People Management for AI: Building High-Velocity AI Teams

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pb-[calc((134/782)*100%)]"> <div class="cover-img__image-position absolute top-0 right-0 bottom-0 left-0 "> <img class="cover-img__image relative w-full h-full object-cover" src="https://media.licdn.com/dms/image/v2/D4E12AQHbOShcRTEJQA/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1658316189841?e=2147483647&v=beta&t=Lr2Ze0FNyZWdm8AKHhT7UNP1IGj8_CqNzxnJDoYGvJU" fetchpriority="high" data-embed-id="cover-image" alt="People Management for AI: Building High-Velocity AI Teams"> </div> </div>  </figure> <header> <section class="core-section-container relative my-3"> <h1 class="pulse-title text-display-md text-color-text lg:text-display-lg font-bold w-11/12">People Management for AI: Building High-Velocity AI Teams</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 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babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> Provectus </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> We help businesses leverage cloud, data, and AI to reimagine the way they operate, compete, and deliver customer value. </h4>  <div class="body-text text-color-text-low-emphasis base-main-card__metadata"> Published Jul 20, 2022 </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%2Fpeople-management-ai-building-high-velocity-teams-provectus-it-inc%3Ftrk%3Darticle-ssr-frontend-pulse_more-articles_related-content-card&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"> <p> <span class>This article describes how ML infrastructure, people, and processes can be meld together to enable MLOps that works for your organization. It provides practical advice to managers and directors looking to build a robust AI/ML practice with high-velocity AI teams.</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>The advice we share in this post is based on the experience of the Provectus AI team that has worked with multiple customers on different stages of their AI journeys.</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <h3><span class>What Is a Balanced AI Team?</span></h3> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">A balanced AI team</span><span class> is a cross-functional, high-performing team with multiple roles, each handling their portion of </span><span class><a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fprovectus%2Ecom%2Fmachine-learning-infrastructure%2F&urlhash=_f7r&trk=article-ssr-frontend-pulse_little-text-block" target="_blank" data-tracking-control-name="article-ssr-frontend-pulse_little-text-block" data-tracking-will-navigate data-test-link>ML infrastructure</a></span><span class> and </span><span class><a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fprovectus%2Ecom%2Fmachine-learning-operations-mlops%2F&urlhash=0Jvo&trk=article-ssr-frontend-pulse_little-text-block" target="_blank" data-tracking-control-name="article-ssr-frontend-pulse_little-text-block" data-tracking-will-navigate data-test-link>MLOps</a></span><span class>. Such a team can deliver viable AI/ML projects to production quickly, efficiently, and at scale.</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">The Role of a Data Scientist</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>In a modern AI team, a </span><span class="font-[700]">data scientist or citizen data scientist</span><span class> is an essential member. Data scientists are subject matter experts who understand the data </span><span class="italic">and</span><span class> the business holistically. </span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>They are hands-on in data mining, data modeling, and data visualization. They stay on top of data quality and data bias issues, analyze experiments and model outputs, validate hypotheses, and contribute to the ML engineering roadmap.</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">The Role of an ML Engineer</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>A balanced AI team should also include an </span><span class="font-[700]">ML engineer</span><span class> whose skillset is different from that of a data scientist. They should have deep expertise in particular AI and ML applications and use cases.</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Every ML engineer should have MLOps expertise, but the ML/MLOps infrastructure itself, including its tools and components, should be the domain of a dedicated MLOps professional.</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">The Role of a Project Manager</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>A </span><span class="font-[700]">project manager</span><span class> should be trained to execute ML and AI projects. A traditional Scrum or Kanban project workflow does not work for ML projects. For instance, at Provectus we have a specific methodology for managing an ML project’s scope and timeline, and for setting the expectations of its business stakeholders.</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <h3><span class>Management Challenges of Building AI Teams</span></h3> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>AI teams need a balanced composition, in order to enable MLOps and </span><span class><a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fprovectus%2Ecom%2Fartificial-intelligence-foundation%2F&urlhash=lntG&trk=article-ssr-frontend-pulse_little-text-block" target="_blank" data-tracking-control-name="article-ssr-frontend-pulse_little-text-block" data-tracking-will-navigate data-test-link>accelerate AI adoption</a></span><span class>. Aside from that, effective management is vital to making AI teams work in sync with the ML infrastructure and MLOps foundation.</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Organizational Structure of a Typical AI Team</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class> <ul> <li><span class>Business units and traditional software engineers who report to the VP of Engineering</span></li> <li><span class>DevOps professionals and infrastructure experts who report to the VP of Infrastructure</span></li> <li><span class>Data scientists who handle data and, as a rule, work directly with business stakeholders</span></li> <li><span class>Data engineers who build systems designed to convert raw data into usable information for data scientists and business analysts</span></li> </ul> </span> </p> </div>  <div class="flex flex-col mt-2" data-test-id="publishing-image-block" rel="ugc"> <figure> <img alt="Organizational Structure of a Typical AI Team" class="lazy-load block w-full" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E12AQGzw9l6szFoQQ/article-inline_image-shrink_1000_1488/article-inline_image-shrink_1000_1488/0/1658317331269?e=2147483647&v=beta&t=45jLnMtiq86N1fB5N9P6vh_WwXG6o8xLhftFTW6894A">  </figure> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Management Challenge #1</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Companies’ understanding of ML workflow and AI project management is limited. It can be challenging to translate business goals into launching an AI product in production. It becomes impossible to manage the project’s scope and KPIs, resulting in failure to meet the expectations of business stakeholders.