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Data + AI NYC 2024: AI After-Thoughts
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text-display-md text-color-text lg:text-display-lg font-bold w-11/12">Data + AI NYC 2024: AI After-Thoughts</h1> <div class="ellipsis-menu absolute right-0 top-0"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] " aria-expanded="false" aria-label="Open menu" data-tracking-control-name="article-ssr-frontend-pulse_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/671xosfpvk4c0kqtyl87hashi"></icon> </button> <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 bottom-auto top-[100%]" role="menu" tabindex="-1"> <li class="ellipsis-menu__item border-t-1 border-solid border-color-border-low-emphasis first-of-type:border-none flex"> <a href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fpulse%2Fdata-ai-nyc-2024-after-thoughts-josue-a-bogran-abvse&trk=article-ssr-frontend-pulse_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=PONCHO_ARTICLE&_f=guest-reporting" data-tracking-control-name="article-ssr-frontend-pulse_ellipsis-menu-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="PONCHO_ARTICLE" data-semaphore-content-urn="urn:li:linkedInArticle:7243101727766249472" data-semaphore-tracking-prefix="article-ssr-frontend-pulse_ellipsis-menu-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary ellipsis-menu__semaphore ellipsis-menu__item-button flex items-center w-full p-1 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint focus:bg-color-background-container-tint 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Bogran </span> </a> <img class="inline-block relative rounded-[50%] w-6 h-6 bg-color-entity-ghost-background" 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="Josue A. Bogran"> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full "> <!----> <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> Josue A. Bogran </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Architect @ Kythera Labs | Advisor to SunnyData, Lumel, and Sigma | Databricks Product Advisory Board Member & Databricks MVP </h4> <!----> <div class="body-text text-color-text-low-emphasis base-main-card__metadata"> Published Sep 21, 2024 </div> <!----> </div> <div class="base-main-card__ctas z-[3] self-center ml-3 babybear:ml-1 babybear:self-start"> <a class="base-main-card__cta btn-sm btn-secondary" href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fpulse%2Fdata-ai-nyc-2024-after-thoughts-josue-a-bogran-abvse&trk=article-ssr-frontend-pulse_publisher-author-card" data-tracking-control-name="article-ssr-frontend-pulse_publisher-author-card" data-tracking-will-navigate> + Follow </a> </div> </div> </div> </section> </header> <div data-test-id="article-content-blocks"> <!----> <div class="article-main__content" data-test-id="publishing-text-block"> <h3><span class>Intro</span><!----></h3> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Vendors love to shout “AI!”, meanwhile, about 85% of AI projects fail. That’s a statistic provided by </span><span class> <!----> <a href="https://www.linkedin.com/company/databricks?trk=article-ssr-frontend-pulse_little-mention" target="_blank" data-tracking-control-name="article-ssr-frontend-pulse_little-mention" data-tracking-will-navigate data-test-link>Databricks<!----></a> <!----> </span><span class> at the Data + AI World Tour NYC keynote presentation. I believe it is an accurate number, if perhaps, too optimistic.</span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>From a technology standpoint, Databricks provides the necessary tools to have more projects be part of that 15% that are successful:</span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>-Easy access to multiple LLMs, and even AI functions easily available within SQL.</span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>-A host of traditional of ML capabilities that are well known in the industry.</span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>-The new AI Gateway for controlling ML/AI across your organization alongside the Unity Catalog to govern your data.</span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>The technical tools are great for individuals and companies experienced with running successful ML/AI projects. However, when it comes to ML/AI for companies with limited ML/AI experience, Databricks falls short, alongside just about every other vendor out there, in addressing the 85% of failed AI projects.</span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <h3><span class>Powerful Tools Without Instructions</span><!