Data Mining Collaborative Articles - 100 Articles on Data Mining

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class="content-hub-entities !no-underline"> <div class="content-hub-entity-card-redesign mt-3 mb-4 flex flex-row"> <img alt="Your key stakeholder is disengaged from data mining. How will you steer the project towards success?" 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/D4E12AQEA4DP0NI6JrQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666315045?e=2147483647&v=beta&t=aCfkMq2puYg5DSxPDY9kbkVyVAYKx0Ft5tI8EKzaMOA"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/your-key-stakeholder-disengaged-from-data-mining-how-ismqe" 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 key stakeholder is disengaged from data mining. How will you steer the project towards success?</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/D4E03AQFLYBA_ga47zg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1706733809620?e=2147483647&v=beta&t=CZ5Gkz2cIfYtriTk0LonyB9JXlh3mWc9vHJPV3xXh0k" 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"> 3 contributions </span> <span class="before:middot pt-0.5"> 13 hours ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Learn how to steer your data mining project to success by re-engaging key stakeholders. Demonstrate value, simplify communication, and facilitate collaboration. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-drowning-missing-data-your-mining-analysis-which-xaq1e" 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 missing data for your data mining analysis. Which pieces should you tackle first?" 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/D4E12AQEA4DP0NI6JrQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666315045?e=2147483647&v=beta&t=aCfkMq2puYg5DSxPDY9kbkVyVAYKx0Ft5tI8EKzaMOA"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-drowning-missing-data-your-mining-analysis-which-xaq1e" 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 missing data for your data mining analysis. Which pieces should you tackle first?</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/D4D03AQH1EUlXXC7kwg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1727186311234?e=2147483647&v=beta&t=gEE18-v7tMM2bD16YSnCBRHm-Jryeco2h0sGVIfYHEU" 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"> 1 contribution </span> <span class="before:middot pt-0.5"> 17 hours ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Struggling with missing data in your analysis? Prioritize key data points, use imputation methods, and validate to maintain integrity. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youre-facing-resistance-funding-data-infrastructure-f8fgc" 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 resistance on funding data infrastructure. How can you win over the stakeholders?" 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/D4E12AQHkMrXAbheqbA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666290300?e=2147483647&v=beta&t=K5_8zWAa3QlzzAZJ5UDYFcU7j9eYwj8eP6IsbfaD2V8"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/youre-facing-resistance-funding-data-infrastructure-f8fgc" 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 on funding data infrastructure. How can you win over the stakeholders?</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/D4E03AQHS7sr5eVFS-g/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1730731237617?e=2147483647&v=beta&t=lukBAq3lN59bsPBLOr5REnm3SaW8_Jo4-jhVAk_2upo" 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/C4E03AQGD6jsaWppGRQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1516187464536?e=2147483647&v=beta&t=GAOS3W1JeigwCk3VrnXCWBngPK1QpyrYa4fiOFPBaXo" 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/C5603AQExM8MRt-TAeA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1619440989833?e=2147483647&v=beta&t=15QgVdB6bT3IsoUtGC8p_F_Q4q8sWDzBS0nW4siSn8Y" 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"> 21 contributions </span> <span class="before:middot pt-0.5"> 4 hours 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-stakeholders-questioning-datas-accuracy-how-you-jnybe" 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 stakeholders are questioning your data's accuracy. How will you ensure trust in your visualization?" 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/D4E12AQGAgwU0NgP9lA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666274921?e=2147483647&v=beta&t=QDfVMr4IfzAbEr0Dfq-Z1L7GbpMq16Xsj_Td1iU_Nj4"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/your-stakeholders-questioning-datas-accuracy-how-you-jnybe" 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 stakeholders are questioning your data's accuracy. How will you ensure trust in your visualization?</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/C4E03AQFPfcqhxkoCiw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1623522574529?e=2147483647&v=beta&t=79nJT-Lb-7dO4etCASGyU_WAAMR-Depw195l1Jel2Cc" 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/D5603AQF_8GrSK0Wh2w/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1725629829313?e=2147483647&v=beta&t=UlsTekyLp6Ofq5Q0r6HVJ2kTV5hVPL0rK2ZUObmvCIc" 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"> 5 contributions </span> <span class="before:middot pt-0.5"> 12 hours ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Stakeholders questioning your data? Strengthen their trust with credible sources, clear documentation, and interactive visualizations. Build confidence in your data… </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/your-data-mining-process-hindered-missing-points-how-y3wse" 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 mining process is hindered by missing data points. How can you effectively navigate 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/D4E12AQFdgd34XwOE0Q/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666314088?e=2147483647&v=beta&t=AFSdGCehSTYkwMgy-sqg5G4zVYmsKEj2XajDszJ6aBA"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/your-data-mining-process-hindered-missing-points-how-y3wse" 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 mining process is hindered by missing data points. How can you effectively navigate 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> </div>  </div> <span class="pr-0.5 pt-0.5"> 7 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">Overcome obstacles in your data mining process caused by missing data points. Use smart algorithms, auxiliary data, and advanced analytics to navigate the challenge. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/your-data-mining-algorithm-facing-scrutiny-how-do-you-nkshc" 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 mining algorithm is facing scrutiny. 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Address biases, diversify testing groups, and continuously adapt to change. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/how-can-you-overcome-challenges-association-rule-mining" 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="How can you overcome the challenges of association rule mining?" 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/D4E12AQGOGr_85kj-zg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666292372?e=2147483647&v=beta&t=oZhMIkM50nu52Ek1bu7pdJx5eoC6PFmFlVGLWrfetWk"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/how-can-you-overcome-challenges-association-rule-mining" 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">How can you overcome the challenges of association rule mining?</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/D5603AQEw57RtUqQ8bg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1713607307759?e=2147483647&v=beta&t=LCRTUKZBTz3s8-tBDCjLyQZRP_ZiBE-MJzSKMEshK34" 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"> 2 contributions </span> <span class="before:middot pt-0.5"> 23 hours ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Learn how to deal with large datasets, choose the right parameters, and interpret the results of association rule mining, a popular data mining technique. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/your-data-mining-team-divided-feature-selection-how-a6mzf" 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 mining team is divided on feature selection. 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How will you unite everyone for progress?</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/C4E03AQHvC7MOWz4R0g/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1559478191950?e=2147483647&v=beta&t=Y8pN79MF3PHtQ6weRPU5TZ17zcUI3HgB_9o-VxM9POA" 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/C4D03AQF2nYFcuO-_Yw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1662791494970?e=2147483647&v=beta&t=i-5c4Cv6T4K-naYYkrc4uRxNZO8tBVl5N4NH0mlrRFk" 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"> 5 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"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/your-clients-overwhelmed-complex-data-mining-results-xxxyf" 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 overwhelmed by complex data mining results. How can data visualization make it clearer?" 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/D4E12AQHkMrXAbheqbA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666290300?e=2147483647&v=beta&t=K5_8zWAa3QlzzAZJ5UDYFcU7j9eYwj8eP6IsbfaD2V8"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/your-clients-overwhelmed-complex-data-mining-results-xxxyf" 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 overwhelmed by complex data mining results. How can data visualization make it clearer?</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/C4E03AQHOOxp_AIRAsA/profile-displayphoto-shrink_200_200/profile-displayphoto-shrink_200_200/0/1516294625017?e=2147483647&v=beta&t=s5elwGGHYT62Z2ya7liT4fVDobRBCRkPMBHtXhoes9A" 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/D4D03AQFfrR-9S8BveQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1714966389991?e=2147483647&v=beta&t=oZWbgCUiAjYlt1q7n5Mxl9GQ30ZMeXnqAZNf06FCyRg" 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"> 3 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">Transform overwhelming data mining results into clear insights with data visualization. Use intuitive charts, highlight key insights, and interactive dashboards. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/your-team-split-crucial-model-features-how-do-you-ensure-2sjoe" 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 crucial model features. How do you ensure data mining project success?" 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/D4E12AQFvJ8Cndun8_w/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666294053?e=2147483647&v=beta&t=-b7qmVJWhxksjonKb-gyGS7_63GwVNXaqK2LrwewX3A"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/your-team-split-crucial-model-features-how-do-you-ensure-2sjoe" 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 crucial model features. How do you ensure data mining project success?</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> </div>  </div> <span class="pr-0.5 pt-0.5"> 1 contribution </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">When your data mining team is divided on features, ensure success with active listening, clear objectives, and collaborative decision-making. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/your-data-mining-project-dragging-how-do-you-keep-stakeholders-kalzf" 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 mining project is dragging on. How do you keep stakeholders engaged?" 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/D4E12AQG3dvK5ZBowqQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666301500?e=2147483647&v=beta&t=HNF9iXmDbK9MDmivdp3paI_JG1q9KSdtdVmP5Mt3-YA"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/your-data-mining-project-dragging-how-do-you-keep-stakeholders-kalzf" 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 mining project is dragging on. How do you keep stakeholders engaged?</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> </div>  </div> <span class="pr-0.5 pt-0.5"> 6 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"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youre-knee-deep-data-mining-project-how-do-you-ensure-m6rhf" 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 knee-deep in a data mining project. How do you ensure accuracy stands the test of time?" 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/D4E12AQFWTU89VBADsw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666302702?e=2147483647&v=beta&t=vGfalewqVNPZEhQPOnJCNsZ2mw52neOOmDB8QYhpFOY"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/youre-knee-deep-data-mining-project-how-do-you-ensure-m6rhf" 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 knee-deep in a data mining project. How do you ensure accuracy stands the test of time?