko8I7EjdQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1704257393520?e=2147483647&v=beta&t=Win1Xy98eAdOt2kvLb5qE0kLfwZJoc_0LAGY0IlSmHw" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 22 contributions </span> <span class="before:middot pt-0.5"> 1 month ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Strike the perfect balance between data model accuracy and business impact with these insightful strategies. Prioritize, consider context, and collaborate. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/your-business-team-demands-unrealistic-machine-q7r1e" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your business team demands unrealistic machine learning results. How do you manage their expectations?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQE0np9r03fLMg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658063997?e=2147483647&v=beta&t=UjYr7eQRIa9PKfGYXzBZTf3rsUGqz77tKWxWhwWqQZs"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/your-business-team-demands-unrealistic-machine-q7r1e" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your business team demands unrealistic machine learning results. How do you manage their expectations?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5103AQG-bDhfzyjtDw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1555288992134?e=2147483647&v=beta&t=cV3I0dI8_URobKmQwLUMsXNJ_VJAjAaB87SHbittdd8" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQEmSWPLkkc6kw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1724050256168?e=2147483647&v=beta&t=7Q4nMsjZJdxzrRo9s0npxfyxY9vGivX0xDC3itbw_hg" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGN-56XOjTfVQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1683836179948?e=2147483647&v=beta&t=i4toEGJjvf24gLs_EglKiPKivIBali1cHQWT42EYhRM" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 19 contributions </span> <span class="before:middot pt-0.5"> 1 month ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/technologies-evolving-faster-than-ever-machine-a1lxc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Technologies are evolving faster than ever in machine learning. How can you stay ahead?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQH21AQOhpYLmQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658055651?e=2147483647&v=beta&t=m_lLhzTw8IVbiGC37_1l-A67W1qh4XdR6Kcs9GyQyw0"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/technologies-evolving-faster-than-ever-machine-a1lxc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Technologies are evolving faster than ever in machine learning. How can you stay ahead?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQE2E7qKEOoZng/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1692978796665?e=2147483647&v=beta&t=Xi4QoEp-ph-v39yl83TjUV5w-S1nfSy5xpbsTzdY5Qs" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQHIg1maOWm3Ug/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1683428764794?e=2147483647&v=beta&t=-KfkgYZZwjJULrmmWgOwnP8ys_6gNSZJTXNGktcSH6s" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQECQt727uLYow/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1720007671010?e=2147483647&v=beta&t=QHWmTWVndwCDl02_JY9vSXoAlRxtVBxowAoCkATTCxQ" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 17 contributions </span> <span class="before:middot pt-0.5"> 5 days ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Stay ahead in the rapidly evolving field of machine learning by engaging in continuous learning, joining professional communities, and experimenting with new tools. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/your-team-convinced-ai-replace-human-intervention-caw1f" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your team is convinced AI will replace human intervention. How can you manage their expectations effectively?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQHaWytHSTd79g/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658080603?e=2147483647&v=beta&t=_ep-F9zZKiDHpVye5UYg8d5UpHnyDCrwDvOq5afWGng"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/your-team-convinced-ai-replace-human-intervention-caw1f" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your team is convinced AI will replace human intervention. How can you manage their expectations effectively?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQE2E7qKEOoZng/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1692978796665?e=2147483647&v=beta&t=Xi4QoEp-ph-v39yl83TjUV5w-S1nfSy5xpbsTzdY5Qs" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQE_7qIm25EDEg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1715265550561?e=2147483647&v=beta&t=-hfIMmBlIgnTta_qy3FV1efFPjfaou7z0oeqpVvnqFc" 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-3 h-3 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" 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> </div>  </div> <span class="pr-0.5 pt-0.5"> 13 contributions </span> <span class="before:middot pt-0.5"> 5 days ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Manage your team's expectations about AI taking over jobs by emphasizing human creativity, showcasing supportive roles of AI, and promoting adaptability. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-debating-role-ai-business-processes-how-rmdae" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're debating the role of AI in business processes. How do you convince your team of its potential impact?