----></h3> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>The messaging is all about “AI” in a very generic way, but there is very limited turn-key, vertical/industry specific material so that a business really understands the impact AI can have on its business and how to get there quickly. The first is how you get the attention of decision makers, the latter is how you get the buy-in from developers to be able to live up to the expectations of what was sold to the executives, and help make sure results are delivered fast.</span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>There is so much that can be said here, but I will keep it brief. I spoke with 4+ “Heads of {fill_in_the_blank}” at the conference regarding AI. All of those conversations centered around how every data platform vendor, including Databricks, is selling AI, but failing to paint the picture on what it means in their organization. Failing to answer questions such as:</span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>-Why do I (an organization) need AI and how does it help me?</span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>-How can YOU (a vendor) help me (a business/non-profit/etc) implement AI at my organization?</span><!----> </p> </div> <div class="inline-articles bg-color-surface-new border-hidden rounded-sm p-1 mx-auto my-1.5 mamabear:w-2/3 inline-articles__after"> <h2 class="text-xl font-medium ml-1.5 my-1 text-color-text mamabear:text-center">Recommended by LinkedIn</h2> <div class="flex flex-wrap mx-0.5 babybear:mx-1.5"> <div class="content-author-card flex flex-col max-w-[270px] h-auto rounded-md border-1 border-system-gray-30 border-solid pb-1.5 inline-article mx-auto my-1 border-hidden papabear:w-[219px] babybear:min-w-full mamabear:min-w-full h-auto bg-color-canvas-tint"> <a class="no-underline" data-tracking-control-name="inline-recommended-articles" data-tracking-will-navigate href="https://www.linkedin.com/pulse/data-ai-insights-empowering-decisions-artificial-intelligence-jha-1f"> <img class="content-image w-full h-[150px] bg-cover rounded-t-md object-cover" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D12AQHaIzYh21MA5w/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1692697737726?e=2147483647&v=beta&t=Tzj5ftaPeYi1NMWFlsnhs03Eul28KJJIfxeDErNBwwE"> <div class="inline-article-title text-md text-color-text font-bold pl-2 pt-1 pr-1.5">Data & AI Insights: Empowering Decisions with…</div> <div class="inline-article-meta px-2 mt-1 font-sans text-xs font-normal text-color-text-low-emphasis h-full"> <span class="inline-article-author pt-0.5"> Pratibha Kumari J. </span> <span class="before:middot pt-0.5 inline-article-published-date"> 1 year ago </span> </div> </a> <!----><!----> </div> <div class="content-author-card flex flex-col max-w-[270px] h-auto rounded-md border-1 border-system-gray-30 border-solid pb-1.5 inline-article mx-auto my-1 border-hidden papabear:w-[219px] babybear:min-w-full mamabear:min-w-full h-auto bg-color-canvas-tint"> <a class="no-underline" data-tracking-control-name="inline-recommended-articles" data-tracking-will-navigate href="https://www.linkedin.com/pulse/data-analytics-age-ai-when-use-rag-examples-visualization-zjcff"> <img class="content-image w-full h-[150px] bg-cover rounded-t-md object-cover" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E12AQHcdfwxo8Sqtw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1712163740547?e=2147483647&v=beta&t=nl4MWiKA8EET629hCJYQ0Ay_qtbtHco4xLL_eJqmzyg"> <div class="inline-article-title text-md text-color-text font-bold pl-2 pt-1 pr-1.5">Data Analytics in the Age of AI, When to Use RAG…</div> <div class="inline-article-meta px-2 mt-1 font-sans text-xs font-normal text-color-text-low-emphasis h-full"> <span class="inline-article-author pt-0.5"> Open Data Science Conference (ODSC) </span> <span class="before:middot pt-0.5 inline-article-published-date"> 7 months ago </span> </div> </a> <!----><!----> </div> <div class="content-author-card flex flex-col max-w-[270px] h-auto rounded-md border-1 border-system-gray-30 border-solid pb-1.5 inline-article mx-auto my-1 border-hidden papabear:w-[219px] babybear:min-w-full mamabear:min-w-full h-auto bg-color-canvas-tint"> <a class="no-underline" data-tracking-control-name="inline-recommended-articles" data-tracking-will-navigate href="https://www.linkedin.com/pulse/quality-data-powerful-ai-laying-groundwork-solutions-izenwasser-2hmrf"> <img class="content-image w-full h-[150px] bg-cover rounded-t-md object-cover" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D12AQE84UC3c_Qdow/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1722367793381?e=2147483647&v=beta&t=ZwFXQdBayfh8vSam_IKLDwmZU-gFJFOazhH4YzwM8dQ"> <div class="inline-article-title text-md text-color-text font-bold pl-2 pt-1 pr-1.5">Quality Data, Powerful AI: Laying the Groundwork for…</div> <div class="inline-article-meta px-2 mt-1 font-sans text-xs font-normal text-color-text-low-emphasis h-full"> <span class="inline-article-author pt-0.5"> Murray Izenwasser </span> <span class="before:middot pt-0.5 inline-article-published-date"> 3 months ago </span> </div> </a> <!