</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Management Challenge #2</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Companies delegate AI projects to existing data science teams that historically work in their own silos and rely on Data Science approaches that do not work for AI/ML projects. They end up with unfinished products and projects that cannot be deployed to production.</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Management Challenge #3</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Companies assign AI projects to traditional Java and .NET developers, or leverage third party ML APIs. But they do not have a deep understanding of data and its underlying algorithms to use these APIs efficiently. They end up with a growing technical debt in the form of Data Science code that will never see production.</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <blockquote class="w-auto"><span class>Solution: A balanced AI team that utilizes an end-to-end ML & MLOps infrastructure to collaborate and iterate.</span></blockquote> </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__before"> <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/how-scale-ai-your-organization-n-ix-73tlf"> <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/D4D12AQECmykk8FjY1w/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1721119895314?e=2147483647&v=beta&t=LSge7dGTjv9YTEmwOqlae57ARseDvmsv8znXkb8uuc0"> <div class="inline-article-title text-md text-color-text font-bold pl-2 pt-1 pr-1.5">How to Scale AI in Your Organization</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"> N-iX </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/how-deploy-ai-confidence-fourkites-inc-ltahe"> <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/D4E12AQEyRLQ3ipKq2A/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1735865210165?e=2147483647&v=beta&t=-f757bwb0m8nCl81XmtSvSpUxnmGV3BniN-IXUN2i84"> <div class="inline-article-title text-md text-color-text font-bold pl-2 pt-1 pr-1.5">How to Deploy AI with Confidence</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"> FourKites, Inc. </span> <span class="before:middot pt-0.5 inline-article-published-date"> 1 month 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/how-deploy-ai-confidence-fourkites-inc-a9nme"> <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/D4E12AQGNqwkkgU84xg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1734454221509?e=2147483647&v=beta&t=GrfBeito5YFR9uPi5kQWIGqt94kQ9gZb-m9vTNOh5QA"> <div class="inline-article-title text-md text-color-text font-bold pl-2 pt-1 pr-1.5">How to Deploy AI with Confidence</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"> FourKites, Inc. </span> <span class="before:middot pt-0.5 inline-article-published-date"> 2 months ago </span> </div> </a>  </div> </div> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <h3><span class>How a Balanced AI Team and MLOps Infrastructure Work Together</span></h3> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>The synergy of specific roles in a balanced AI team and MLOps infrastructure can be visualized as a three-tiered ecosystem:</span> </p> </div>  <div class="flex flex-col mt-2" data-test-id="publishing-image-block" rel="ugc"> <figure> <img alt="The synergy of specific roles in a balanced AI team and MLOps infrastructure" class="lazy-load block w-full" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E12AQEa9NqlpP8odQ/article-inline_image-shrink_1000_1488/article-inline_image-shrink_1000_1488/0/1658317588733?e=2147483647&v=beta&t=hbkx5_kcD_bNQblhUHLs3vwQRiTzklzEGU35zRN7z6g">  </figure> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Tier #1 — The infrastructure backbone of MLOps</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>This tier is supported by Cloud & Security professionals, and DevOps. This tier hosts baseline infrastructure components such as access, networking, security, and CI/CD pipelines.</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Tier #2 — Shared and reused assets of MLOps</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>This tier is managed by ML engineers and MLOps professionals, and includes notebooks with various images, kernels, and templates; pipelines with components and libraries that are treated as shared assets; experiments; datasets and features; and models.</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Tier #3 — AI projects</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>This tier is the responsibility of data scientists, full-stack software developers, and project managers. This tier is independent of the other two, yet is enabled by them.</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <h3><span class>Mid-Tier Roles and Functions</span></h3> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class> <ul> <li><span class="font-[700]">Cloud & Security</span><span class> owns the infrastructure backbone, but they are also responsible for the reused assets layer, ensuring that all components and checks are in place.</span></li> <li><span class="font-[700]">DevOps professionals</span><span class> handle the automation parts of the two bottom tiers, from automating builds to managing environments.</span></li> <li><span class="font-[700]">ML engineers</span><span class> have both MLOps infrastructure and project expertise. They are responsible for individual components of the reused asset tier.</span></li> <li><span class="font-[700]">MLOps specialists</span><span class> work hand-in-hand with ML engineers, but they own the entire infrastructure (e.g. Amazon SageMaker, Kubeflow).</span></li> <li><span class="font-[700]">Citizen data scientists</span><span class> can prioritize the implementation of an AI/ML project, working in notebooks. They own a specific part of the ML pipeline. </span></li> <li><span class="font-[700]">Full-stack engineers</span><span class> can work on the regular software portion of an AI product, ranging from UI to APIs. </span></li> <li><span class="font-[700]">Project managers</span><span class> who are trained to do AI/ML work are responsible for the product’s implementation.