</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/D5603AQGQnI9OeeDj7w/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1729720473122?e=2147483647&v=beta&t=zs4aPv-787Nc-EJnuDevQUVvSCyzvAc1hgNAO4EPwxY" 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/D5603AQE2NuN9i6I2Xg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1714644639506?e=2147483647&v=beta&t=7FTHVslrXDvePSwwxQbhdpRBC0vjYDeI6NX0O-1QGAg" 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"> 60 contributions </span> <span class="before:middot pt-0.5"> 17 hours ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Maintain accurate data mining projects with strategic validation processes and regular updates. Automated anomaly detection plays a key role in data precision. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/struggling-data-mining-bottlenecks-due-resource-allocation-xynaf" 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="Struggling with data mining bottlenecks due to resource allocation issues?" 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/D4E12AQFOGWx2QImKNg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666298277?e=2147483647&v=beta&t=4zxz0UXCyfq7rINtGHx6TY6XPr9FouxjKZLFJt06VvQ"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/struggling-data-mining-bottlenecks-due-resource-allocation-xynaf" 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">Struggling with data mining bottlenecks due to resource allocation issues?</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/D4D03AQE0cwfpWkfIAw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1725306761073?e=2147483647&v=beta&t=P3N8zLU4bEMpxuw_p4IQVZwBVaYRw3avsJmXfVhWr1s" 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/D5603AQFp5Km9_5rfNQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1704589210174?e=2147483647&v=beta&t=KLtKBovD-LR5W3XGfxrdeouV5JPlQh_wNcGr0S1VN8g" 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"> 2 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 data mining bottlenecks caused by resource allocation issues. Explore strategies and share your experiences in optimizing data mining processes. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/your-data-mining-project-facing-scalability-challenges-irose" 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 mining project is facing scalability challenges. How will you navigate delays in project 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/D4E12AQHkJ1ME1eViXQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666276097?e=2147483647&v=beta&t=p5GrIh3IQTbC30ohmBLLmgHM1sfNPj3j2coSXHQwZoQ"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/your-data-mining-project-facing-scalability-challenges-irose" 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 mining project is facing scalability challenges. How will you navigate delays in project 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 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/D5603AQFuU_hQR0lEuQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1728333906927?e=2147483647&v=beta&t=TkHy5cAEWsGzQXEl4tlrL5rVsuaXNgA-Q51owWBuazM" 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"> 4 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">Overcome scalability challenges in your data mining projects with these key strategies: assess, optimize, and plan for future growth. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youre-tasked-managing-sensitive-data-how-do-you-navigate-xferf" 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 managing sensitive data. How do you navigate client requests without privacy protocols?" 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/D4E12AQESpE8hukY2Gg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666302146?e=2147483647&v=beta&t=qENkj9w8R3FWvn02Wea1eQlQQjI5QlYXUnrqcZ9-uTs"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/youre-tasked-managing-sensitive-data-how-do-you-navigate-xferf" 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 managing sensitive data. How do you navigate client requests without privacy protocols?</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/D4E03AQHit1FdLE8lnA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1724744098724?e=2147483647&v=beta&t=i5MDhHyi4rkK4zLsi1GFwlks_Jnq_x-4WZv1PbGM1Ck" 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/D4D03AQF9lGpMdOjstA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1730981894594?e=2147483647&v=beta&t=1fim9nK4cY2Yb6DSC2aOyGjJSpFxXKkEEocS4ir9fzA" 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"> 50 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">Protect sensitive client data when privacy protocols are absent. Verify identities, use secure channels, and keep detailed records to maintain trust and compliance. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/struggling-align-marketing-finance-goals-data-mining-fwyyf" 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="Struggling to align marketing and finance goals in data mining?" 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/D4E12AQGmugEija0Isw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666285981?e=2147483647&v=beta&t=FYgQwiCbUpIfeQ2cXB6RPrwOf_AU_DH1muQ7tZcCmiI"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/struggling-align-marketing-finance-goals-data-mining-fwyyf" 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">Struggling to align marketing and finance goals in data mining?</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/D5603AQHm_fv19owcKA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1727969229322?e=2147483647&v=beta&t=qVqx6UXioAOG2FULXIHgJzc08inBoX1oeMN6SMMvGPI" 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/C4E03AQE4pEoz6M1Yhw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1604513305459?e=2147483647&v=beta&t=IW4jAwqCFbY_IYYHHs2GPsob856FJPWcOLSEjuspUfM" 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"> 5 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-navigating-limited-model-complexity-data-mining-nktac" 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 limited model complexity in data mining. How do you choose which features to prioritize?" 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/D4E12AQG9Pn7PXbBMjg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666277808?e=2147483647&v=beta&t=NHC5F26eEfaekRO4na_58MuwlmvqfwTREOsG4lrGw4o"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-navigating-limited-model-complexity-data-mining-nktac" 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 limited model complexity in data mining. How do you choose which features to prioritize?</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/C4E03AQGcJmzuhXSZhw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1597244817103?e=2147483647&v=beta&t=5gbxhtxCrCHjokgZUM0LQNTfqpQMoDf-aFDiI8WRcpk" 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"> 2 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">Streamline your data mining process by focusing on the most impactful features. Learn how to avoid redundancy and improve model interpretability. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/sudden-data-anomalies-disrupting-your-mining-process-djv2e" 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="Sudden data anomalies are disrupting your mining process. How do you handle the chaos?" 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/D4E12AQHLsTpI3xcFTg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666300012?e=2147483647&v=beta&t=1Fqu4JnlNYSkLEMJ2Gt1S8C_8Xf1_MZ8GJrNbD_ANt8"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/sudden-data-anomalies-disrupting-your-mining-process-djv2e" 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">Sudden data anomalies are disrupting your mining process. How do you handle the chaos?</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/C4E03AQGcJmzuhXSZhw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1597244817103?e=2147483647&v=beta&t=5gbxhtxCrCHjokgZUM0LQNTfqpQMoDf-aFDiI8WRcpk" 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/D4E03AQGiuwEUikjzFA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1672252638493?e=2147483647&v=beta&t=VK05WIwoRuY1vCOawgRtZafSy3vhx4iVOIt7yLovxOQ" 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"> 3 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/1/youre-grappling-biased-data-mining-models-how-can-you-wvrvc" 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 grappling with biased data mining models. How can you ensure fairness in decision-making?" 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/D4E12AQFi66zwtdjFfw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666310967?e=2147483647&v=beta&t=A_jQYQpfs3eVKG4cPC9WuCEdFjMIuYEheEqb8xDmzAU"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-grappling-biased-data-mining-models-how-can-you-wvrvc" 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 grappling with biased data mining models. How can you ensure fairness in decision-making?</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/D4D03AQE0cwfpWkfIAw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1725306761073?e=2147483647&v=beta&t=P3N8zLU4bEMpxuw_p4IQVZwBVaYRw3avsJmXfVhWr1s" 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/C4E03AQGcJmzuhXSZhw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1597244817103?e=2147483647&v=beta&t=5gbxhtxCrCHjokgZUM0LQNTfqpQMoDf-aFDiI8WRcpk" 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"> 4 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">Ensure fairness in your decision-making by auditing data, diversifying training sets, and updating algorithms to reduce bias. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-facing-memory-constraints-during-complex-data-wgtae" 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 memory constraints during complex data mining. How can you optimize usage 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/D4E12AQFYR-6r0Bl6yA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666283794?e=2147483647&v=beta&t=BIh1m57P3r7yvFdslZSQRXXPRZLznV0_05hIUr2m-XY"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-facing-memory-constraints-during-complex-data-wgtae" 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 memory constraints during complex data mining. How can you optimize usage 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/C5103AQHqnneDy9RV5Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1541676375970?e=2147483647&v=beta&t=RCJkbCMvyboFhhbLNXjY0mM2Lrma8ieDFkYTt16VU7k" 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"> 2 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/1/your-data-mining-project-faces-shifting-client-demands-xu14c" 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 mining project faces shifting client demands. How can you adapt machine learning models on the fly?" 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/D4E12AQHhY1ZdP5KSBw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666280163?e=2147483647&v=beta&t=ZDs-CotRSpUM7QORLlPUDq5hbShcEhOFdinRAix7HgE"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/your-data-mining-project-faces-shifting-client-demands-xu14c" 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 mining project faces shifting client demands. How can you adapt machine learning models on the fly?</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/D4D03AQE0cwfpWkfIAw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1725306761073?e=2147483647&v=beta&t=P3N8zLU4bEMpxuw_p4IQVZwBVaYRw3avsJmXfVhWr1s" 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"> 2 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">Stay ahead in data mining projects with these strategies for adapting machine learning models to changing client demands. Keep communication open and embrace CI/CD… </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-managing-large-scale-data-mining-project-how-y5mqf" 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 managing a large-scale data mining project. How do you ensure data quality with limited resources?" 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/D4E12AQHhY1ZdP5KSBw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666280163?e=2147483647&v=beta&t=ZDs-CotRSpUM7QORLlPUDq5hbShcEhOFdinRAix7HgE"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-managing-large-scale-data-mining-project-how-y5mqf" 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 managing a large-scale data mining project. How do you ensure data quality with limited resources?</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/D4D03AQE0cwfpWkfIAw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1725306761073?e=2147483647&v=beta&t=P3N8zLU4bEMpxuw_p4IQVZwBVaYRw3avsJmXfVhWr1s" 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"> 2 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">Ensure high-quality results in your data mining projects with limited resources by setting strict validation rules, using open-source tools, and training your team… </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-faced-missing-data-your-mining-analysis-how-do-jdl3c" 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 missing data in your data mining analysis. How do you decide which to address first?" 