----><!----> </div> </div> </div> <!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>-To borrow a question from a wise person I know: What place does AI have in my org chart? What are its duties? Who is it helping?</span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>-How will it impact my ability to make money/decrease costs?</span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>I will say, the messaging around AI/BI Genie by Databricks is the closest thing to making the benefits more tangible and clear, but more work can be done, specially around conferences when speaking to the crowds.</span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <h3><span class>Closing Thoughts</span><!----></h3> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Platforms selling AI need to paint a better picture as to the results that businesses across different industries should expect and how their platform/tool will help them get there. Now is the time to stop selling features and instead offer solutions. Perhaps the pieces are there, but it is not what individuals that are worn out from all the AI marketing are actually hearing.</span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>If you sell shovels to people who have never seen a shovel before, don’t be surprised if they try to shovel the ocean. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <h3><span class>What Now?</span><!----></h3> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>In terms of technical capabilities, Databricks is ahead of all comparable options. The challenge now is how will Databricks truly democratize ML/AI so that a company does not need to hire consultants nor tenured ML experts to understand and be able to obtain the value that all these advertised features have to offer. Ultimately, what is Databricks, or any other platform, doing to decrease that 85% AI project failure rate.</span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <h3><span class>Disclaimers</span><!----></h3> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>I know there are multiple factors as to why these kind of projects can fail, and do not claim that the issue(s) I've identified is/are the leading cause(s) of the 85% failure rate. Also, I do not consider myself an ML expert. Architecture, analytics, and data engineering are my strengths. I do know just enough about ML to be able to talk about it at the level discussed here and even deeper.</span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Hope you found this article helpful!</span><!----> </p> </div> <!----> </div> <!----><!----><!----><!----><!----> <!----> </article> <!----> <code id="ugcPostUrl" style="display: none"><!--"https://www.linkedin.com/feed/update/urn:li:ugcPost:7243115756828200960"--></code> <code id="ugcPost" style="display: none"><!--"urn:li:ugcPost:7243115756828200960"--></code> <code id="disableLinkedinShareRedirectLink" style="display: none"><!--true--></code> <code id="ugcPostUrn" style="display: none"><!--"urn:li:ugcPost:7243115756828200960"--></code> <code id="signInUrl" style="display: none"><!--"https://www.linkedin.com/signup/cold-join?session_redirect=%2Fpulse%2Fdata-ai-nyc-2024-after-thoughts-josue-a-bogran-abvse"--></code> <!----> <div 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data-semaphore-content-urn="urn:li:comment:(urn:li:ugcPost:7243115756828200960,7244776001912655872)" data-semaphore-tracking-prefix="article-ssr-frontend-pulse_x-social-details_comments-action_comment_ellipsis-menu-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary ellipsis-menu__semaphore ellipsis-menu__item-button flex items-center w-full p-1 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint focus:bg-color-background-container-tint hover:bg-color-background-container-tint outline-offset-[-2px]"> <!----> <icon class="ellipsis-menu__item-icon text-color-text h-[24px] w-[24px] mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this comment </a> <!----> </li> <!----> </ul> <!----> </div> </div> </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words comment__text babybear:mt-0.5" dir="ltr">Spot on, <a class="link" href="https://www.linkedin.com/in/josuebogran?trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment-text" target="_self" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment-text" data-tracking-will-navigate>Josue A. Bogran</a>. It’s not about the tech itself, it’s about the outcome it delivers. </p> <!