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQE9RSzToVnxNg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658038991?e=2147483647&v=beta&t=TgjSt3VHT3tqMQrnC_nPMztXz1ydfHpV5jcc63HWE-g"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-debating-role-ai-business-processes-how-rmdae" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're debating the role of AI in business processes. How do you convince your team of its potential impact?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQGc4yzDskctjw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1654028607806?e=2147483647&v=beta&t=ltpeZe9RJSkF8z3JkEtr6QC4AGhRiCdFo7GFVCMvaKI" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5103AQG-bDhfzyjtDw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1555288992134?e=2147483647&v=beta&t=cV3I0dI8_URobKmQwLUMsXNJ_VJAjAaB87SHbittdd8" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQH7RLTercFGSg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1610125919856?e=2147483647&v=beta&t=uKzZEpZVOmFYtOJwK6z9fAoVsKjXlrO9cKh5XE8pFTQ" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 8 contributions </span> <span class="before:middot pt-0.5"> 1 month ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Explore strategies to convince your team of AI's business benefits. Address concerns and demonstrate how artificial intelligence can boost efficiency. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/domain-experts-feel-sidelined-machine-learning-dewdf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Domain experts feel sidelined in a machine learning project. Are you overlooking crucial insights they offer?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQFP5Yv52CakEQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658045054?e=2147483647&v=beta&t=mC-D5J1r48NhDMY2SzvmNhEje7dDhP4NX5U4Dgy4p6Y"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/domain-experts-feel-sidelined-machine-learning-dewdf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Domain experts feel sidelined in a machine learning project. Are you overlooking crucial insights they offer?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" 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> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQGW2h4obQp6Xg/profile-displayphoto-shrink_400_400/B56ZQHGUYxH0Ag-/0/1735285884850?e=2147483647&v=beta&t=fepcJPMZ7tvyQCzbhrNUD0EuCeM7BD6EyxwpIie0dRY" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 11 contributions </span> <span class="before:middot pt-0.5"> 14 hours ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Ensure domain experts' insights are integrated into ML projects with open dialogue, collaborative teams, and expert validation. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-optimizing-your-ml-models-new-data-pipelines-2ysvc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're optimizing your ML models with new data pipelines. How do you ensure these changes boost accuracy?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQHE9FSWqJtpxA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658072130?e=2147483647&v=beta&t=VbDZ-8DnEX7mGp2cp6nwL4QYcypAEB3h876wtP-_KyE"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-optimizing-your-ml-models-new-data-pipelines-2ysvc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're optimizing your ML models with new data pipelines. How do you ensure these changes boost accuracy?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5103AQG-bDhfzyjtDw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1555288992134?e=2147483647&v=beta&t=cV3I0dI8_URobKmQwLUMsXNJ_VJAjAaB87SHbittdd8" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 25 contributions </span> <span class="before:middot pt-0.5"> 1 month ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/your-team-cant-agree-machine-learning-model-how-1cfqf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your team can't agree on a machine learning model. How do you align conflicting priorities?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQEFI9gFXajJNw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658043925?e=2147483647&v=beta&t=aIclyJfoZJR-0el2-pSBmHrcyXjrAqWIpKnRo61YRNg"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/your-team-cant-agree-machine-learning-model-how-1cfqf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your team can't agree on a machine learning model. How do you align conflicting priorities?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQFjXRZVLUiJjQ/profile-displayphoto-shrink_400_400/B56ZUIfdHUHQAg-/0/1739604218764?e=2147483647&v=beta&t=dtNVcSsriD0rHnGJUTVMf6YtjhlItBajIy2LdjGyTLM" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGF3cnViaNlcA/profile-displayphoto-shrink_400_400/B4DZUFCyQ4HYAs-/0/1739546371921?e=2147483647&v=beta&t=nqSB7qs5kcuVrh_MLs0X9vh9QhM_wtu0UI2z0LAvf8E" 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-3 h-3 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" 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> </div>  </div> <span class="pr-0.5 pt-0.5"> 135 contributions </span> <span class="before:middot pt-0.5"> 1 day ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Struggling to align your team on a machine learning model? Facilitate open discussions, use objective criteria, and be ready to compromise. