{"id":4132948,"date":"2023-01-11T18:45:08","date_gmt":"2023-01-11T16:45:08","guid":{"rendered":"https:\/\/www.deptagency.com\/?post_type=article&#038;p=4132948"},"modified":"2023-07-20T09:52:09","modified_gmt":"2023-07-20T07:52:09","slug":"how-to-become-and-stay-gdpr-compliant-in-ai-ml-models","status":"publish","type":"article","link":"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/","title":{"rendered":"How to become (and stay) GDPR compliant in AI &amp; ML models"},"content":{"rendered":"<div class=\"block-article-post-header js-block-article-post-header block-article-post-header__theme--onyxGrey\">\n\t<a\tclass=\"cta-button block-article-post-header__back-button cta-button__color--white cta-button__style--back\" href=\"https:\/\/www.deptagency.com\/en-dk\/all-insights\/\" aria-label=\"Back\" >\n\t<svg width='41' height='41' viewBox='0 0 41 41' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'><circle cx='20.5' cy='20.5' r='19.5' transform='rotate(-90 20.5 20.5)' stroke='var(--dept-button-icon-outline-color)' stroke-width='1.3' stroke-miterlimit='10' fill='none'\/><circle class='icon-backplate' cx='20.5' cy='20.5' r='19.5' transform='rotate(-90 20.5 20.5)' fill='var(--dept-button-icon-backplate-color)' fill-opacity='1'\/><path class='icon-center' d='M21.174 30 11 20.674l10.174-9.326m-9.326 9.328H30.5' stroke='var(--dept-button-icon-color)' stroke-width='1.3' stroke-miterlimit='10' fill='none'\/><\/svg>\n\t\t\t<span>\n\t\t\tBack to all articles\t\t<\/span>\n\t\n<\/a><h1\t\tclass=\"typography block-article-post-header__title typography__color--white typography__size--h1 typography__align--left\"\n\t\t\t>\n\t\tHow to become (and stay) GDPR compliant in AI &amp; ML models\t<\/h1><div\n\t\tclass=\"image-wrap block-article-post-header__image-wrap\"\n\t\tdata-align=\"center center\"\n\t\t\t>\n\n\t\t\t<picture\n\t\tclass=\"image__picture\"\n\t\t\t\t>\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t<img\n\t\t\t\tsrc=\"https:\/\/www.deptagency.com\/wp-content\/uploads\/2023\/01\/gdpr-compliance-ai-ml-models.jpg\"\n\t\t\t\tclass=\"image block-article-post-header__image\"\n\n\t\t\t\t\n\t\t\t\t\t\t\t\t\tloading=\"lazy\"\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t\t\t\/>\n\t\t<\/picture>\n\t\n\t<\/div><div class=\"author block-article-post-header__author\" data-animation=\"slide-fade\">\n\t\t\t<img\n\t\t\tclass=\"author__portrait\"\n\t\t\tsrc=\"https:\/\/www.deptagency.com\/wp-content\/uploads\/2023\/05\/jonathan-whiteside-svp-150x150.jpg\"\n\t\t\talt=\"Jonathan Whiteside\"\n\t\t\/>\n\t\n\t<div class=\"author__text\">\n\t\tJonathan Whiteside\t\t<br \/>\n\t\tGlobal EVP Technology\n\t\t\t<\/div>\n<\/div>\n\t<div class=\"block-article-post-header__meta\">\n\t\t\t\t\t\t\t<div class=\"block-article-post-header__meta-date\">\n\t\t\t\t<div class=\"block-article-post-header__date-description\">\n\t\t\t\t\tDate\t\t\t\t<\/div>\n\t\t\t\t<div class=\"block-article-post-header__published-date\">\n\t\t\t\t\t11 January 2023\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t<\/div>\n<\/div>\n\n<div class=\"block-title-and-content js-block-title-and-content block-title-and-content__theme--white\">\n\t<div class=\"block-title-and-content__layout\">\n\t\t\n\t\t\t\t\t<div class=\"block-title-and-content__content\">\n\t\t\t\t\n<div class='block-title-and-content__item'><div class='block-title-and-content__item-inner'><p\t\tclass=\"typography block-typography__typography typography__color--onyxGrey typography__size--regular-body typography__align--left\"\n\t\t\t>\n\t\tIt\u2019s one thing to get to GDPR compliance, and it\u2019s another thing to stay in compliance, especially when your data is big, unstructured, and changing by the minute. This is a common challenge for data science teams around the world, and without systems and strategies in place, you could become subject to a hefty <a href=\"https:\/\/gdpr.eu\/fines\/\" target=\"_blank\" rel=\"noreferrer noopener\">GDPR fine<\/a>.