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/D4E12AQE1lZuw9ciFrg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666279988?e=2147483647&v=beta&t=Tj8JHNGEO2j-UYhkgF-95C3T8i4ssq7IDCsHZJEPLMM"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-faced-missing-data-your-mining-analysis-how-do-jdl3c" 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 missing data in your data mining analysis. How do you decide which to address first?</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/D4D03AQE0cwfpWkfIAw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1725306761073?e=2147483647&v=beta&t=P3N8zLU4bEMpxuw_p4IQVZwBVaYRw3avsJmXfVhWr1s" 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/D4E03AQEe5JnhVdDHcw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1716418102647?e=2147483647&v=beta&t=6Yx4SYc1fxcB3ctwpjkjdEDWEODktF8FK4Aadnf_3tY" 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"> 4 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">Tackle missing data in your analysis by assessing its impact, identifying patterns, and considering the source. Find out how to prioritize and address data gaps… </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-drowning-unstructured-audio-data-your-mining-iwx8f" 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 unstructured audio data for your data mining analysis. How can you make sense of it all?" 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/D4E12AQEIwYx_R64byQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666312025?e=2147483647&v=beta&t=taZ0zqi8v72YjXEaiUtf0bsoYd58s5kOIYxfH8lIvQ4"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-drowning-unstructured-audio-data-your-mining-iwx8f" 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 unstructured audio data for your data mining analysis. How can you make sense of it all?</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/D4E03AQFnYNGHmUoktg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1718329314647?e=2147483647&v=beta&t=3Bz7ttJ3p712VcIp7fSeqvpepFQUxCjTkWj-6CZK93k" 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/C4E03AQHvC7MOWz4R0g/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1559478191950?e=2147483647&v=beta&t=Y8pN79MF3PHtQ6weRPU5TZ17zcUI3HgB_9o-VxM9POA" 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"> 4 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">Transform unstructured audio data into valuable insights by transcribing, labeling, and using speech analytics. Make your data mining more effective. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youre-leading-data-mining-projects-how-do-you-ensure-hs66f" 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 data mining projects. How do you ensure consistent communication on data governance practices?" 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/D4E12AQE3R9YI8Ag-Iw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666313634?e=2147483647&v=beta&t=99zyElvhyOuArjkiz3Hzsf4baCLY8a_EKmJMjNbrCzo"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/youre-leading-data-mining-projects-how-do-you-ensure-hs66f" 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 data mining projects. How do you ensure consistent communication on data governance practices?</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/D4D03AQGRSgUa-vd0YA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1714150314313?e=2147483647&v=beta&t=FwCfGC7ES2dNqHwFEIvnEjCti9M9auOE2_AqQ7UMnV0" 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/D5603AQE3WKqSkXCS6Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1727176861958?e=2147483647&v=beta&t=s1WKQcGZwjQuWvXEkKQGVo4Urwm00Vq4jk46njWDzb8" 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/D5603AQEDg_Ke9mvWbw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1694173042935?e=2147483647&v=beta&t=Zsp0K_QQkJ2GqwdFzzGIeUBRotl8q2OJJr1XWzBsPe8" 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"> 14 hours ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Ensure consistent communication on data governance practices in your data mining projects with these strategic approaches. Keep your team aligned and informed. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-faced-feedback-calling-data-mining-strategy-overhaul-fbuuc" 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 feedback calling for a data mining strategy overhaul. How will you navigate 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/D4E12AQES5sxUboq4Hw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666312969?e=2147483647&v=beta&t=dZGbMY1ALrSVZxA2uiCQEz4W6HQJw53GI-2foBkz-Zs"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-faced-feedback-calling-data-mining-strategy-overhaul-fbuuc" 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 feedback calling for a data mining strategy overhaul. How will you navigate 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 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/D4E03AQGb9BJhWQIjYg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1730991722669?e=2147483647&v=beta&t=tYK0BKwZj57oDqnA0kfOOFkwhogxCcYfaBmgf8D6LZs" 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"> 1 contribution </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">Rethink and revitalize your data mining strategy with this guide. Learn how to assess, integrate new tech, and collaborate for better results. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-balancing-data-analysis-user-privacy-concerns-ljlef" 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 data analysis and user privacy concerns. How do you find the right equilibrium?" 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/D4E12AQGsk_5QYBHiiQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666291798?e=2147483647&v=beta&t=JKsw65CdGver8p7nzE3SV0V_RS6GlwT-PC0GFdycy5g"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-balancing-data-analysis-user-privacy-concerns-ljlef" 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 data analysis and user privacy concerns. How do you find the right equilibrium?</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/D5603AQHFQ4CGm6AbPA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1729826667926?e=2147483647&v=beta&t=TZBppEgUlDls5jIOQWyX7LzgicRhzKkbSMYlLjAp6r8" 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/D5603AQG3QcL5gaxotg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1719174118223?e=2147483647&v=beta&t=Vt6s7ykprRWC74yo5p7ukvUPdaHZJnX6Eh5-5otC_jA" 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"> 3 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">Achieve equilibrium in data analysis while respecting user privacy. Set transparent policies and practice minimal data collection for trust and compliance. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/balancing-multiple-mining-projects-challenging-how-4zrff" 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 multiple mining projects is challenging. How can you maintain data accuracy across them all?" 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/D4E12AQGdnsnpscfSTw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666297751?e=2147483647&v=beta&t=IA4t_8FjHisER-ygPLnLMqTZyXQGWPPCncZSev6_eBs"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/balancing-multiple-mining-projects-challenging-how-4zrff" 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 multiple mining projects is challenging. How can you maintain data accuracy across them all?</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/D4D03AQE0cwfpWkfIAw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1725306761073?e=2147483647&v=beta&t=P3N8zLU4bEMpxuw_p4IQVZwBVaYRw3avsJmXfVhWr1s" 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/C5103AQGicVOjuanGMg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1575350761054?e=2147483647&v=beta&t=XaaXe5ouKEoJJi8Uq3E8ThWo6I9u3Wo9Qmz67t3jvVY" 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"> 1 week ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Keep your mining project data accurate with these strategies: centralize databases, conduct cross-project reviews, and use advanced analytics tools. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/your-team-divided-algorithm-fairness-how-do-you-navigate-0yvjf" 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 algorithm fairness. How do you navigate conflicting perspectives in data mining?" 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/D4E12AQGdnsnpscfSTw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666297751?e=2147483647&v=beta&t=IA4t_8FjHisER-ygPLnLMqTZyXQGWPPCncZSev6_eBs"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/your-team-divided-algorithm-fairness-how-do-you-navigate-0yvjf" 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 algorithm fairness. How do you navigate conflicting perspectives in data mining?</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> </div>  </div> <span class="pr-0.5 pt-0.5"> 1 contribution </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 team disagreements on algorithm fairness with open discussions, bias education, and external audits for a balanced approach. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-struggling-data-mining-model-effectiveness-how-n2suf" 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 struggling with data mining model effectiveness. How can you assess the impact of feature selection?" 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/D4E12AQFdgd34XwOE0Q/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666314088?e=2147483647&v=beta&t=AFSdGCehSTYkwMgy-sqg5G4zVYmsKEj2XajDszJ6aBA"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-struggling-data-mining-model-effectiveness-how-n2suf" 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 struggling with data mining model effectiveness. How can you assess the impact of feature selection?</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"> 2 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">Boost your data mining model's performance by evaluating feature selection. Discover methods to refine accuracy and ensure robust predictions. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-relying-machine-learning-data-mining-how-do-you-etawf" 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 relying on machine learning for data mining. How do you ensure data quality and relevance?" 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/D4E12AQGgpRvyKaqHZA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666290730?e=2147483647&v=beta&t=NjOLJl35Ee3IyRq95MFfHHQmON8sUDPx-06iqUwSzj8"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-relying-machine-learning-data-mining-how-do-you-etawf" 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 relying on machine learning for data mining. How do you ensure data quality and relevance?</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"> 2 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">Using machine learning for data mining? Maintain data quality and relevance with validation checks, domain expertise, and regular updates. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-racing-against-clock-data-mining-project-how-wgpcf" 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 racing against the clock in a data mining project. How do you ensure both speed and 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/D4E12AQG2uwEe1Lcgcw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666285561?e=2147483647&v=beta&t=ERQnG4g4OM6wpRNjCmi3YxFDNCxjjnnQTBpDPa_Qih8"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-racing-against-clock-data-mining-project-how-wgpcf" 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 racing against the clock in a data mining project. How do you ensure both speed and 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 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"> 2 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"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-tackling-real-time-data-processing-what-hurdles-mz8bc" 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 real-time data processing. What hurdles make scalable solutions so elusive?" 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/D4E12AQED9opn0JM2zw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666276532?e=2147483647&v=beta&t=9-DehF9YCONkhYMn5kh_3SysPJgu7LHYdcIp3TuAAUk"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-tackling-real-time-data-processing-what-hurdles-mz8bc" 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 real-time data processing. What hurdles make scalable solutions so elusive?</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/D4E03AQFLYBA_ga47zg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1706733809620?e=2147483647&v=beta&t=CZ5Gkz2cIfYtriTk0LonyB9JXlh3mWc9vHJPV3xXh0k" 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"> 2 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">Scaling real-time data processing effectively requires optimized architecture, robust error handling, and leveraging cloud services. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/your-data-mining-project-deadline-fast-approaching-64x1e" 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 mining project deadline is fast approaching. How do you handle conflicting data privacy measures?" 