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/you-need-stakeholder-support-your-machine-learning-e2lke" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You need stakeholder support for your machine learning project. How will you secure their buy-in?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQHaWytHSTd79g/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658080603?e=2147483647&v=beta&t=_ep-F9zZKiDHpVye5UYg8d5UpHnyDCrwDvOq5afWGng"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/you-need-stakeholder-support-your-machine-learning-e2lke" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You need stakeholder support for your machine learning project. How will you secure their buy-in?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQGSuWVC8FDM0w/profile-displayphoto-shrink_400_400/B56ZSDP.XZGQAo-/0/1737368791437?e=2147483647&v=beta&t=Q3Pf2KM2AmOsdNhzFp5isQxH0ULbGWQiLI3_YyaI7T0" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQHO0ctpy6VsZw/profile-displayphoto-shrink_400_400/B56ZNcybhcGsAg-/0/1732428544962?e=2147483647&v=beta&t=6umW_ux6ENeQBKotZ_FrQENTYxIndkPGX9GqDEACXjQ" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQHnW-fZV1kOlA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1660709036853?e=2147483647&v=beta&t=Y-TAqStpHrb_wewW69d-6QIwzo1j3UZzihSmGINwKjk" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 26 contributions </span> <span class="before:middot pt-0.5"> 4 weeks ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Get stakeholder support for your machine learning project by aligning with business goals, simplifying concepts, and showcasing ROI. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/your-team-lacks-understanding-data-privacy-how-opvcc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your team lacks understanding of data privacy. How can you make them value its importance?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQHqm2ijZcX9MA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658051973?e=2147483647&v=beta&t=EB1pfi8A9YZ3vNIGSbJ93PNCOWJo0BUBkdDgsEiJLyQ"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/your-team-lacks-understanding-data-privacy-how-opvcc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your team lacks understanding of data privacy. How can you make them value its importance?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" 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> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQEHvJaNjz-e5A/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1713623534797?e=2147483647&v=beta&t=iZ0rhRhAD97N8Pp3ZNity4Rhqh2_XXdB9D87oOLJAH0" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQH12Ko8I7EjdQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1704257393520?e=2147483647&v=beta&t=Win1Xy98eAdOt2kvLb5qE0kLfwZJoc_0LAGY0IlSmHw" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 13 contributions </span> <span class="before:middot pt-0.5"> 2 weeks ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Make your team appreciate data privacy with training, real-world examples, and strict internal policies. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-navigating-conflicting-viewpoints-ml-model-wd0jf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're navigating conflicting viewpoints on ML model choices. How can you ensure effective communication?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQF1Fx2naQhAow/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658074599?e=2147483647&v=beta&t=GjoEQ8PfqcQYpR0M-gydMwWLi7zgKyVb-n3TR5yv_wc"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-navigating-conflicting-viewpoints-ml-model-wd0jf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're navigating conflicting viewpoints on ML model choices. How can you ensure effective communication?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQH12Ko8I7EjdQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1704257393520?e=2147483647&v=beta&t=Win1Xy98eAdOt2kvLb5qE0kLfwZJoc_0LAGY0IlSmHw" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQFJo_RzLm-IJg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1728333326348?e=2147483647&v=beta&t=XpJzdqv7O-9y9VWHt0Hvj9J2r5PeqlKoL1NY7k1Z4eo" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 55 contributions </span> <span class="before:middot pt-0.5"> 1 month ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Navigate conflicting viewpoints on ML models with these key communication strategies. Align goals, encourage structured dialogue, and let data decide. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/stakeholders-expect-too-much-from-your-ml-models-jr7sc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Stakeholders expect too much from your ML models. How do you manage their unrealistic demands?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQFQYZ0n2QvJ0w/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658038504?e=2147483647&v=beta&t=UmzchhYBbyiYfqE4o4nFNd1Kwcwd6oXSletLTGIMJU0"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/stakeholders-expect-too-much-from-your-ml-models-jr7sc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Stakeholders expect too much from your ML models. How do you manage their unrealistic demands?