\u00a0\u00a0<br><br>This is a real challenge for AI and machine learning teams because they can use terabytes of data, in various formats to create AI and machine learning models. And in many organisations, data scientists desire the autonomy to create datasets on an as-needed basis without oversight.\u00a0<br><br>The only problem here is that Personally Identifiable Information (PII) lurks within all that self-managed, ever-changing data, and this keeps teams from being in compliance with GDPR.\u00a0<br><br>Asking data scientists to self-manage PII is unfeasible, as is the notion of limiting them from creating datasets and models.\u00a0\t<\/p><\/div><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\n\t<div class=\"block-title-and-content__social-links\">\n\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-title=\"How to become (and stay) GDPR compliant in AI &amp; ML models\"\n\t\t\t\tdata-share-type=\"copy\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Copy page link\"\n\t\t\t\t\n\t\t\t\t\t\t\t\t\tdata-tooltip=\"true\"\n\t\t\t\t\tdata-tooltip-text=\"Link copied to clipboard.\"\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg' width='22' height='22' viewBox='0 0 22 22'><path d='M6.832 15.167l8.333-8.333M9.332 6.001l2.787-2.787a4.715 4.715 0 016.666 0v0a4.715 4.715 0 010 6.667L16 12.668M5.999 9.334l-2.787 2.787a4.715 4.715 0 000 6.666v0a4.715 4.715 0 006.667 0l2.787-2.786' stroke='currentColor' stroke-width='2'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https%3A%2F%2Fwww.deptagency.com%2Fen-dk%2Finsight%2Fhow-to-become-and-stay-gdpr-compliant-in-ai-ml-models%2F\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-title=\"How to become (and stay) GDPR compliant in AI &amp; 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ML models\"\n\t\t\t\tdata-share-type=\"twitter\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Twitter\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg width='25' height='20' viewBox='0 0 25 20' fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg'><path d='M24.75 2.3c-.9.4-1.8.7-2.8.8 1-.6 1.8-1.6 2.2-2.7-1 .6-2 1-3.1 1.2-.9-1-2.2-1.6-3.6-1.6-2.7 0-4.9 2.2-4.9 4.9 0 .4 0 .8.1 1.1-4.2-.2-7.8-2.2-10.2-5.2-.5.8-.7 1.6-.7 2.5 0 1.7.9 3.2 2.2 4.1-.8 0-1.6-.2-2.2-.6v.1c0 2.4 1.7 4.4 3.9 4.8-.4.1-.8.2-1.3.2-.3 0-.6 0-.9-.1.6 2 2.4 3.4 4.6 3.4-1.7 1.3-3.8 2.1-6.1 2.1-.4 0-.8 0-1.2-.1 2.2 1.4 4.8 2.2 7.5 2.2 9.1 0 14-7.5 14-14v-.6c1-.7 1.8-1.6 2.5-2.5z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"http:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https%3A%2F%2Fwww.deptagency.com%2Fen-dk%2Finsight%2Fhow-to-become-and-stay-gdpr-compliant-in-ai-ml-models%2F\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-title=\"How to become (and stay) GDPR compliant in AI &amp; ML models\"\n\t\t\t\tdata-share-type=\"linkedin\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Linkedin\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg width='19' height='18' viewBox='0 0 19 18' fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg'><path d='M1.15 17.3h3.6V5.8h-3.6v11.5zM.75 2.1c0 1.2 1 2.1 2.1 2.1 1.2 0 2.1-.9 2.1-2.1 0-1.2-1-2.1-2.1-2.1-1.2 0-2.1 1-2.1 2.1zM14.45 17.3h3.6v-6.2c0-3.1-.7-5.5-4.3-5.5-1.8 0-2.9.9-3.4 1.8V5.8h-3.4v11.5h3.6v-5.7c0-1.5.2-2.9 2.1-2.9 1.8 0 1.8 1.7 1.8 3v5.6z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t<\/div>\n<\/div>\n\n<div class=\"block-title-and-content js-block-title-and-content block-title-and-content__theme--onyxGrey\">\n\t<div class=\"block-title-and-content__layout\">\n\t\t<h2\t\tclass=\"typography block-title-and-content__title typography__color--white typography__size--h2 typography__align--left\"\n\t\tdata-size-mobile=\"h2\" \t>\n\t\tA tailored solution: Automated and