</span></li> </ul> </span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <h3><span class>ML Infrastructure Backbone</span></h3> </div>  <div class="flex flex-col mt-2" data-test-id="publishing-image-block" rel="ugc"> <figure> <img alt="ML Infrastructure Backbone" class="lazy-load block w-full" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E12AQG3nfmwQkv7KQ/article-inline_image-shrink_1000_1488/article-inline_image-shrink_1000_1488/0/1658317976279?e=2147483647&v=beta&t=uJz181RbOXuAxWjuNq9gsKE9nYz4TJ0ZmWBAZckB-Hs">  </figure> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Data Scientists</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Here we see that </span><span class="font-[700]">data scientists</span><span class> have the tools to work with raw data, perform data analysis in notebooks, and check hypotheses. They can easily run experiments in an experimentation environment managed by </span><span class="font-[700]">ML engineers</span><span class>.</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">ML Engineers</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">ML engineers</span><span class> are responsible for productionalizing ML models, meaning that they prepare algorithm code and data pre-processing code to be served in the production environment. They also build and operationalize various pipelines for the experimentation environment.</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">DevOps Professionals</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">DevOps professionals</span><span class> help to efficiently manage all of the infrastructure components. For example, in our reference architecture, numbers from one to four demonstrate a CI workflow that is handled by a DevOps.</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <h3><span class>MLOps Enablement</span></h3> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>MLOps is as much about people and processes as it is about actual technologies. It is not overly complicated if you can organize specific roles and functions, matching them to corresponding components of your ML infrastructure. </span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <blockquote class="w-auto"><span class="font-[700]">People + Infrastructure = MLOps</span></blockquote> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <h3><span class>Building High-Velocity AI Teams with Provectus</span></h3> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>At Provectus, we help businesses build state-of-the-art AI/ML solutions while nurturing high-velocity AI teams, supported by </span><span class><a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fprovectus%2Ecom%2Fmachine-learning-operations-mlops%2F&urlhash=0Jvo&trk=article-ssr-frontend-pulse_little-text-block" target="_blank" data-tracking-control-name="article-ssr-frontend-pulse_little-text-block" data-tracking-will-navigate data-test-link>a robust infrastructure for MLOps</a></span><span class>. Kindly reach out to us to start assessing options for your organization!</span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="italic">If you are interested in building high-velocity AI teams and MLOps, we recommend that you also request </span><span class="italic"><a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fprovectus%2Ecom%2Fwebinar-mix-data-science-ml-engineering-and-devops-nov-2021%2F&urlhash=A1ez&trk=article-ssr-frontend-pulse_little-text-block" target="_blank" data-tracking-control-name="article-ssr-frontend-pulse_little-text-block" data-tracking-will-navigate data-test-link>this on-demand webinar</a></span><span class="italic">. 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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-da_DK" data-locale="da_DK" role="menuitem" lang="da_DK"> Dansk (Danish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Deutsch (German)" 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-de_DE" data-locale="de_DE" role="menuitem" lang="de_DE"> Deutsch (German) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Ελληνικά (Greek)" 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-el_GR" data-locale="el_GR" role="menuitem" lang="el_GR"> Ελληνικά (Greek) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="English (English) selected" 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--selected" data-tracking-control-name="language-selector-en_US" data-locale="en_US" role="menuitem" lang="en_US"> <strong>English (English)</strong> </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Español (Spanish)" 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-es_ES" data-locale="es_ES" role="menuitem" lang="es_ES"> Español (Spanish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="فارسی (Persian)" 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-fa_IR" data-locale="fa_IR" role="menuitem" lang="fa_IR"> فارسی (Persian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Suomi (Finnish)" 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-fi_FI" data-locale="fi_FI" role="menuitem" lang="fi_FI"> Suomi (Finnish) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Français (French)" 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-fr_FR" data-locale="fr_FR" role="menuitem" lang="fr_FR"> Français (French) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="हिंदी (Hindi)" 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-hi_IN" data-locale="hi_IN" role="menuitem" lang="hi_IN"> हिंदी (Hindi) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Magyar (Hungarian)" 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-hu_HU" data-locale="hu_HU" role="menuitem" lang="hu_HU"> Magyar (Hungarian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Bahasa Indonesia (Indonesian)" 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-in_ID" data-locale="in_ID" role="menuitem" lang="in_ID"> Bahasa Indonesia (Indonesian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Italiano (Italian)" 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-it_IT" data-locale="it_IT" role="menuitem" lang="it_IT"> Italiano (Italian) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="עברית (Hebrew)" 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-iw_IL" data-locale="iw_IL" role="menuitem" lang="iw_IL"> עברית (Hebrew) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="日本語 (Japanese)" 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-ja_JP" data-locale="ja_JP" role="menuitem" lang="ja_JP"> 日本語 (Japanese) </button> </li> <li class="language-selector__item" role="presentation">  <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">  <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">  <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">  <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">  <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">  <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" 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