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQH7RLTercFGSg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1610125919856?e=2147483647&v=beta&t=uKzZEpZVOmFYtOJwK6z9fAoVsKjXlrO9cKh5XE8pFTQ" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQFEFkssJGQZow/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1690034636961?e=2147483647&v=beta&t=Y5_6PUZEoKg-ZTwvf9dWiWP5wb_wpZYUeNrOmwvfifo" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 13 contributions </span> <span class="before:middot pt-0.5"> 1 month ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Handle unrealistic stakeholder demands for ML models by educating them, setting clear milestones, and using data to support your points. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/balancing-data-privacy-model-accuracy-your-team-vjclf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Balancing data privacy and model accuracy in your team discussions. How can you find a middle ground?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQHIIK1MGqByqA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658052798?e=2147483647&v=beta&t=e1mGXVx6Lvxxsl-vK5k64zKY7MlIbwfcn0BD2-cJC3g"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/balancing-data-privacy-model-accuracy-your-team-vjclf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Balancing data privacy and model accuracy in your team discussions. How can you find a middle ground?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQH12Ko8I7EjdQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1704257393520?e=2147483647&v=beta&t=Win1Xy98eAdOt2kvLb5qE0kLfwZJoc_0LAGY0IlSmHw" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQF8kdDGkegLzw/profile-displayphoto-shrink_400_400/B56ZOik9f0GwAg-/0/1733599419400?e=2147483647&v=beta&t=jOUHEFr0QL_cWBCTwgKplschwifWCnngHKTYNoHpZL4" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGrie-zNQmlow/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1726605051376?e=2147483647&v=beta&t=BCgn3Bl8plslsl3ox49yhGN5FQkpVF4FQjUHTibson4" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 22 contributions </span> <span class="before:middot pt-0.5"> 1 month ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Balancing data privacy with model accuracy is crucial. Use differential privacy, federated learning, and regular policy reviews to maintain this balance. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youve-received-crucial-feedback-from-non-ml-experts-h0egf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You’ve received crucial feedback from non-ML experts. How do you integrate it into your models?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQHlOAMpAXzqEA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658042378?e=2147483647&v=beta&t=SqZ9vBe6kIxItgEgt5jQWK5imO9NgBjYHaae1NWuV3g"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/youve-received-crucial-feedback-from-non-ml-experts-h0egf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You’ve received crucial feedback from non-ML experts. How do you integrate it into your models?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGCn5RSuU5d7A/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1706971153448?e=2147483647&v=beta&t=CwaIhduxp5KUSjAFeus1VnfTRdffQGG6wPZhOVjcCfU" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 136 contributions </span> <span class="before:middot pt-0.5"> 3 weeks ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youre-tasked-explaining-complex-ml-goals-non-tech-g1apf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're tasked with explaining complex ML goals to non-tech colleagues. How do you make it clear?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQGh7k_D05nmUQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658059075?e=2147483647&v=beta&t=spxzQ2qJKzw9-NunAhGDloSJAmtlih_2s2yz2BJiBow"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/youre-tasked-explaining-complex-ml-goals-non-tech-g1apf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're tasked with explaining complex ML goals to non-tech colleagues. How do you make it clear?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQFEFkssJGQZow/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1690034636961?e=2147483647&v=beta&t=Y5_6PUZEoKg-ZTwvf9dWiWP5wb_wpZYUeNrOmwvfifo" 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-3 h-3 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" 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> </div>  </div> <span class="pr-0.5 pt-0.5"> 38 contributions </span> <span class="before:middot pt-0.5"> 2 months ago </span> </div>  </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youre-facing-tight-schedules-stakeholders-how-r1qgc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're facing tight schedules with stakeholders. How do you simplify complex ML concepts for them?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQEkVw4tg1twIQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658047421?e=2147483647&v=beta&t=fWv1QgPCOzY0SBhM4oGQtE_xzwYaNwGhGPrXG5fEbn8"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/youre-facing-tight-schedules-stakeholders-how-r1qgc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're facing tight schedules with stakeholders. How do you simplify complex ML concepts for them?