flexible\t<\/h2>\n\t\t\t\t\t<div class=\"block-title-and-content__content\">\n\t\t\t\t\n<div class='block-title-and-content__item'><div class='block-title-and-content__item-inner'><p\t\tclass=\"typography block-typography__typography typography__color--lightGrey typography__size--regular-body typography__align--left\"\n\t\t\t>\n\t\tTo design a data governance system for AI and machine learning teams, there are a few constraints to consider\u00a0\t<\/p><\/div><\/div>\n\n<div class='block-title-and-content__item'><div class='block-title-and-content__item-inner'><ul class=\"lists lists__color--lightGrey lists__type--circle lists__size--default lists__align--left block-lists__lists\">\n\t<li>Don\u2019t interfere with your team\u2019s workflow or create more overhead or work for them<\/li><li>Any solution needs to be flexible enough to handle data that changes daily\u00a0<\/li><li>Get to compliance, and then stay in compliance, so you can pass audits<\/li><\/ul><\/div><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\n\t<div class=\"block-title-and-content__social-links\">\n\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-title=\"How to become (and stay) GDPR compliant in AI &amp; ML models\"\n\t\t\t\tdata-share-type=\"copy\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Copy page link\"\n\t\t\t\t\n\t\t\t\t\t\t\t\t\tdata-tooltip=\"true\"\n\t\t\t\t\tdata-tooltip-text=\"Link copied to clipboard.\"\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg' width='22' height='22' viewBox='0 0 22 22'><path d='M6.832 15.167l8.333-8.333M9.332 6.001l2.787-2.787a4.715 4.715 0 016.666 0v0a4.715 4.715 0 010 6.667L16 12.668M5.999 9.334l-2.787 2.787a4.715 4.715 0 000 6.666v0a4.715 4.715 0 006.667 0l2.787-2.786' stroke='currentColor' stroke-width='2'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https%3A%2F%2Fwww.deptagency.com%2Fen-dk%2Finsight%2Fhow-to-become-and-stay-gdpr-compliant-in-ai-ml-models%2F\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-title=\"How to become (and stay) GDPR compliant in AI &amp; ML models\"\n\t\t\t\tdata-share-type=\"facebook\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Facebook\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg width='14' height='22' viewBox='0 0 14 22' fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg'><path d='M4.032 22L4 12H0V8h4V5.5C4 1.789 6.298 0 9.61 0c1.585 0 2.948.118 3.345.17v3.88H10.66c-1.8 0-2.15.856-2.15 2.112V8h5.241l-2 4H8.51v10H4.032z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/api.whatsapp.com\/send?text=https%3A%2F%2Fwww.deptagency.com%2Fen-dk%2Finsight%2Fhow-to-become-and-stay-gdpr-compliant-in-ai-ml-models%2F\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-title=\"How to become (and stay) GDPR compliant in AI &amp; ML models\"\n\t\t\t\tdata-share-type=\"whatsapp\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Whatsapp\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg xmlns='http: \/\/www.w3.org\/2000\/svg' width='25' height='24' viewBox='0 0 25 24'><path d='M.805 24l1.687-6.163a11.869 11.869 0 01-1.588-5.945C.907 5.335 6.244 0 12.801 0c3.182.001 6.17 1.24 8.415 3.488a11.819 11.819 0 013.481 8.413c-.002 6.558-5.34 11.893-11.896 11.893h-.005c-1.99-.001-3.947-.5-5.685-1.448L.805 24zm6.598-3.807l.361.214a9.874 9.874 0 005.033 1.378h.004c5.45 0 9.885-4.434 9.888-9.885a9.824 9.824 0 00-2.894-6.993 9.823 9.823 0 00-6.99-2.898c-5.454 0-9.89 4.434-9.892 9.884a9.86 9.86 0 001.512 5.26l.235.374-.999 3.648 3.742-.982z' fill='currentColor'\/><path d='M9.825 6.921c-.24-.58-.486-.501-.668-.51-.174-.009-.372-.01-.57-.01-.198 0-.52.074-.793.371-.272.298-1.04 1.017-1.04 2.48 0 1.462 1.065 2.875 1.214 3.073.148.199 2.096 3.2 5.078 4.487.709.306 1.262.49 1.694.626.712.226 1.36.194 1.872.118.571-.085 1.759-.72 2.007-1.413.247-.694.247-1.29.173-1.413-.074-.124-.272-.199-.57-.347-.297-.149-1.758-.868-2.03-.967-.273-.1-.471-.149-.67.149-.198.297-.767.966-.94 