----> </div> <!----> <!----> </div> <div class="comment__actions flex flex-row flex-wrap items-center ml-2" aria-label="Comment Controls"> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fpulse%2Fdata-ai-nyc-2024-after-thoughts-josue-a-bogran-abvse&trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_like" class="comment__action inline-block font-sans text-xs text-color-text-low-emphasis cursor-pointer" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_like" data-tracking-will-navigate> <div class="flex flex-row items-center "> <icon class="action-btn__icon w-2 mr-0.5" data-svg-class-name="action-btn__icon--svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/70k0g8kmgdfjjymflqqzipzxj"> </icon> <span class="action-btn__button-text inline-block align-baseline"> Like </span> </div> </a> <span class="before:middot font-sans text-s text-color-text-low-emphasis"></span> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fpulse%2Fdata-ai-nyc-2024-after-thoughts-josue-a-bogran-abvse&trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_reply" class="comment__action inline-block font-sans text-xs text-color-text-low-emphasis cursor-pointer comment__reply" data-feed-action="replyToComment" data-feed-control="reply" data-feed-action-category="EXPAND" data-feed-action-type="expandReplyBox" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_reply" data-tracking-will-navigate> <div class="flex flex-row items-center "> <icon class="action-btn__icon w-2 mr-0.5" data-svg-class-name="action-btn__icon--svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4ol9mo4lxvobj5ww3va90wz1o"> </icon> <span class="action-btn__button-text inline-block align-baseline"> Reply </span> </div> </a> <!----> <span class="comment__reactions-count font-sans text-xs text-color-text-low-emphasis border-l-1 border-solid border-color-border-low-emphasis pl-1 mx-1 hidden"> 1 Reaction </span> </div> </div> </section> <!----> <section class="comment flex grow-1 items-stretch leading-[16px] comment-with-action my-1.5"> <div> <a href="https://www.linkedin.com/in/josuebogran?trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-image" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-image" data-tracking-will-navigate> <img class="inline-block relative rounded-[50%] w-4 h-4 bg-color-entity-ghost-background" 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="Josue A. Bogran"> </a> </div> <div class="w-full min-w-0"> <div class="comment__body ml-0.5 mb-1 pt-1 pr-1.5 pb-1 pl-1.5 rounded-[8px] rounded-tl-none relative"> <div class="comment__header flex flex-col"> <a class="text-sm link-styled no-underline leading-open comment__author truncate pr-6" href="https://www.linkedin.com/in/josuebogran?trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-name" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-name" data-tracking-will-navigate> Josue A. Bogran </a> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] mb-0.5 truncate comment__author-headline">Architect @ Kythera Labs | Advisor to SunnyData, Lumel, and Sigma | Databricks Product Advisory Board Member & Databricks MVP</p> <span class="text-xs text-color-text-low-emphasis comment__duration-since absolute right-6 top-1 inline-block"> 2mo </span> <div class="ellipsis-menu absolute right-0 top-0 !mr-0.5 babybear:!-top-0.5" data-test-id="comment__ellipsis-menu" data-feed-action="show-comment-dropdown"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] ellipsis-menu__trigger--small w-[32px] h-[32px] babybear:rotate-90 mamabear:!h-4 mamabear:!min-h-[32px] papabear:!h-4 papabear:!min-h-[32px]" aria-expanded="false" aria-label="Open menu" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/c26vw8uiog92lvrqov98hvbxr"></icon> </button> <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 bottom-auto top-[100%]" role="menu" tabindex="-1"> <li class="ellipsis-menu__item border-t-1 border-solid border-color-border-low-emphasis first-of-type:border-none flex"> <a href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fpulse%2Fdata-ai-nyc-2024-after-thoughts-josue-a-bogran-abvse&trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=COMMENT&_f=guest-reporting" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_ellipsis-menu-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="COMMENT" data-semaphore-content-urn="urn:li:comment:(urn:li:ugcPost:7243115756828200960,7243239287633117184)" data-semaphore-tracking-prefix="article-ssr-frontend-pulse_x-social-details_comments-action_comment_ellipsis-menu-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary ellipsis-menu__semaphore ellipsis-menu__item-button flex items-center w-full p-1 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint focus:bg-color-background-container-tint hover:bg-color-background-container-tint outline-offset-[-2px]"> <!