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" 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> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQGEDD_3tCo8qQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1517720293000?e=2147483647&v=beta&t=Kp73avGZqvZre3G8OR_ilFbZlpBybdXGiQS7x50r2tk" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGmcKBUcxMf_g/profile-displayphoto-shrink_400_400/B4DZP37NUMHYAg-/0/1735031315781?e=2147483647&v=beta&t=uZ_bwUiEwNVOhoVZYthyzkUgObYLkBCgEZ0rc-iJaHE" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 53 contributions </span> <span class="before:middot pt-0.5"> 6 days ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Make complex ML concepts understandable for stakeholders using analogies, visual aids, and a focus on outcomes. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youre-debating-model-choices-within-ml-team-how-kjokc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're debating model choices within the ML team. How can you ensure effective communication?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQGBFCu0JumaDQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658060371?e=2147483647&v=beta&t=8EmbC6wX6jP6neC4UALeikqzXP3lxMMpbN42N5zvao0"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/youre-debating-model-choices-within-ml-team-how-kjokc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're debating model choices within the ML team. How can you ensure effective communication?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C4D03AQE2GOC3CJGdag/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1657917611402?e=2147483647&v=beta&t=9fXgYbPY09kJayRGiaD_BEUs9ym5zUmvfb59X6A_I6g" 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-3 h-3 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" 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> </div>  </div> <span class="pr-0.5 pt-0.5"> 99 contributions </span> <span class="before:middot pt-0.5"> 2 weeks ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Enhance decision-making within your machine learning team by establishing a shared vocabulary, encouraging open dialogue, and utilizing decision-making frameworks. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youre-tasked-improving-model-how-do-you-navigate-0pkzc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're tasked with improving a model. How do you navigate a client's request for sensitive user data access?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQGrtOUg4XPENQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658078207?e=2147483647&v=beta&t=L8bDn1IgjD1AweLbISSxpWvKtc958of75OWTVcRs6to"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/youre-tasked-improving-model-how-do-you-navigate-0pkzc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're tasked with improving a model. How do you navigate a client's request for sensitive user data access?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQED5fUlQ0vPRw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1687778651001?e=2147483647&v=beta&t=sA6QU0nvwIYXr2WE_eXuMYQX3eI6_cloE6oHMHn0S7Q" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C4E03AQF6-7iBDH3gyw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1603348606581?e=2147483647&v=beta&t=0YE203CrLCz8eEsKwAsSzLZj_CstToInrI04n6RE1nw" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQGjR09jmaq5nA/profile-displayphoto-shrink_400_400/B56ZRVcsq5GQAg-/0/1736600374968?e=2147483647&v=beta&t=XmcvQrHw0EaZ06LZyIXg6S5Az0sssO2maqfkHpWs_uE" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 34 contributions </span> <span class="before:middot pt-0.5"> 1 month ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">When clients request sensitive user data, balancing their needs with privacy laws is crucial. Learn how to handle these delicate situations effectively. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/your-team-clashing-over-new-machine-learning-tools-gusye" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your team is clashing over new machine learning tools. How do you resolve the conflicts?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQHlOAMpAXzqEA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658042378?e=2147483647&v=beta&t=SqZ9vBe6kIxItgEgt5jQWK5imO9NgBjYHaae1NWuV3g"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/your-team-clashing-over-new-machine-learning-tools-gusye" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your team is clashing over new machine learning tools. How do you resolve the conflicts?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQEiDPjClx5QGA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1678780331731?e=2147483647&v=beta&t=UHLGpm-LhNYME_jmD7wMxj3MIbv5s4dqHcgEpJjgy-I" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQFBvZVA1SZnuA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1721892111882?e=2147483647&v=beta&t=xwC80t_y6OOIqcKkuNGY0BfYFPznLU8iBfhYkhDgP4Y" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 43 contributions </span> <span class="before:middot pt-0.5"> 1 month ago </span> </div>  </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-assessing-new-ml-technologies-your-projects-5shsc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're assessing new ML technologies for your projects. How do you ensure their long-term viability?