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/D4E12AQGbFfqNMcJecQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666278580?e=2147483647&v=beta&t=k8HLJrG3K73aT36jBFi1EmhZeNU6QpoCzVUjnP_nV8Y"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/your-data-mining-project-deadline-fast-approaching-64x1e" 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 mining project deadline is fast approaching. How do you handle conflicting data privacy measures?</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> </div>  </div> <span class="pr-0.5 pt-0.5"> 1 contribution </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"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-leading-data-mining-project-demotivated-team-wckjf" 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 data mining project with a demotivated team. How can you reignite their passion and drive?" 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/D4E12AQFdgd34XwOE0Q/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666314088?e=2147483647&v=beta&t=AFSdGCehSTYkwMgy-sqg5G4zVYmsKEj2XajDszJ6aBA"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-leading-data-mining-project-demotivated-team-wckjf" 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 data mining project with a demotivated team. How can you reignite their passion and drive?</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/D4E03AQFnYNGHmUoktg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1718329314647?e=2147483647&v=beta&t=3Bz7ttJ3p712VcIp7fSeqvpepFQUxCjTkWj-6CZK93k" 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/D5603AQGUZnZeGGWAMg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1706333136184?e=2147483647&v=beta&t=-BwXP0z9EcsgJbwmrxGXUP3ULX3hIwsPy0pMnl98VP8" 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/C4E03AQFeH_Z6qThH6w/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1658161240962?e=2147483647&v=beta&t=uSFfrfVB64cVHDM1pG226QfLuh24Zu769fUWavuDCWI" 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"> 4 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">Revitalize your demotivated data mining team with clear goals, empowerment, and celebrating milestones. Find out how to boost their drive and passion. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/your-server-struggles-real-time-data-mining-demands-tatif" 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 server struggles with real-time data mining demands. How do you boost its 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/D4E12AQEFal37m4eSfA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666296579?e=2147483647&v=beta&t=CBSskcx-QNw0UoSkeeeBG0_dI7K9pF_w1-3ica7tn3A"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/your-server-struggles-real-time-data-mining-demands-tatif" 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 server struggles with real-time data mining demands. How do you boost its performance?</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/C4E03AQFeH_Z6qThH6w/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1658161240962?e=2147483647&v=beta&t=uSFfrfVB64cVHDM1pG226QfLuh24Zu769fUWavuDCWI" 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"> 2 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/1/your-team-divided-data-visualization-approaches-how-n9o6f" 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 visualization approaches. How do you choose the right path forward?" 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/D4E12AQGmugEija0Isw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666285981?e=2147483647&v=beta&t=FYgQwiCbUpIfeQ2cXB6RPrwOf_AU_DH1muQ7tZcCmiI"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/your-team-divided-data-visualization-approaches-how-n9o6f" 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 visualization approaches. How do you choose the right path forward?</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/D4E03AQFxitxC-zkMyg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1718229313845?e=2147483647&v=beta&t=YYHsFoOXsatqohxLktmDBGISEJB0OGZghTWiGYEBbmg" 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"> 2 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">Choose the right data visualization path by assessing audience needs, comparing methods, and pilot testing. Resolve team disputes with these strategies. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-facing-data-mining-project-growth-how-you-handle-9h4tc" 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 data mining project growth. How will you handle scaling computational resources 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/D4E12AQGmugEija0Isw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666285981?e=2147483647&v=beta&t=FYgQwiCbUpIfeQ2cXB6RPrwOf_AU_DH1muQ7tZcCmiI"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-facing-data-mining-project-growth-how-you-handle-9h4tc" 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 data mining project growth. How will you handle scaling computational resources 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/D4D03AQFrRMtYqSgzVw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1726765853583?e=2147483647&v=beta&t=rghmVHrD8jVKfcDeDZNjemd4hfKgpkBGFMldLMEbyVw" 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/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"> 3 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">Handle growing data mining projects by using cloud services, load balancing, and optimizing algorithms to ensure efficient scalability. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/balancing-data-integrity-project-timelines-mining-can-pqbbf" 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 integrity and project timelines in data mining. Can you find the perfect equilibrium?" 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/D4E12AQED9opn0JM2zw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666276532?e=2147483647&v=beta&t=9-DehF9YCONkhYMn5kh_3SysPJgu7LHYdcIp3TuAAUk"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/balancing-data-integrity-project-timelines-mining-can-pqbbf" 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 integrity and project timelines in data mining. 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Perfect for non-technical teams and… </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/heres-how-you-can-establish-powerful-personal-brand-rw96c" 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="Here's how you can establish a powerful personal brand in the Data Mining field." 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/D4E12AQHlqdi7UnXXZQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666278184?e=2147483647&v=beta&t=fVfTt60arXEaWB16fb4-MiSckhAr-G_EUtpH4wINT_o"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/heres-how-you-can-establish-powerful-personal-brand-rw96c" 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">Here's how you can establish a powerful personal brand in the Data Mining field.</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/C4E03AQFeH_Z6qThH6w/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1658161240962?e=2147483647&v=beta&t=uSFfrfVB64cVHDM1pG226QfLuh24Zu769fUWavuDCWI" 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"> 3 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">Boost your Data Mining career with powerful personal branding and strategic networking—learn how in our latest guide. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youre-facing-team-varying-data-mining-skills-how-do-hkiue" 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 a team with varying data mining skills. 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Discuss methods for enhancing team synergy and effectiveness in data-driven projects. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youre-juggling-conflicting-stakeholder-demands-data-tgfwc" 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 juggling conflicting stakeholder demands in a data mining project. 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How do you prioritize 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 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/D4E03AQG1TlaGyjh8NQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1718230193359?e=2147483647&v=beta&t=m7ld9Gcv6lFiGzG-dmuxDCrDe2dO3VQPNkAMzv1cyqQ" 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"> 70 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"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youre-overwhelmed-data-quality-issues-mining-project-nzhie" 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 overwhelmed with data quality issues in a data mining project. Which ones should you tackle first?" 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/D4E12AQHlqdi7UnXXZQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666278184?e=2147483647&v=beta&t=fVfTt60arXEaWB16fb4-MiSckhAr-G_EUtpH4wINT_o"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/youre-overwhelmed-data-quality-issues-mining-project-nzhie" 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 overwhelmed with data quality issues in a data mining project. Which ones should you tackle first?</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/D4E03AQFxitxC-zkMyg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1718229313845?e=2147483647&v=beta&t=YYHsFoOXsatqohxLktmDBGISEJB0OGZghTWiGYEBbmg" 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/D4D03AQFHMgcy4rsNxg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1729758907019?e=2147483647&v=beta&t=e5L4fAzUC8etG3Ty5ofClHcxjzH08wpxl3ZNlDZevC4" 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/D4E03AQG2OS2fATOXVQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1704182136538?e=2147483647&v=beta&t=6XAx_f_lfH8scrz7PXYjCqLz1Wg0v4iEJysOeUOXrJk" 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"> 4 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">Navigating data quality in mining projects can be tricky. Discuss the critical challenges and your approach to tackling them first. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/heres-how-you-can-balance-technical-skills-soft-successful-jny6c" 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="Here's how you can balance technical skills and soft skills for a successful data mining career." 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/D4E12AQELQjpiudSCKA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666274261?e=2147483647&v=beta&t=ZH_TahmDHgd0NqAj0-9sMWQPNbw0ZI4IyTcQ60jTBHE"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/heres-how-you-can-balance-technical-skills-soft-successful-jny6c" 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">Here's how you can balance technical skills and soft skills for a successful data mining career.</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/D4E03AQFxitxC-zkMyg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1718229313845?e=2147483647&v=beta&t=YYHsFoOXsatqohxLktmDBGISEJB0OGZghTWiGYEBbmg" 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"> 9 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">Prepare for a thriving data mining career by balancing technical expertise with essential soft skills – learn how in this insightful guide. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-knee-deep-data-mining-process-how-do-you-ensure-i1gyc" 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 knee-deep in the data mining process. How do you ensure data quality remains top-notch?" 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/D4E12AQEeqitMF9V05w/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666300488?e=2147483647&v=beta&t=RD74DRHYpj1LWAhWJ9GqlvFWZq6tgkGOUhiKacyCTAw"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-knee-deep-data-mining-process-how-do-you-ensure-i1gyc" 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 knee-deep in the data mining process. How do you ensure data quality remains top-notch?</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/D4E03AQFxitxC-zkMyg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1718229313845?e=2147483647&v=beta&t=YYHsFoOXsatqohxLktmDBGISEJB0OGZghTWiGYEBbmg" 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/C4E03AQGcJmzuhXSZhw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1597244817103?e=2147483647&v=beta&t=5gbxhtxCrCHjokgZUM0LQNTfqpQMoDf-aFDiI8WRcpk" 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/D4D03AQEbhHEa8N-G1Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1676399187591?e=2147483647&v=beta&t=aZVquSwy940MybgW2HakD0JJgovJyXKbvVR-2ym_Hqo" 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"> 3 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">Ensure top-notch data quality in your mining process with validation checks, regular cleansing, and ongoing reviews. Keep your data accurate and reliable. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-drowning-sea-missing-data-how-do-you-decide-which-nqawe" 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 a sea of missing data. How do you decide which pieces hold the key to valuable insights?" 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/D4E12AQGOGr_85kj-zg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666292372?e=2147483647&v=beta&t=oZhMIkM50nu52Ek1bu7pdJx5eoC6PFmFlVGLWrfetWk"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-drowning-sea-missing-data-how-do-you-decide-which-nqawe" 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 a sea of missing data. How do you decide which pieces hold the key to valuable insights?</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/D4D03AQHoFbO0k9WcEQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1723094435853?e=2147483647&v=beta&t=20aI5HG6TXGBHAPiJEJmYm-IiMM2USEG6yt6Kw082dw" 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/D5603AQFcYtoGgaYZ0w/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1727678041496?e=2147483647&v=beta&t=OYBvfyYkDxSkFgBVHyJrYK41_tkVJ0YoRWMZs4IUszA" 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/C4E03AQGcJmzuhXSZhw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1597244817103?e=2147483647&v=beta&t=5gbxhtxCrCHjokgZUM0LQNTfqpQMoDf-aFDiI8WRcpk" 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"> 4 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/1/non-technical-stakeholders-misinterpret-your-data-analysis-jzquc" 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="Non-technical stakeholders misinterpret your data analysis. How do you manage their feedback?" 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/D4E12AQEsXeALRPRUfQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666294958?e=2147483647&v=beta&t=ihdMbPKN1U3Xh-ylhyUzeSIAwg5LbJgIx0cMdO_gggo"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/non-technical-stakeholders-misinterpret-your-data-analysis-jzquc" 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">Non-technical stakeholders misinterpret your data analysis. How do you manage their feedback?</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/D4D03AQHH9vL9ltSvCw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1690957364538?e=2147483647&v=beta&t=ajeoEQpOCu1UiaS1A8-7fQQCa6uBLaBn4H7uOtCNskc" 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/D4E03AQEubYgR6BOkFg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1721766253029?e=2147483647&v=beta&t=6Qb0AUThdCCJw67cXvihBuV3No4h1pO2KsE3O7NPRCs" 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/C4E03AQGpKBOaSgXcYg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1592745326815?e=2147483647&v=beta&t=74iM2Gvluoe3f3AbzpmLCk4K1cVYveJqyvDVW4wfpSM" 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"> 47 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"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-faced-unstructured-data-discrepancies-how-can-hfg4e" 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 unstructured data discrepancies. How can you ensure a smooth mining analysis 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/D4E12AQFWWwnaL1CRuw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666283071?e=2147483647&v=beta&t=21yRc9TZ0-jIPOqbrgXVE8tFAJL3fPNVYFVPZ6EA384"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-faced-unstructured-data-discrepancies-how-can-hfg4e" 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 unstructured data discrepancies. How can you ensure a smooth mining analysis 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 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/C4D03AQFmblKDU1MeBQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1630111423850?e=2147483647&v=beta&t=wy0hhpYTZZDHDgTE2sNUjiBiVttdy2WfP5I78Dlnf7A" 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/C4D03AQFE22aaUs16XQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1663001800317?e=2147483647&v=beta&t=iuRc24vgJSl9tZf1qilFpRNcJ-g8pjDrDZZhMZdIHVw" 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/D4E03AQEubYgR6BOkFg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1721766253029?e=2147483647&v=beta&t=6Qb0AUThdCCJw67cXvihBuV3No4h1pO2KsE3O7NPRCs" 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"> 9 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">Tackle unstructured data challenges with effective mining analysis strategies. Use standardization, automated cleaning, and algorithm maintenance for best results. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-drowning-complex-data-mining-results-how-can-mqtbe" 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 complex data mining results. How can you simplify them for non-technical stakeholders?" 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/D4E12AQHhY1ZdP5KSBw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666280163?e=2147483647&v=beta&t=ZDs-CotRSpUM7QORLlPUDq5hbShcEhOFdinRAix7HgE"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-drowning-complex-data-mining-results-how-can-mqtbe" 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 complex data mining results. How can you simplify them for non-technical stakeholders?</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/C5603AQGYMQv2ozJtXw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1517472445893?e=2147483647&v=beta&t=qTeaUGPoNS3h9jEmNEa7-GwAsWmtwpaeiyPD58w1o5c" 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/D4E03AQFxitxC-zkMyg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1718229313845?e=2147483647&v=beta&t=YYHsFoOXsatqohxLktmDBGISEJB0OGZghTWiGYEBbmg" 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"> 6 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">Transform complex data mining results into clear insights for non-technical stakeholders. Use visuals and summaries to communicate effectively. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-diving-data-mining-models-how-do-you-secure-consent-dcrbf" 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 diving into data mining models. How do you secure consent for using personal information 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/D4E12AQEKT1nuj1lIiQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666308686?e=2147483647&v=beta&t=91JawBsk5_liy7A6sv9lg_E0XWDr4P7tgrskG83hsDQ"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-diving-data-mining-models-how-do-you-secure-consent-dcrbf" 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 data mining models. How do you secure consent for using personal information 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/C4D03AQFnXsF3aHPCsg/profile-displayphoto-shrink_200_200/profile-displayphoto-shrink_200_200/0/1516810633792?e=2147483647&v=beta&t=sNkQ5wqJJjSfE8WXsZAlDqEm4Aghkr_eps6u0O6IyiA" 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/D5603AQE0XkX2DvzgxQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1705238481934?e=2147483647&v=beta&t=rwSmed3Ro5qP6H7N_b61sSK-HEeGY1VWyXE-NjPjBSM" 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/D4E03AQGMoFJWtTuthw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1668693347696?e=2147483647&v=beta&t=c9lA1avUj02laBwD64T7fYoHV5bdLXbm5n55AkSO35M" 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"> 29 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/balancing-time-constraints-data-mining-projects-how-gj6pe" 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 time constraints in data mining projects, how can you create impactful visualizations efficiently?" 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/D4E12AQEzauNJmziIMQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666301008?e=2147483647&v=beta&t=1Ld3kmNJfR7mlld1RzJF8dx3WKt88a1G2GqRWezaJyY"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/balancing-time-constraints-data-mining-projects-how-gj6pe" 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 time constraints in data mining projects, how can you create impactful visualizations efficiently?</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/C4E03AQHhxvH6QFt36A/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1516484893453?e=2147483647&v=beta&t=1hO3JqKZa8QsCPSYzcwq7YaY_TK__eL0wmgwS5VfT_U" 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/C4E03AQGcJmzuhXSZhw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1597244817103?e=2147483647&v=beta&t=5gbxhtxCrCHjokgZUM0LQNTfqpQMoDf-aFDiI8WRcpk" 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"> 5 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">Optimize your data mining projects with efficient visualization techniques. Focus on key insights and simplify design for impactful results. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/struggling-make-sense-unstructured-data-outputs-your-tshye" 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="Struggling to make sense of unstructured data outputs in your data mining analysis?" 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/D4E12AQGgpRvyKaqHZA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666290730?e=2147483647&v=beta&t=NjOLJl35Ee3IyRq95MFfHHQmON8sUDPx-06iqUwSzj8"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/struggling-make-sense-unstructured-data-outputs-your-tshye" 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">Struggling to make sense of unstructured data outputs in your data mining analysis?</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/D5603AQGcW0IRM5Qlbw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1730417171949?e=2147483647&v=beta&t=IrELhwkd7vC9DputH8DCJFtJoO1B6vj2H77gcb4_Kw8" 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/D4E03AQGfJMgp8GP_6g/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1723457822117?e=2147483647&v=beta&t=1A3qSvbGZfKVXg61otlP_nFwS903KjK-GO5MWKZk7Vw" 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/D4E03AQHXmH9HW32l9Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1689736787211?e=2147483647&v=beta&t=3ooGpxNVzL9Bu-nvN8YFPxZ5ZVa0DR9TKD1-UM0SFGU" 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"> 7 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">Tackle unstructured data outputs in your analysis effectively. Use tagging, text analytics tools, and visualization to make sense of complex information. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youve-encountered-data-quality-issues-stakeholders-8ykyf" 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 encountered data quality issues with stakeholders. How can you address them without sparking panic?" 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/D4E12AQFK2qAvPZ99uw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666284885?e=2147483647&v=beta&t=TDf2vyQCNYy5QKHVayJ3sd44jnku7RFJgvJP-wjoXh0"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youve-encountered-data-quality-issues-stakeholders-8ykyf" 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 encountered data quality issues with stakeholders. How can you address them without sparking panic?</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"> 2 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">Address data quality issues effectively without alarming stakeholders. Keep communication transparent, provide context, and offer reassurance for the best outcomes. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-torn-between-data-mining-objectives-team-goals-o1gnf" 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 torn between data mining objectives and team goals. How do you prioritize 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/D4E12AQEbqMslwlYqXA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666315814?e=2147483647&v=beta&t=DNYJJigfZkbFbu9pY3vwhx6LT2KKS4Fn3vYEeiHzsMc"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-torn-between-data-mining-objectives-team-goals-o1gnf" 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 torn between data mining objectives and team goals. How do you prioritize 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/D4E03AQFyo0-Ep79aig/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1732258730821?e=2147483647&v=beta&t=5EhxWE4FY1Urg4nIMW6rITTHwv1_bpzt5cfHcef8AXs" 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">Balance data mining objectives with team goals using alignment, clear communication, and wise delegation. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-diving-data-mining-analysis-how-do-you-navigate-zri4c" 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 diving into data mining analysis. 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How do you strike the right balance for optimal results?" 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/D4E12AQELQjpiudSCKA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666274261?e=2147483647&v=beta&t=ZH_TahmDHgd0NqAj0-9sMWQPNbw0ZI4IyTcQ60jTBHE"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-navigating-data-mining-models-how-do-you-strike-jjqke" 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 mining models. 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How can you ensure your visualization techniques meet industry standards?