1.165-.174.198-.348.223-.645.074-.297-.149-1.255-.462-2.39-1.475-.884-.788-1.48-1.76-1.654-2.058-.173-.298-.018-.459.13-.607.134-.133.298-.347.446-.52.149-.174.199-.298.298-.496.099-.198.05-.372-.025-.52-.074-.15-.669-1.612-.917-2.207z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fwww.deptagency.com%2Fen-dk%2Finsight%2Fhow-to-become-and-stay-gdpr-compliant-in-ai-ml-models%2F&#038;text=How%20to%20become%20(and%20stay)%20GDPR%20compliant%20in%20AI%20&#038;%20ML%20models\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-title=\"How to become (and stay) GDPR compliant in AI &amp; ML models\"\n\t\t\t\tdata-share-type=\"twitter\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Twitter\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg width='25' height='20' viewBox='0 0 25 20' fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg'><path d='M24.75 2.3c-.9.4-1.8.7-2.8.8 1-.6 1.8-1.6 2.2-2.7-1 .6-2 1-3.1 1.2-.9-1-2.2-1.6-3.6-1.6-2.7 0-4.9 2.2-4.9 4.9 0 .4 0 .8.1 1.1-4.2-.2-7.8-2.2-10.2-5.2-.5.8-.7 1.6-.7 2.5 0 1.7.9 3.2 2.2 4.1-.8 0-1.6-.2-2.2-.6v.1c0 2.4 1.7 4.4 3.9 4.8-.4.1-.8.2-1.3.2-.3 0-.6 0-.9-.1.6 2 2.4 3.4 4.6 3.4-1.7 1.3-3.8 2.1-6.1 2.1-.4 0-.8 0-1.2-.1 2.2 1.4 4.8 2.2 7.5 2.2 9.1 0 14-7.5 14-14v-.6c1-.7 1.8-1.6 2.5-2.5z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"http:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https%3A%2F%2Fwww.deptagency.com%2Fen-dk%2Finsight%2Fhow-to-become-and-stay-gdpr-compliant-in-ai-ml-models%2F\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-title=\"How to become (and stay) GDPR compliant in AI &amp; ML models\"\n\t\t\t\tdata-share-type=\"linkedin\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Linkedin\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg width='19' height='18' viewBox='0 0 19 18' fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg'><path d='M1.15 17.3h3.6V5.8h-3.6v11.5zM.75 2.1c0 1.2 1 2.1 2.1 2.1 1.2 0 2.1-.9 2.1-2.1 0-1.2-1-2.1-2.1-2.1-1.2 0-2.1 1-2.1 2.1zM14.45 17.3h3.6v-6.2c0-3.1-.7-5.5-4.3-5.5-1.8 0-2.9.9-3.4 1.8V5.8h-3.4v11.5h3.6v-5.7c0-1.5.2-2.9 2.1-2.9 1.8 0 1.8 1.7 1.8 3v5.6z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t<\/div>\n<\/div>\n\n<div\n\t\tclass=\"image-wrap block-image__image-wrap\"\n\t\tdata-align=\"center center\"\n\t\t\t>\n\n\t\t\t<picture\n\t\tclass=\"image__picture\"\n\t\t\t\t>\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t<img\n\t\t\t\tsrc=\"https:\/\/www.deptagency.com\/wp-content\/uploads\/2023\/01\/How-to-become-and-stay-GDPR-compliant-in-AI-ML-models.png\"\n\t\t\t\tclass=\"image block-image__image\"\n\n\t\t\t\t\t\t\t\talt=\"compliance in AIML models graphic \"\n\t\t\t\t\n\t\t\t\t\t\t\t\t\tloading=\"lazy\"\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t\t\t\/>\n\t\t<\/picture>\n\t\n\t<\/div>\n\n<div class=\"block-title-and-content js-block-title-and-content block-title-and-content__theme--white\">\n\t<div class=\"block-title-and-content__layout\">\n\t\t<h2\t\tclass=\"typography block-title-and-content__title typography__color--onyxGrey typography__size--h2 typography__align--left\"\n\t\tdata-size-mobile=\"h2\" \t>\n\t\tHow it works: Scan and remove\t<\/h2>\n\t\t\t\t\t<div class=\"block-title-and-content__content\">\n\t\t\t\t\n<div class='block-title-and-content__item'><div class='block-title-and-content__item-inner'><p\t\tclass=\"typography block-typography__typography typography__color--onyxGrey typography__size--regular-body typography__align--left\"\n\t\t\t>\n\t\tThis solution features three phases that can be scheduled and requires minimal intervention from your data science team. It also keeps your team in compliance, even as you create new datasets which potentially contain PII.