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQExgU-N5n0Kcw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658086107?e=2147483647&v=beta&t=nlBK42UYuulWi6QmftLnNXtm3756nxkaQKQdOOQaH28"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-assessing-new-ml-technologies-your-projects-5shsc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're assessing new ML technologies for your projects. How do you ensure their long-term viability?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQEsyW0BzxM1Aw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1718239268616?e=2147483647&v=beta&t=8FXEh8yupL8PIndVTYheULyuQjQjBTMQFPEnOjkzHSw" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQHCJhwlIMDscA/profile-displayphoto-shrink_400_400/B56ZT1vRncHQAk-/0/1739289600086?e=2147483647&v=beta&t=fW_xPfLI3fRoW6wraDMFrFxDri-tc-R-pQ-2hyVwMx4" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQF8LgHXbKVCCg/profile-displayphoto-shrink_400_400/B56ZTwOxC9GQAg-/0/1739197193782?e=2147483647&v=beta&t=CJZ07cb6n82wEewvbLpmSyiBDP3u_huiADO-MLyH7ak" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 37 contributions </span> <span class="before:middot pt-0.5"> 3 weeks ago </span> </div>  </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/business-stakeholders-worried-your-machine-learning-7bfhe" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Business stakeholders are worried about your machine learning models. How can you ease their concerns?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQGIw85H7AhxEg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658050695?e=2147483647&v=beta&t=oWBT94QK5PLJ-QX3ZfEhx3o5WLiI5GD-xyJFhGXiDr0"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/business-stakeholders-worried-your-machine-learning-7bfhe" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Business stakeholders are worried about your machine learning models. How can you ease their concerns?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQGpzuDVxwLVCg/profile-displayphoto-shrink_400_400/B4EZSI5dS.GgAk-/0/1737463552646?e=2147483647&v=beta&t=T4aD7YkFD1OSg0SfQ8ZEj18WNWDkYVYAnRsyDsbkbPg" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQG3kCX0wtNQkw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1732480886277?e=2147483647&v=beta&t=KCAeT_NdgEuykOAXi2y8NZqcdoJoncGZTluxGH9SFBk" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQFnIE5OGHrhtA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1701225978745?e=2147483647&v=beta&t=jo9FJ5EsdERoCOi_kfUdRTQCxboZhGA6wqYPCUAsZVg" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 25 contributions </span> <span class="before:middot pt-0.5"> 2 months ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Address stakeholders' worries about machine learning by explaining processes, showcasing results, and encouraging open dialogue. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/your-machine-learning-models-vulnerable-security-fkxfe" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your machine learning models are vulnerable to security threats. How will you mitigate the risks?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQH9VXXhQvKhMg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658046859?e=2147483647&v=beta&t=DjRUy_qv2_RCGijCdQ9-Z--cDKgF6GsYDUDO9VJ0jUY"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/your-machine-learning-models-vulnerable-security-fkxfe" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your machine learning models are vulnerable to security threats. How will you mitigate the risks?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQEUIZX8sKArQg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1709661870493?e=2147483647&v=beta&t=WkNZRgyNCklZhQzHCvIbsBt_mwhFHKQB5FHVxJVzDc8" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQECQt727uLYow/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1720007671010?e=2147483647&v=beta&t=QHWmTWVndwCDl02_JY9vSXoAlRxtVBxowAoCkATTCxQ" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQEU83MmSwax9Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1729875626696?e=2147483647&v=beta&t=n-h3sc5gAeyDNGG2ermUPlwMDdzKFfjs4cevt7oq72E" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 30 contributions </span> <span class="before:middot pt-0.5"> 1 month ago </span> </div>  </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youre-navigating-machine-learning-projects-how-cmfoe" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're navigating machine learning projects. How do you balance innovation and data privacy effectively?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQEb8yfLVTXLCw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658045821?e=2147483647&v=beta&t=vlGMYH1_IAPsg6CYXRhdplKus4_wYvjs1J00EYeeyb8"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/youre-navigating-machine-learning-projects-how-cmfoe" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're navigating machine learning projects. How do you balance innovation and data privacy effectively?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQHKH9ulzGlgFw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1623852309656?e=2147483647&v=beta&t=QRxFu_HNmpsoSfvhSsHXi_TviLKjdap3GSHBj21se6I" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 30 contributions </span> <span class="before:middot pt-0.5"> 3 weeks ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-navigating-data-privacy-concerns-clients-zwovc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're navigating data privacy concerns with clients. How can you maintain machine learning accuracy?