----> <icon class="ellipsis-menu__item-icon text-color-text h-[24px] w-[24px] mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this comment </a> <!----> </li> <!----> </ul> <!----> </div> </div> </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words comment__text babybear:mt-0.5" dir="ltr">For further context: The cookie campaign demo that Databricks did at DAIS is another good example of them making the benefits feel tangible as they introduce capabilities.</p> <!----> </div> <!----> <!----> </div> <div class="comment__actions flex flex-row flex-wrap items-center ml-2" aria-label="Comment Controls"> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fpulse%2Fdata-ai-nyc-2024-after-thoughts-josue-a-bogran-abvse&trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_like" class="comment__action inline-block font-sans 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<span class="comment__reactions-count font-sans text-xs text-color-text-low-emphasis border-l-1 border-solid border-color-border-low-emphasis pl-1 mx-1 hidden"> 2 Reactions </span> </div> </div> </section> <!----> <section class="comment flex grow-1 items-stretch leading-[16px] comment-with-action my-1.5"> <div> <a href="https://nl.linkedin.com/in/maria-vechtomova?trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-image" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-image" data-tracking-will-navigate> <img class="inline-block relative rounded-[50%] w-4 h-4 " data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQEGqaydvz-b0Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1712226150719?e=2147483647&v=beta&t=xTHcxUg-YGZK_exnhxByKfsXyeDld6kRUzGe14Rv3s0" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Maria Vechtomova"> </a> </div> <div class="w-full min-w-0"> <div class="comment__body ml-0.5 mb-1 pt-1 pr-1.5 pb-1 pl-1.5 rounded-[8px] rounded-tl-none relative"> <div class="comment__header flex flex-col"> <a class="text-sm link-styled no-underline leading-open comment__author truncate pr-6" href="https://nl.linkedin.com/in/maria-vechtomova?trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-name" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-name" data-tracking-will-navigate> Maria Vechtomova </a> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] mb-0.5 truncate comment__author-headline">MLOps Tech Lead | 10+ years in Data & AI | Databricks MVP | Public speaker</p> <span class="text-xs text-color-text-low-emphasis comment__duration-since absolute right-6 top-1 inline-block"> 2mo </span> <div class="ellipsis-menu absolute right-0 top-0 !mr-0.5 babybear:!-top-0.5" data-test-id="comment__ellipsis-menu" data-feed-action="show-comment-dropdown"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] ellipsis-menu__trigger--small w-[32px] h-[32px] babybear:rotate-90 mamabear:!h-4 mamabear:!min-h-[32px] papabear:!h-4 papabear:!min-h-[32px]" aria-expanded="false" aria-label="Open menu" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/c26vw8uiog92lvrqov98hvbxr"></icon> </button> <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 bottom-auto top-[100%]" role="menu" tabindex="-1"> <li class="ellipsis-menu__item border-t-1 border-solid border-color-border-low-emphasis first-of-type:border-none flex"> <a href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fpulse%2Fdata-ai-nyc-2024-after-thoughts-josue-a-bogran-abvse&trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=COMMENT&_f=guest-reporting" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_ellipsis-menu-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="COMMENT" data-semaphore-content-urn="urn:li:comment:(urn:li:ugcPost:7243115756828200960,7243171957339299841)" data-semaphore-tracking-prefix="article-ssr-frontend-pulse_x-social-details_comments-action_comment_ellipsis-menu-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary ellipsis-menu__semaphore ellipsis-menu__item-button flex items-center w-full p-1 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint focus:bg-color-background-container-tint hover:bg-color-background-container-tint outline-offset-[-2px]"> <!----> <icon class="ellipsis-menu__item-icon text-color-text h-[24px] w-[24px] mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this comment </a> <!----> </li> <!----> </ul> <!