<br><br><strong>1. Scan all datasets<\/strong><br><strong><br><\/strong>The first step in the process is to crawl through and compile a list of every single dataset (this could be a table or any type of file) that exists in your data science team\u2019s world.\u00a0<br><br>The benefit of this compilation is that it gives you a starting point for a data registry. Not only is this generally useful for your team to know all the data, sizes, and types of datasets that you work with &#8212; but when additional compliance laws or policies crop up, you now have a central place to look.\u00a0<br><br>Often, teams don\u2019t even know how much or what types of data (parquet, hive, JSON, CSV, etc.) they have.<br><br><strong>2. Flag all datasets that contain PII<br><\/strong><br>Once you have your lists, the next step is to comb through the datasets and identify which of them contain PII. Once identified, you\u2019ll need to save the metadata around the datasets, which you should log and store for audit purposes.<br><br><strong>3. Remove or redact PII from flagged datasets<br><\/strong><br>Now you can remove your PII. This entails taking the list of flagged datasets containing PII, and removing all users from the dataset who need to be removed according to GDPR guidelines. You\u2019ll also need to log the removal process for audit purposes.<br><br>As a note, there are techniques where you can be in compliance without completely removing PII, such as obfuscation. Whether you completely remove or obfuscate depends on your team\u2019s use case and how you use your data.\u00a0\t<\/p><\/div><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\n\t<div class=\"block-title-and-content__social-links\">\n\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-title=\"How to become (and stay) GDPR compliant in AI &amp; ML models\"\n\t\t\t\tdata-share-type=\"copy\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Copy page link\"\n\t\t\t\t\n\t\t\t\t\t\t\t\t\tdata-tooltip=\"true\"\n\t\t\t\t\tdata-tooltip-text=\"Link copied to clipboard.\"\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg' width='22' height='22' viewBox='0 0 22 22'><path d='M6.832 15.167l8.333-8.333M9.332 6.001l2.787-2.787a4.715 4.715 0 016.666 0v0a4.715 4.715 0 010 6.667L16 12.668M5.999 9.334l-2.787 2.787a4.715 4.715 0 000 6.666v0a4.715 4.715 0 006.667 0l2.787-2.786' stroke='currentColor' stroke-width='2'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https%3A%2F%2Fwww.deptagency.com%2Fen-dk%2Finsight%2Fhow-to-become-and-stay-gdpr-compliant-in-ai-ml-models%2F\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-title=\"How to become (and stay) GDPR compliant in AI &amp; ML models\"\n\t\t\t\tdata-share-type=\"facebook\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Facebook\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg width='14' height='22' viewBox='0 0 14 22' fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg'><path d='M4.032 22L4 12H0V8h4V5.5C4 1.789 6.298 0 9.61 0c1.585 0 2.948.118 3.345.17v3.88H10.66c-1.8 0-2.15.856-2.15 2.112V8h5.241l-2 4H8.51v10H4.032z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/api.whatsapp.com\/send?text=https%3A%2F%2Fwww.deptagency.com%2Fen-dk%2Finsight%2Fhow-to-become-and-stay-gdpr-compliant-in-ai-ml-models%2F\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-title=\"How to become (and stay) GDPR compliant in AI &amp; ML models\"\n\t\t\t\tdata-share-type=\"whatsapp\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Whatsapp\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg xmlns='http: \/\/www.w3.org\/2000\/svg' width='25' height='24' viewBox='0 0 25 24'><path d='M.805 24l1.687-6.163a11.869 11.869 0 01-1.588-5.945C.907 5.335 6.244 0 12.801 0c3.182.001 6.17 1.24 8.415 3.488a11.819 11.819 0 013.481 8.413c-.002 6.558-5.34 11.893-11.896 11.893h-.005c-1.99-.001-3.947-.5-5.685-1.448L.805 24zm6.598-3.807l.361.214a9.874 9.874 0 005.033 1.378h.004c5.45 0 