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQH3hS1JEF-XLg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658040155?e=2147483647&v=beta&t=VY994TxZ0g8bK1eb0GmhO31iXJ8QvAGUGw-9HJ4pHOA"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-navigating-data-privacy-concerns-clients-zwovc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're navigating data privacy concerns with clients. How can you maintain machine learning accuracy?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQHKH9ulzGlgFw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1623852309656?e=2147483647&v=beta&t=QRxFu_HNmpsoSfvhSsHXi_TviLKjdap3GSHBj21se6I" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C4E03AQGm7SvqXrVfDQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1600594803556?e=2147483647&v=beta&t=wHomg8yv1oyB1lchRy0PbJuVshtrpYMJeAitsxD6tCc" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 30 contributions </span> <span class="before:middot pt-0.5"> 3 weeks ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Balance data privacy and machine learning accuracy with anonymization, differential privacy, and federated learning. Ensure client trust and model performance. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/your-client-doubts-value-advanced-machine-learning-wgu2c" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your client doubts the value of advanced machine learning models. How can you convince them of its benefits?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQHE9FSWqJtpxA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658072130?e=2147483647&v=beta&t=VbDZ-8DnEX7mGp2cp6nwL4QYcypAEB3h876wtP-_KyE"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/your-client-doubts-value-advanced-machine-learning-wgu2c" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your client doubts the value of advanced machine learning models. 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Explore strategies to maintain this balance effectively. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/your-team-needs-master-latest-machine-learning-5jhrc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your team needs to master the latest machine learning tools. 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How do you make the right decision?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQFzItUXVIZ70w/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658057208?e=2147483647&v=beta&t=41GwCv7Y9sOgC2N3Y2J25t8bEdeR0nuNHgebe3K9m0Q"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/new-ml-tools-present-conflicting-benefits-how-z4cec" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">New ML tools present conflicting benefits. 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How can you clarify their probabilistic nature?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQHWwlAfC1vjVQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658053601?e=2147483647&v=beta&t=z0jyrAWFllGjLFQxvuRfcfBqWtZ__9vKmK3S7rHhON4"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-facing-client-confused-ai-predictions-how-89fjf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're facing a client confused about AI predictions. 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How can you upskill them effectively?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQHhxg1EyO24Bw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1724243073083?e=2147483647&v=beta&t=Y9D5bDADKmeGmfEUGshgnMB1T3N0oiUZ0FQYtOUwcb8" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQH9rZx3TafSpQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1718256095462?e=2147483647&v=beta&t=3emKhrTli9hWuhZQfI-Ho6oFy7pmAosPrDlNE7ZbXNA" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 41 contributions </span> <span class="before:middot pt-0.5"> 1 month ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Enhance your team's machine learning skills with targeted training and practical projects. Discover strategies for effective upskilling in tech. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youre-tackling-healthcare-ml-project-how-can-you-tvgpe" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're tackling a healthcare ML project. 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How can you balance data privacy and model performance optimization?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGsUcTqhe2dDw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1701536149605?e=2147483647&v=beta&t=IFteZVOtGRxw4TYCQdi5RTrigxRJOKIPfnY6mSckWkk" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQEtDT2ajGYsgw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1700831060210?e=2147483647&v=beta&t=40-MZwfv0oDFRiEuo1sH9dqGtmnqxMDKLciRa1O82Ks" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 27 contributions </span> <span class="before:middot pt-0.5"> 1 month ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">In healthcare ML, balancing data privacy with model optimization is key. Use anonymization, differential privacy, and regular audits to achieve this delicate… </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-developing-machine-learning-applications-9yfrf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="You're developing machine learning applications. How can you protect user privacy while ensuring data access?