</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/C5103AQGOO19aVEnFrw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1565514992057?e=2147483647&v=beta&t=NdkDfZwzJEnkbEiYzzoDBh9vONkfLWdiI2kRupuMPas" 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/C4D03AQEBwMdUXs_6Kw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1622159672139?e=2147483647&v=beta&t=Reb8oSRnPJhW4v2o-eqzOWJOlzor5nuntx6my9zSyec" 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"> 3 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">Ensure your data mining efforts stand out with high-quality visualization techniques. Clear, consistent, and correctly chosen charts will set the standard. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-overwhelmed-data-mining-tasks-how-do-you-juggle-mjorf" 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 overwhelmed with data mining tasks. How do you juggle real-time data streams 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/D4E12AQGOGr_85kj-zg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666292372?e=2147483647&v=beta&t=oZhMIkM50nu52Ek1bu7pdJx5eoC6PFmFlVGLWrfetWk"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-overwhelmed-data-mining-tasks-how-do-you-juggle-mjorf" 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 overwhelmed with data mining tasks. How do you juggle real-time data streams 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/D4D03AQEMzUaahypipw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1730213540319?e=2147483647&v=beta&t=6NVsZR9jVdAC-Dr_Nl5cCgjs4T14t0Lfko3EYcxO47w" 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/D5603AQE3WKqSkXCS6Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1727176861958?e=2147483647&v=beta&t=s1WKQcGZwjQuWvXEkKQGVo4Urwm00Vq4jk46njWDzb8" 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"> 1 week ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Balance the influx of real-time data with effective management techniques. Discuss your experiences and share strategies for data stream success. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-facing-requests-compromising-data-access-mining-tnwgf" 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 requests for compromising data access in Data Mining. How do you maintain privacy standards?" 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/D4E12AQEq4HEI70MZqg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666286897?e=2147483647&v=beta&t=DzMRdtBp8Su_uFB2ALzzf2_7zUgpHRpag-cMQOWI9qM"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-facing-requests-compromising-data-access-mining-tnwgf" 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 requests for compromising data access in Data Mining. How do you maintain privacy standards?</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/D4D03AQGV4XJ0ucPxiQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1680766329697?e=2147483647&v=beta&t=wrsd4c5_25MOyTjJK9qwKHCOEzFqeAE_9mIca9g1xgc" 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/D4E03AQFxitxC-zkMyg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1718229313845?e=2147483647&v=beta&t=YYHsFoOXsatqohxLktmDBGISEJB0OGZghTWiGYEBbmg" 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"> 3 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">Maintain high privacy standards in data mining while managing data access requests. Strike a balance with critical assessment and stringent controls. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-diving-data-mining-insights-how-can-you-ensure-ouxff" 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 diving into data mining for insights. How can you ensure transparency to build trust and fairness?" 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/D4E12AQEq4HEI70MZqg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666286897?e=2147483647&v=beta&t=DzMRdtBp8Su_uFB2ALzzf2_7zUgpHRpag-cMQOWI9qM"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-diving-data-mining-insights-how-can-you-ensure-ouxff" 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 data mining for insights. How can you ensure transparency to build trust and fairness?</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/D4E03AQFxitxC-zkMyg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1718229313845?e=2147483647&v=beta&t=YYHsFoOXsatqohxLktmDBGISEJB0OGZghTWiGYEBbmg" 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/D4E03AQGpb533eMAE1g/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1703578865056?e=2147483647&v=beta&t=MbWuNPXBQIQDvtBfzHEckeeRragK1FYeE_0p9K_tQRc" 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/D4E03AQHJ5aoypQz6Eg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1730077718418?e=2147483647&v=beta&t=ciwyx7hVRf7C1Lwafio1EH5Mq3wpls0fydRubbpTZ8o" 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"> 3 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">Navigating the delicate balance of data mining: uncover how transparency can build trust and ensure fairness in your insights. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/struggling-data-source-quality-control-project-deadlines-kia6c" 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="Struggling with data source quality control and project deadlines in data mining?" 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/D4E12AQHFJUaOaR-8Eg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666316135?e=2147483647&v=beta&t=zl3uFB1nEocX29tgohxvYFRMrl-ierr1W95TcyObY1M"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/struggling-data-source-quality-control-project-deadlines-kia6c" 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">Struggling with data source quality control and project deadlines in data mining?</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/D4E03AQFxitxC-zkMyg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1718229313845?e=2147483647&v=beta&t=YYHsFoOXsatqohxLktmDBGISEJB0OGZghTWiGYEBbmg" 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/C4D03AQEI8luOXdi4wg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1582735231384?e=2147483647&v=beta&t=Zx_LSyIVyQlRtEGAO77R0Ee6K-QxDRVt5-8pee8YpO8" 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"> 4 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">Balance data quality control with project deadlines in data mining using these strategies. Validate data early, review progress, and use automation tools. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-struggling-convince-stakeholders-ensemble-learning-1lx6c" 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 struggling to convince stakeholders about ensemble learning in data mining. How can you win them over?" 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/D4E12AQGgpRvyKaqHZA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666290730?e=2147483647&v=beta&t=NjOLJl35Ee3IyRq95MFfHHQmON8sUDPx-06iqUwSzj8"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-struggling-convince-stakeholders-ensemble-learning-1lx6c" 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 struggling to convince stakeholders about ensemble learning in data mining. How can you win them over?</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/D5603AQEu1coWyoQwaw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1705563250860?e=2147483647&v=beta&t=RPMgBFTiWP1ooYBGWgT8_SIFqLd58FIUX-kF10-HlwY" 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"> 5 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">Convince stakeholders about the benefits of ensemble learning in data mining with success stories, clear explanations, and a solid cost-benefit analysis. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-combining-massive-datasets-from-various-sources-blsdc" 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 combining massive datasets from various sources. How do you ensure data 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/D4E12AQE4qa3dlxvUdg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666287408?e=2147483647&v=beta&t=EweESp395ssg2Xmq1fr31f04Ky2J91pod8eplQw_B5M"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-combining-massive-datasets-from-various-sources-blsdc" 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 combining massive datasets from various sources. 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text-sm font-normal babybear:text-xs"><end output> </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/heres-how-you-can-innovate-data-mining-using-machine-y38hc" 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="Here's how you can innovate in data mining using machine learning algorithms." 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/D4E12AQG2uwEe1Lcgcw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666285561?e=2147483647&v=beta&t=ERQnG4g4OM6wpRNjCmi3YxFDNCxjjnnQTBpDPa_Qih8"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/heres-how-you-can-innovate-data-mining-using-machine-y38hc" 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">Here's how you can innovate in data mining using machine learning algorithms.</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/D5603AQE0XkX2DvzgxQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1705238481934?e=2147483647&v=beta&t=rwSmed3Ro5qP6H7N_b61sSK-HEeGY1VWyXE-NjPjBSM" 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/C4D03AQHWwtkEaDlm5g/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1662845258653?e=2147483647&v=beta&t=IBfdrxOdFMvk-ZywAWN6KL0lDJls_VmJVCwVL4gL7UE" 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/D5603AQG61n-RHAoWfw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1679348890514?e=2147483647&v=beta&t=70RXbbLhZX3Pg02EV8H4k8gol0EzZNAm1ZnwUvteUBY" 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 week ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Discover how machine learning algorithms can transform your data mining processes and drive innovation in our latest article. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/your-clients-struggling-visualized-data-insights-how-bndnc" 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 struggling with visualized data insights. How can you effectively address their feedback?" 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/D4E12AQHh08AQ6Rzb9Q/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666286348?e=2147483647&v=beta&t=6ExyAgsteQ4N8fY9cly6ToRrnVEuPP2Syaq3XHsUlAo"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/your-clients-struggling-visualized-data-insights-how-bndnc" 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 struggling with visualized data insights. How can you effectively address their feedback?</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/D4E03AQFxitxC-zkMyg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1718229313845?e=2147483647&v=beta&t=YYHsFoOXsatqohxLktmDBGISEJB0OGZghTWiGYEBbmg" 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/D4E03AQEAwtFYer1m7A/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1701305841692?e=2147483647&v=beta&t=zLWLsAnS9XJDCdCH4vp-QWHLhDAU-CVIj4-xK8o5vWQ" 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"> 4 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">Help your clients overcome struggles with visualized data insights by simplifying visuals, offering training, and providing clear examples. Guide them towards… </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-struggling-assertively-present-your-data-mining-fzonc" 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 struggling to assertively present your data mining findings. How can you enhance your approach?" 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/D4E12AQEsXeALRPRUfQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666294958?e=2147483647&v=beta&t=ihdMbPKN1U3Xh-ylhyUzeSIAwg5LbJgIx0cMdO_gggo"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-struggling-assertively-present-your-data-mining-fzonc" 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 struggling to assertively present your data mining findings. How can you enhance your approach?</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/D4E03AQE6LFKAaOf63Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1729052233733?e=2147483647&v=beta&t=s39D2x5-xF3cv_hStsMdEH5DHjzkzp5D2H1Btpfom_Y" 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/D4E03AQFxitxC-zkMyg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1718229313845?e=2147483647&v=beta&t=YYHsFoOXsatqohxLktmDBGISEJB0OGZghTWiGYEBbmg" 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"> 2 weeks ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Learn how to present data mining findings with confidence and clarity. Enhance your assertive communication with these actionable tips. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/your-machine-learning-models-accuracy-dropping-how-o2e5e" 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's accuracy is dropping. How can you turn the tide and improve its 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/D4E12AQFWTU89VBADsw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666302702?e=2147483647&v=beta&t=vGfalewqVNPZEhQPOnJCNsZ2mw52neOOmDB8QYhpFOY"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/your-machine-learning-models-accuracy-dropping-how-o2e5e" 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 accuracy is dropping. How can you turn the tide and improve its performance?