9.885-4.434 9.888-9.885a9.824 9.824 0 00-2.894-6.993 9.823 9.823 0 00-6.99-2.898c-5.454 0-9.89 4.434-9.892 9.884a9.86 9.86 0 001.512 5.26l.235.374-.999 3.648 3.742-.982z' fill='currentColor'\/><path d='M9.825 6.921c-.24-.58-.486-.501-.668-.51-.174-.009-.372-.01-.57-.01-.198 0-.52.074-.793.371-.272.298-1.04 1.017-1.04 2.48 0 1.462 1.065 2.875 1.214 3.073.148.199 2.096 3.2 5.078 4.487.709.306 1.262.49 1.694.626.712.226 1.36.194 1.872.118.571-.085 1.759-.72 2.007-1.413.247-.694.247-1.29.173-1.413-.074-.124-.272-.199-.57-.347-.297-.149-1.758-.868-2.03-.967-.273-.1-.471-.149-.67.149-.198.297-.767.966-.94 1.165-.174.198-.348.223-.645.074-.297-.149-1.255-.462-2.39-1.475-.884-.788-1.48-1.76-1.654-2.058-.173-.298-.018-.459.13-.607.134-.133.298-.347.446-.52.149-.174.199-.298.298-.496.099-.198.05-.372-.025-.52-.074-.15-.669-1.612-.917-2.207z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fwww.deptagency.com%2Fen-dk%2Finsight%2Fhow-to-become-and-stay-gdpr-compliant-in-ai-ml-models%2F&#038;text=How%20to%20become%20(and%20stay)%20GDPR%20compliant%20in%20AI%20&#038;%20ML%20models\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-title=\"How to become (and stay) GDPR compliant in AI &amp; ML models\"\n\t\t\t\tdata-share-type=\"twitter\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Twitter\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg width='25' height='20' viewBox='0 0 25 20' fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg'><path d='M24.75 2.3c-.9.4-1.8.7-2.8.8 1-.6 1.8-1.6 2.2-2.7-1 .6-2 1-3.1 1.2-.9-1-2.2-1.6-3.6-1.6-2.7 0-4.9 2.2-4.9 4.9 0 .4 0 .8.1 1.1-4.2-.2-7.8-2.2-10.2-5.2-.5.8-.7 1.6-.7 2.5 0 1.7.9 3.2 2.2 4.1-.8 0-1.6-.2-2.2-.6v.1c0 2.4 1.7 4.4 3.9 4.8-.4.1-.8.2-1.3.2-.3 0-.6 0-.9-.1.6 2 2.4 3.4 4.6 3.4-1.7 1.3-3.8 2.1-6.1 2.1-.4 0-.8 0-1.2-.1 2.2 1.4 4.8 2.2 7.5 2.2 9.1 0 14-7.5 14-14v-.6c1-.7 1.8-1.6 2.5-2.5z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"http:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https%3A%2F%2Fwww.deptagency.com%2Fen-dk%2Finsight%2Fhow-to-become-and-stay-gdpr-compliant-in-ai-ml-models%2F\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-title=\"How to become (and stay) GDPR compliant in AI &amp; ML models\"\n\t\t\t\tdata-share-type=\"linkedin\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Linkedin\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg width='19' height='18' viewBox='0 0 19 18' fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg'><path d='M1.15 17.3h3.6V5.8h-3.6v11.5zM.75 2.1c0 1.2 1 2.1 2.1 2.1 1.2 0 2.1-.9 2.1-2.1 0-1.2-1-2.1-2.1-2.1-1.2 0-2.1 1-2.1 2.1zM14.45 17.3h3.6v-6.2c0-3.1-.7-5.5-4.3-5.5-1.8 0-2.9.9-3.4 1.8V5.8h-3.4v11.5h3.6v-5.7c0-1.5.2-2.9 2.1-2.9 1.8 0 1.8 1.7 1.8 3v5.6z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t<\/div>\n<\/div>\n\n<div class=\"block-title-and-content js-block-title-and-content block-title-and-content__theme--white\">\n\t<div class=\"block-title-and-content__layout\">\n\t\t<h2\t\tclass=\"typography block-title-and-content__title typography__color--onyxGrey typography__size--h2 typography__align--left\"\n\t\tdata-size-mobile=\"h2\" \t>\n\t\tTo the finish line: GDPR audits and beyond\t<\/h2>\n\t\t\t\t\t<div class=\"block-title-and-content__content\">\n\t\t\t\t\n<div class='block-title-and-content__item'><div class='block-title-and-content__item-inner'><p\t\tclass=\"typography block-typography__typography typography__color--onyxGrey typography__size--regular-body typography__align--left\"\n\t\t\t>\n\t\tPutting into place this automated system gives you several advantages, all without sacrificing a change of workflow or adding onerous restrictions to your way of working.<br><br>In the short term, you can sail through an audit and legal review process, instead focusing on the actual work of machine learning and creating models while your data automatically stays in compliance.