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQGBFCu0JumaDQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658060371?e=2147483647&v=beta&t=8EmbC6wX6jP6neC4UALeikqzXP3lxMMpbN42N5zvao0"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-developing-machine-learning-applications-9yfrf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">You're developing machine learning applications. How can you protect user privacy while ensuring data access?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQEK3jvWAC9aug/profile-displayphoto-shrink_400_400/B4DZQ5UK5aHcAg-/0/1736128377500?e=2147483647&v=beta&t=YorVI_kMuadsf_bLGvEDU53_nXYhMjn8M9C3b9T3YIg" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQFt_I0hdU4Vww/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1723219651769?e=2147483647&v=beta&t=jMKEJt5t5uM5knrN6RazenK2H6-M7oxP6GwqEuqwtGg" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 17 contributions </span> <span class="before:middot pt-0.5"> 1 month ago </span> </div>  </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/your-machine-learning-models-falling-behind-accuracy-phszc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your machine learning models are falling behind in accuracy. How can you keep them relevant?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQHgZr8X-RXF8Q/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658046285?e=2147483647&v=beta&t=GkMFsh9XYJfnLs1FOUJbjC3iwf1KwWnW_vINwaxvfug"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/your-machine-learning-models-falling-behind-accuracy-phszc" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your machine learning models are falling behind in accuracy. How can you keep them relevant?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" 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> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" 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</span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/your-client-insists-maximum-model-accuracy-what-oaqnf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your client insists on maximum model accuracy, but at what cost to data privacy in machine learning projects?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQGdOc2WxgrysA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674658062154?e=2147483647&v=beta&t=g-yX2NWaSkd9Zv7nizq_4p-uu2aCeidLoFBedDwOSaw"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/your-client-insists-maximum-model-accuracy-what-oaqnf" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="min-w-0 !no-underline babybear:w-full"> <h2 class="mb-1 overflow-hidden break-words font-sans text-lg font-[500] babybear:text-md">Your client insists on maximum model accuracy, but at what cost to data privacy in machine learning projects?</h2> <div class="content-hub-contribution mb-1 mt-0.5 flex flex-row flex-wrap font-sans text-xs !font-[400] text-color-text-low-emphasis !no-underline babybear:text-[10px]"> <div class="face-pile flex !no-underline flex-shrink-0"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGt-z6559HyWg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1691945472232?e=2147483647&v=beta&t=Auu4QYiTRQQl0gen51xKyUhjztVPEnDa7YMWweVFK1Y" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQGwUHeci0m0jQ/profile-displayphoto-shrink_400_400/B56ZN0OHYiGwAk-/0/1732821678349?e=2147483647&v=beta&t=Y1clGM1wgU8lKEwnYSH078sEF4uV3v1_3wBxno9thZ8" 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-3 h-3 face-pile__image border-1 border-solid border-color-transparent -ml-1.5 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQH12Ko8I7EjdQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1704257393520?e=2147483647&v=beta&t=Win1Xy98eAdOt2kvLb5qE0kLfwZJoc_0LAGY0IlSmHw" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div>  </div> <span class="pr-0.5 pt-0.5"> 33 contributions </span> <span class="before:middot pt-0.5"> 1 month ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Navigate the delicate balance between model accuracy and data privacy in your machine learning projects with these effective strategies. Protect user data while… </p> </a>  </div> </div> </a> </div> </div> </section> <section class="right-rail papabear:w-right-rail-width papabear:ml-column-gutter mamabear:max-w-[790px] mamabear:px-mobile-container-padding babybear:max-w-[790px] babybear:px-mobile-container-padding"> <div class="content-hub-topic-right-rail "> <div class="content-hub-topics ml-1 mt-4 babybear:mt-0 babybear:max-w-md"> <h2 class="mb-2 font-sans text-xl font-bold babybear:text-lg"> More to explore </h2> <a class="pill mb-1.5 !min-h-[36px] w-fit rounded-full hover:no-underline" href="https://www.linkedin.com/pulse/topics/engineering-s166/civil-engineering-s1210/" data-tracking-control-name="content-hub-topic-page-Civil Engineering" data-tracking-will-navigate>Civil Engineering</a> <a class="pill mb-1.5 !min-h-[36px] w-fit rounded-full hover:no-underline" href="https://www.linkedin.com/pulse/topics/engineering-s166/data-science-s50061/" data-tracking-control-name="content-hub-topic-page-Data Science" 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