</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/D5603AQGXxUvhG3Fn_w/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1684939966308?e=2147483647&v=beta&t=SUC3B6GhfdWqt-iASFyn1by1uS9vkzUWcTcwvsqWVpI" 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/C4D03AQG6c7EtCsNjuw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1650448800315?e=2147483647&v=beta&t=4m1uly6UwIsY7Of2JLI2DSo_PQHdmXCvuoNT9lBxf3w" 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/C5103AQGSsydWB4hJhw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1542479253790?e=2147483647&v=beta&t=aAIQhjGs8OPOjQ497G8UgMMVb1QVQlIIRvKCt_WSlCQ" 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"> 14 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">When your machine learning model's accuracy declines, take action to boost its performance. Ensure data quality, expand datasets, and keep the model updated. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-facing-unexpected-biases-ensemble-methods-how-j4qre" 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 unexpected biases with ensemble methods. How can you ensure improved predictive 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/D4E12AQHlqdi7UnXXZQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666278184?e=2147483647&v=beta&t=fVfTt60arXEaWB16fb4-MiSckhAr-G_EUtpH4wINT_o"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-facing-unexpected-biases-ensemble-methods-how-j4qre" 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 unexpected biases with ensemble methods. How can you ensure improved predictive 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/D4E03AQEjd2gQLqzL1Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1686833219961?e=2147483647&v=beta&t=iFok29s5AtTgAtflOvMNUia7i8Q017oYXf5_-OtWQ1g" 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/D4D03AQHhQPNlnmWNXQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1730851325747?e=2147483647&v=beta&t=DDSR7f8KTd17_kUmaoBJd9JXrE3ov6Ikb78GfjuuXbk" 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"> 15 hours ago </span> </div> <p class="content-description mt-0.5 break-words font-sans text-sm font-normal babybear:text-xs">Combat biases in ensemble machine learning methods to enhance prediction accuracy with these effective strategies, including diversification and cross-validation. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/your-data-mining-results-all-over-place-how-do-you-qyhgf" 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 mining results are all over the place. How do you handle those pesky outliers?" 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/D4E12AQHhY1ZdP5KSBw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666280163?e=2147483647&v=beta&t=ZDs-CotRSpUM7QORLlPUDq5hbShcEhOFdinRAix7HgE"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/your-data-mining-results-all-over-place-how-do-you-qyhgf" 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 mining results are all over the place. How do you handle those pesky outliers?</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/D5603AQHN4krd1zp5pQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1711989310647?e=2147483647&v=beta&t=zDIOSJoNW7ey1ATla5PIzxWc_JkQa47QjxLam7MLaQo" 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"> 5 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/0/youre-apply-ensemble-methods-predictive-modeling-how-xfduf" 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 about to apply ensemble methods in predictive modeling. How do you ensure data quality first?" 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/D4E12AQFZbXWo5oxp7w/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666288667?e=2147483647&v=beta&t=cPZpc44E5Z5FLQ3zYzk4YfZYhzNSnO6lBltENwLxrcI"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-apply-ensemble-methods-predictive-modeling-how-xfduf" 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 about to apply ensemble methods in predictive modeling. How do you ensure data quality first?</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/C5103AQGOO19aVEnFrw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1565514992057?e=2147483647&v=beta&t=NdkDfZwzJEnkbEiYzzoDBh9vONkfLWdiI2kRupuMPas" 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"> 2 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">Before using ensemble methods in predictive modeling, ensure your data quality with these key strategies. Clean, normalize, and handle missing values effectively. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-considering-career-data-mining-how-latest-trends-1aete" 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 considering a career in data mining. How will the latest trends and technologies shape your future?" 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/D4E12AQG4oION0n_DkQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666291170?e=2147483647&v=beta&t=71I6_mnYMnDXqdoJm4o7d7LfG5XBI9v7wgH_GYwSWDc"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-considering-career-data-mining-how-latest-trends-1aete" 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 considering a career in data mining. How will the latest trends and technologies shape your future?</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/D5603AQFqpkmmvfEP5Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1719416689601?e=2147483647&v=beta&t=BsAv9XFaRAqrEJCB05o7YpChuVGFOLka18X1CfMFuxU" 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"> 16 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">Explore how a career in data mining is influenced by AI, big data, and cloud computing, and prepare for the evolving challenges in this dynamic field. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youre-leading-data-mining-project-how-do-you-convince-2vi4e" 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 data mining project. How do you convince stakeholders of the value in optimizing resources?" 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/D4E12AQELQjpiudSCKA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666274261?e=2147483647&v=beta&t=ZH_TahmDHgd0NqAj0-9sMWQPNbw0ZI4IyTcQ60jTBHE"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/youre-leading-data-mining-project-how-do-you-convince-2vi4e" 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 data mining project. How do you convince stakeholders of the value in optimizing resources?</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> </div>  </div> <span class="pr-0.5 pt-0.5"> 44 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">Convince your project's stakeholders of the value in data mining by highlighting predictive insights, demonstrating past successes, and stressing cost-efficiency. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-drowning-data-analysis-results-how-do-you-make-occef" 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 data analysis results. How do you make non-tech stakeholders see the big picture?" 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/D4E12AQED9opn0JM2zw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666276532?e=2147483647&v=beta&t=9-DehF9YCONkhYMn5kh_3SysPJgu7LHYdcIp3TuAAUk"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/youre-drowning-data-analysis-results-how-do-you-make-occef" 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 data analysis results. How do you make non-tech stakeholders see the big picture?</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/D5603AQFj-RVUo_FlKw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1731472526538?e=2147483647&v=beta&t=WjTdZfeJltPw1NHRdULaD22qNSaGPANFhl5NsaaCZ2E" 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/D4D03AQGt6HPZaQQ79w/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1729873849469?e=2147483647&v=beta&t=xHxu3JT2CEJYQQFvtQJCE6Ct3IEZziwomrLycVj6cXg" 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/D5603AQEyttruaeGJgg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1676098171797?e=2147483647&v=beta&t=dMCikd2BnUN9eHUf2oYfB6Lt8e7r4q3vsvOPWF9AeH0" 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"> 3 hours 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/how-can-you-use-cohens-kappa-coefficient-evaluate-machine-khpfe" 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="How can you use the Cohen's kappa coefficient to evaluate machine learning model 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/D4E12AQFD-ZQtToI3eg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666299051?e=2147483647&v=beta&t=bcSAYhgX4stLyPLMM1Q1rB0T8jFJLEbIMUzLOmXMv1E"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/how-can-you-use-cohens-kappa-coefficient-evaluate-machine-khpfe" 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">How can you use the Cohen's kappa coefficient to evaluate machine learning model performance?</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/D4D03AQHAhN7Kbeo-2Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1702805500360?e=2147483647&v=beta&t=TGof4QeDTpN5N2YpUqNZo8aB9QI63n3tPKjRG0BoyHQ" 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"> 2 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">Learn what the Cohen's kappa coefficient is, why it is useful, how to calculate it, how to interpret it, and how to use it in data mining. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/struggling-integrate-unstructured-data-from-external-xzryc" 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="Struggling to integrate unstructured data from external vendors for your data mining project?" 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/D4E12AQGgpRvyKaqHZA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666290730?e=2147483647&v=beta&t=NjOLJl35Ee3IyRq95MFfHHQmON8sUDPx-06iqUwSzj8"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/struggling-integrate-unstructured-data-from-external-xzryc" 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">Struggling to integrate unstructured data from external vendors for your data mining project?</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> </div>  </div> <span class="pr-0.5 pt-0.5"> 1 contribution </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">Tackling the challenge of merging unstructured data from vendors? Discuss methods and share success stories in data mining projects. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/balancing-data-privacy-mining-efficiency-crucial-how-f2rfe" 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 mining efficiency is crucial. 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How can you strike the perfect equilibrium?</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/C4D03AQEI8luOXdi4wg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1582735231384?e=2147483647&v=beta&t=Zx_LSyIVyQlRtEGAO77R0Ee6K-QxDRVt5-8pee8YpO8" 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"> 2 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">Achieve the perfect balance between protecting sensitive information and maintaining efficient data mining processes with these key strategies. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-navigating-complex-data-non-technical-stakeholders-ofznf" 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 complex data for non-technical stakeholders. 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How do you ensure accuracy in 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/C4D03AQFDZPt5lOHj-w/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1661794600193?e=2147483647&v=beta&t=Ttzd_k83b8IlLWcayQmRsACNaTiGtaEJdIele0DI2j0" 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/D4D03AQFCThGnol4GbQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1712471033928?e=2147483647&v=beta&t=OA5fHFUKDeGC4QggG0-qjEONyQ59qH7fuPblklywH_c" 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"> 47 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">Ensure precise communication of complex data to non-technical stakeholders with these effective strategies. Simplify without losing detail and use visuals for… </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/heres-how-you-can-leverage-supervisor-feedback-excel-1kg1e" 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="Here's how you can leverage supervisor feedback to excel in your data mining career." 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/D4E12AQEA4DP0NI6JrQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666315045?e=2147483647&v=beta&t=aCfkMq2puYg5DSxPDY9kbkVyVAYKx0Ft5tI8EKzaMOA"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/heres-how-you-can-leverage-supervisor-feedback-excel-1kg1e" 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">Here's how you can leverage supervisor feedback to excel in your data mining career.</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> </div>  </div> <span class="pr-0.5 pt-0.5"> 1 contribution </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">Discover how supervisor feedback can enhance your data mining skills and advance your career with practical strategies for growth. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/youre-facing-room-full-senior-executives-how-do-you-wsyie" 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 a room full of senior executives. How do you break down complex data mining insights 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/D4E12AQFWTU89VBADsw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666302702?e=2147483647&v=beta&t=vGfalewqVNPZEhQPOnJCNsZ2mw52neOOmDB8QYhpFOY"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/3/youre-facing-room-full-senior-executives-how-do-you-wsyie" 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 room full of senior executives. How do you break down complex data mining insights 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 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/D4E03AQFLYBA_ga47zg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1706733809620?e=2147483647&v=beta&t=CZ5Gkz2cIfYtriTk0LonyB9JXlh3mWc9vHJPV3xXh0k" 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/D5603AQG5Y-EcH11EFw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1703983257103?e=2147483647&v=beta&t=YymTEEUHHl_WjX8b_dgcJsiHOKeADmGTBKAFhxvH_tc" 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"> 98 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">Present complex data mining insights to senior executives effectively. Use analogies, visual aids, and clear summaries to make your points resonate. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/your-selected-features-arent-producing-desired-data-xujie" 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 selected features aren't producing the desired data mining results. How do you navigate this setback?" 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/D4E12AQESpE8hukY2Gg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666302146?e=2147483647&v=beta&t=qENkj9w8R3FWvn02Wea1eQlQQjI5QlYXUnrqcZ9-uTs"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/your-selected-features-arent-producing-desired-data-xujie" 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 selected features aren't producing the desired data mining results. 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Discuss strategies for overcoming these challenges and optimizing results. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-faced-missing-data-your-mining-analysis-how-do-sntuc" 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 missing data in your data mining analysis. 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Find out how to prioritize issues and make smart decisions when key information is missing. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/heres-how-you-can-shift-from-traditional-role-career-mfolc" 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="Here's how you can shift from a traditional IT role to a career in Data Mining." 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/D4E12AQEdns0p8J2-Lw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666281546?e=2147483647&v=beta&t=iaizk0g077TX8ggu7w_N9cnSdPwfE2F4ndYYJgQw2KI"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/heres-how-you-can-shift-from-traditional-role-career-mfolc" 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">Here's how you can shift from a traditional IT role to a career in Data Mining.</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/D4D03AQGvOg-ei_yANQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1684268838692?e=2147483647&v=beta&t=4qrMVk40lIPg_ZJ-_k91ZNbjSCAvn84UIxmUVR8rPUo" 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">Learn how to transition from an IT role to a career in data mining with actionable steps and essential skill-building tips. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/heres-how-you-can-excel-data-mining-roles-key-leadership-cuwne" 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="Here's how you can excel in data mining roles with key leadership qualities." 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/D4E12AQEFal37m4eSfA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666296579?e=2147483647&v=beta&t=CBSskcx-QNw0UoSkeeeBG0_dI7K9pF_w1-3ica7tn3A"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/heres-how-you-can-excel-data-mining-roles-key-leadership-cuwne" 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">Here's how you can excel in data mining roles with key leadership qualities.</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/D4D03AQE0cwfpWkfIAw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1725306761073?e=2147483647&v=beta&t=P3N8zLU4bEMpxuw_p4IQVZwBVaYRw3avsJmXfVhWr1s" 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/D4E03AQFxitxC-zkMyg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1718229313845?e=2147483647&v=beta&t=YYHsFoOXsatqohxLktmDBGISEJB0OGZghTWiGYEBbmg" 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"> 20 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">Lead with vision and integrity in data mining roles for executive success. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/your-team-pushing-higher-data-quality-mining-how-do-ayowe" 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 pushing for higher data quality in mining. How do you manage expectations that may be too high?" 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/D4E12AQEzauNJmziIMQ/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666301008?e=2147483647&v=beta&t=1Ld3kmNJfR7mlld1RzJF8dx3WKt88a1G2GqRWezaJyY"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/your-team-pushing-higher-data-quality-mining-how-do-ayowe" 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 pushing for higher data quality in mining. How do you manage expectations that may be too high?</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/D4D03AQE0cwfpWkfIAw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1725306761073?e=2147483647&v=beta&t=P3N8zLU4bEMpxuw_p4IQVZwBVaYRw3avsJmXfVhWr1s" 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/D4E03AQFxitxC-zkMyg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1718229313845?e=2147483647&v=beta&t=YYHsFoOXsatqohxLktmDBGISEJB0OGZghTWiGYEBbmg" 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"> 6 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">Keep your data mining team focused and motivated by setting realistic goals and fostering a culture of continuous improvement. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/struggling-convey-significance-precise-data-collection-xx6lf" 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="Struggling to convey the significance of precise data collection in Data Mining?" 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/D4E12AQHLsTpI3xcFTg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666300012?e=2147483647&v=beta&t=1Fqu4JnlNYSkLEMJ2Gt1S8C_8Xf1_MZ8GJrNbD_ANt8"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/0/struggling-convey-significance-precise-data-collection-xx6lf" 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">Struggling to convey the significance of precise data collection in Data Mining?</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/C4E03AQFeH_Z6qThH6w/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1658161240962?e=2147483647&v=beta&t=uSFfrfVB64cVHDM1pG226QfLuh24Zu769fUWavuDCWI" 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/D4D03AQE0cwfpWkfIAw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1725306761073?e=2147483647&v=beta&t=P3N8zLU4bEMpxuw_p4IQVZwBVaYRw3avsJmXfVhWr1s" 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"> 5 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">Emphasize the critical role of precise data collection in Data Mining to unlock actionable insights and drive business success. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/1/youre-facing-tight-project-deadline-compromising-data-bgahf" 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 a tight project deadline. Is compromising data quality the only option to stay on track?" 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/D4E12AQEbqMslwlYqXA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1674666315814?e=2147483647&v=beta&t=DNYJJigfZkbFbu9pY3vwhx6LT2KKS4Fn3vYEeiHzsMc"> <div class="ml-1"> <a href="https://www.linkedin.com/advice/1/youre-facing-tight-project-deadline-compromising-data-bgahf" 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 tight project deadline. Is compromising data quality the only option to stay on track?</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/D4D03AQE0cwfpWkfIAw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1725306761073?e=2147483647&v=beta&t=P3N8zLU4bEMpxuw_p4IQVZwBVaYRw3avsJmXfVhWr1s" 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"> 2 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">Facing a tight project deadline raises a dilemma: data quality or timeliness? 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</div>  </div> <span class="pr-0.5 pt-0.5"> 4 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">Learn how storytelling techniques can elevate your data mining analysis and make complex insights more engaging and understandable. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/3/struggling-meet-deadlines-your-data-mining-presentation-h6yif" 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="Struggling to meet deadlines for your data mining presentation?" aria-hidden="true" class="mr-1.5 h-full w-2 object-cover babybear:w-1" 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How will you overcome this obstacle?</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/D4D03AQE0cwfpWkfIAw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1725306761073?e=2147483647&v=beta&t=P3N8zLU4bEMpxuw_p4IQVZwBVaYRw3avsJmXfVhWr1s" 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"> 2 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">Overcome obstacles in your data mining project caused by incomplete data. Use these strategies to improve data quality and expand your dataset effectively. </p> </a>  </div> </div> </a> <a href="https://www.linkedin.com/advice/0/youre-tasked-handling-sensitive-data-how-do-you-navigate-qkfce" 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 handling sensitive data. 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class="language-selector__item" role="presentation">  <button aria-label="ਪੰਜਾਬੀ (Punjabi)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pa_IN" data-locale="pa_IN" role="menuitem" lang="pa_IN"> ਪੰਜਾਬੀ (Punjabi) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Polski (Polish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pl_PL" data-locale="pl_PL" role="menuitem" lang="pl_PL"> Polski (Polish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Português (Portuguese)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pt_BR" data-locale="pt_BR" role="menuitem" lang="pt_BR"> Português (Portuguese) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Română (Romanian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ro_RO" data-locale="ro_RO" role="menuitem" lang="ro_RO"> Română (Romanian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Русский (Russian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ru_RU" data-locale="ru_RU" role="menuitem" lang="ru_RU"> Русский (Russian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Svenska (Swedish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-sv_SE" data-locale="sv_SE" role="menuitem" lang="sv_SE"> Svenska (Swedish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="తెలుగు (Telugu)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-te_IN" data-locale="te_IN" role="menuitem" lang="te_IN"> తెలుగు (Telugu) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="ภาษาไทย (Thai)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-th_TH" data-locale="th_TH" role="menuitem" lang="th_TH"> ภาษาไทย (Thai) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Tagalog (Tagalog)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-tl_PH" data-locale="tl_PH" role="menuitem" lang="tl_PH"> Tagalog (Tagalog) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Türkçe (Turkish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-tr_TR" data-locale="tr_TR" role="menuitem" lang="tr_TR"> Türkçe (Turkish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Українська (Ukrainian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-uk_UA" data-locale="uk_UA" role="menuitem" lang="uk_UA"> Українська (Ukrainian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Tiếng Việt (Vietnamese)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-vi_VN" data-locale="vi_VN" role="menuitem" lang="vi_VN"> Tiếng Việt (Vietnamese) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="简体中文 (Chinese (Simplified))" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-zh_CN" data-locale="zh_CN" role="menuitem" lang="zh_CN"> 简体中文 (Chinese (Simplified)) 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