<br><br>Second, this framework puts you in a good position to pass future audits. Audits occur regularly, and rather than having to scramble for every legal review, this framework makes it easy to document and provide evidence of compliance for subsequent audits.<br><br>Finally, the system also puts them in a strong position for any future laws or even changes to current laws. The automated system serves as a foundation, and any changes or additional compliance can easily be built on top of the current solution.\t<\/p><\/div><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\n\t<div class=\"block-title-and-content__social-links\">\n\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-title=\"How to become (and stay) GDPR compliant in AI &amp; ML models\"\n\t\t\t\tdata-share-type=\"copy\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Copy page link\"\n\t\t\t\t\n\t\t\t\t\t\t\t\t\tdata-tooltip=\"true\"\n\t\t\t\t\tdata-tooltip-text=\"Link copied to clipboard.\"\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg' width='22' height='22' viewBox='0 0 22 22'><path d='M6.832 15.167l8.333-8.333M9.332 6.001l2.787-2.787a4.715 4.715 0 016.666 0v0a4.715 4.715 0 010 6.667L16 12.668M5.999 9.334l-2.787 2.787a4.715 4.715 0 000 6.666v0a4.715 4.715 0 006.667 0l2.787-2.786' stroke='currentColor' stroke-width='2'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https%3A%2F%2Fwww.deptagency.com%2Fen-dk%2Finsight%2Fhow-to-become-and-stay-gdpr-compliant-in-ai-ml-models%2F\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-title=\"How to become (and stay) GDPR compliant in AI &amp; ML models\"\n\t\t\t\tdata-share-type=\"facebook\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Facebook\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg width='14' height='22' viewBox='0 0 14 22' fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg'><path d='M4.032 22L4 12H0V8h4V5.5C4 1.789 6.298 0 9.61 0c1.585 0 2.948.118 3.345.17v3.88H10.66c-1.8 0-2.15.856-2.15 2.112V8h5.241l-2 4H8.51v10H4.032z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/api.whatsapp.com\/send?text=https%3A%2F%2Fwww.deptagency.com%2Fen-dk%2Finsight%2Fhow-to-become-and-stay-gdpr-compliant-in-ai-ml-models%2F\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-title=\"How to become (and stay) GDPR compliant in AI &amp; ML models\"\n\t\t\t\tdata-share-type=\"whatsapp\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Whatsapp\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg xmlns='http: \/\/www.w3.org\/2000\/svg' width='25' height='24' viewBox='0 0 25 24'><path d='M.805 24l1.687-6.163a11.869 11.869 0 01-1.588-5.945C.907 5.335 6.244 0 12.801 0c3.182.001 6.17 1.24 8.415 3.488a11.819 11.819 0 013.481 8.413c-.002 6.558-5.34 11.893-11.896 11.893h-.005c-1.99-.001-3.947-.5-5.685-1.448L.805 24zm6.598-3.807l.361.214a9.874 9.874 0 005.033 1.378h.004c5.45 0 9.885-4.434 9.888-9.885a9.824 9.824 0 00-2.894-6.993 9.823 9.823 0 00-6.99-2.898c-5.454 0-9.89 4.434-9.892 9.884a9.86 9.86 0 001.512 5.26l.235.374-.999 3.648 3.742-.982z' fill='currentColor'\/><path d='M9.825 6.921c-.24-.58-.486-.501-.668-.51-.174-.009-.372-.01-.57-.01-.198 0-.52.074-.793.371-.272.298-1.04 1.017-1.04 2.48 0 1.462 1.065 2.875 1.214 3.073.148.199 2.096 3.2 5.078 4.487.709.306 1.262.49 1.694.626.712.226 1.36.194 1.872.118.571-.085 1.759-.72 2.007-1.413.247-.694.247-1.29.173-1.413-.074-.124-.272-.199-.57-.347-.297-.149-1.758-.868-2.03-.967-.273-.1-.471-.149-.67.149-.198.297-.767.966-.94 1.165-.174.198-.348.223-.645.074-.297-.149-1.255-.462-2.39-1.475-.884-.788-1.48-1.76-1.654-2.058-.173-.298-.018-.459.13-.607.134-.133.298-.347.446-.52.149-.174.199-.298.298-.496.099-.198.05-.372-.025-.52-.074-.15-.669-1.612-.917-2.207z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fwww.deptagency.com%2Fen-dk%2Finsight%2Fhow-to-become-and-stay-gdpr-compliant-in-ai-ml-models%2F&#038;text=How%20to%20become%20(and%20stay)%20GDPR%20compliant%20in%20AI%20&#038;%20ML%20models\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-title=\"How