----> </div> </div> </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words comment__text babybear:mt-0.5" dir="ltr"><a class="link" href="https://www.linkedin.com/in/josuebogran?trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment-text" target="_self" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment-text" data-tracking-will-navigate>Josue A. Bogran</a> interesting perspective! Depends on what kind of “heads of” you were talking to. I do not think it should be responsibility of vendors to come up with use cases why a company needs AI, I think it should be responsibility of internal teams to figure it out. Vendors are not unbiased when it comes to figuring out the use cases. I actually have never seen it going well. I understand why they do it though.</p> <!----> </div> <!----> <!----> </div> <div class="comment__actions flex flex-row flex-wrap items-center ml-2" aria-label="Comment Controls"> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fpulse%2Fdata-ai-nyc-2024-after-thoughts-josue-a-bogran-abvse&trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_like" class="comment__action inline-block font-sans text-xs text-color-text-low-emphasis cursor-pointer" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_like" data-tracking-will-navigate> <div class="flex flex-row items-center "> <icon class="action-btn__icon w-2 mr-0.5" data-svg-class-name="action-btn__icon--svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/70k0g8kmgdfjjymflqqzipzxj"> </icon> <span class="action-btn__button-text inline-block align-baseline"> Like </span> </div> </a> <span class="before:middot font-sans text-s 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role="menuitem" lang="ja_JP"> 日本語 (Japanese) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="한국어 (Korean)" 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-ko_KR" data-locale="ko_KR" role="menuitem" lang="ko_KR"> 한국어 (Korean) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="मराठी (Marathi)" 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-mr_IN" data-locale="mr_IN" role="menuitem" lang="mr_IN"> मराठी (Marathi) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Bahasa Malaysia (Malay)" 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-ms_MY" data-locale="ms_MY" role="menuitem" lang="ms_MY"> Bahasa Malaysia (Malay) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Nederlands (Dutch)" 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-nl_NL" data-locale="nl_NL" role="menuitem" lang="nl_NL"> Nederlands (Dutch) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Norsk (Norwegian)" 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-no_NO" data-locale="no_NO" role="menuitem" lang="no_NO"> Norsk (Norwegian) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <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"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <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"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <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"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <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"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <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"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <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"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <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"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <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"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <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"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <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"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <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"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <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"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <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)) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="正體中文 (Chinese (Traditional))" 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_TW" data-locale="zh_TW" role="menuitem" lang="zh_TW"> 正體中文 (Chinese (Traditional)) </button> </li> <!----> </ul> <button class="language-selector__button select-none relative pr-2 font-sans text-xs font-bold text-color-text-low-emphasis hover:text-color-link-hover hover:cursor-pointer focus:text-color-link-focus focus:outline-dotted focus:outline-1" aria-expanded="false" data-tracking-control-name="footer-lang-dropdown_trigger"> <span class="language-selector__label-text mr-0.5 break-words"> Language </span> <icon class="language-selector__label-chevron w-2 h-2 absolute top-0 right-0" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> </div> </li> </ul> <!----> </footer> <div id="toasts" class="toasts fixed z-8 babybear:right-4 mamabear:right-4 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