to become (and stay) GDPR compliant in AI &amp; ML models\"\n\t\t\t\tdata-share-type=\"twitter\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Twitter\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg width='25' height='20' viewBox='0 0 25 20' fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg'><path d='M24.75 2.3c-.9.4-1.8.7-2.8.8 1-.6 1.8-1.6 2.2-2.7-1 .6-2 1-3.1 1.2-.9-1-2.2-1.6-3.6-1.6-2.7 0-4.9 2.2-4.9 4.9 0 .4 0 .8.1 1.1-4.2-.2-7.8-2.2-10.2-5.2-.5.8-.7 1.6-.7 2.5 0 1.7.9 3.2 2.2 4.1-.8 0-1.6-.2-2.2-.6v.1c0 2.4 1.7 4.4 3.9 4.8-.4.1-.8.2-1.3.2-.3 0-.6 0-.9-.1.6 2 2.4 3.4 4.6 3.4-1.7 1.3-3.8 2.1-6.1 2.1-.4 0-.8 0-1.2-.1 2.2 1.4 4.8 2.2 7.5 2.2 9.1 0 14-7.5 14-14v-.6c1-.7 1.8-1.6 2.5-2.5z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"http:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https%3A%2F%2Fwww.deptagency.com%2Fen-dk%2Finsight%2Fhow-to-become-and-stay-gdpr-compliant-in-ai-ml-models%2F\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-title=\"How to become (and stay) GDPR compliant in AI &amp; ML models\"\n\t\t\t\tdata-share-type=\"linkedin\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Linkedin\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg width='19' height='18' viewBox='0 0 19 18' fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg'><path d='M1.15 17.3h3.6V5.8h-3.6v11.5zM.75 2.1c0 1.2 1 2.1 2.1 2.1 1.2 0 2.1-.9 2.1-2.1 0-1.2-1-2.1-2.1-2.1-1.2 0-2.1 1-2.1 2.1zM14.45 17.3h3.6v-6.2c0-3.1-.7-5.5-4.3-5.5-1.8 0-2.9.9-3.4 1.8V5.8h-3.4v11.5h3.6v-5.7c0-1.5.2-2.9 2.1-2.9 1.8 0 1.8 1.7 1.8 3v5.6z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t<\/div>\n<\/div>\n\n<div class=\"block-title-and-content js-block-title-and-content block-title-and-content__theme--onyxGrey\">\n\t<div class=\"block-title-and-content__layout\">\n\t\t<h2\t\tclass=\"typography block-title-and-content__title typography__color--white typography__size--h2 typography__align--left\"\n\t\tdata-size-mobile=\"h2\" \t>\n\t\tThe future of data compliance\t<\/h2>\n\t\t\t\t\t<div class=\"block-title-and-content__content\">\n\t\t\t\t\n<div class='block-title-and-content__item'><div class='block-title-and-content__item-inner'><p\t\tclass=\"typography block-typography__typography typography__color--lightGrey typography__size--regular-body typography__align--left\"\n\t\t\t>\n\t\tGDPR is not going away anytime soon &#8211; in fact, additional laws like CCPA are being added to the list of compliance your company will soon need to follow. <br><br>It\u2019s best to have an established, flexible framework that can be tweaked to handle new laws. That way you can continue working on your core business, rather than scrambling to adjust to a new set of compliance laws each time they come out. I<br><br>f you need help with compliance or any sort of data strategy, reach out to the <a href=\"https:\/\/www.deptagency.com\/en-dk\/service\/digital-marketing\/data-intelligence\/\" target=\"_blank\" rel=\"noreferrer noopener\">data analysts and engineers<\/a> at DEPT\u00ae.\u00a0\t<\/p><\/div><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\n\t<div class=\"block-title-and-content__social-links\">\n\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-become-and-stay-gdpr-compliant-in-ai-ml-models\/\"\n\t\t\t\tdata-share-title=\"How to become (and stay) GDPR compliant in AI &amp; ML models\"\n\t\t\t\tdata-share-type=\"copy\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Copy page link\"\n\t\t\t\t\n\t\t\t\t\t\t\t\t\tdata-tooltip=\"true\"\n\t\t\t\t\tdata-tooltip-text=\"Link copied 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17.3h3.6v-6.2c0-3.1-.7-5.5-4.3-5.5-1.8 0-2.9.9-3.4 1.8V5.8h-3.4v11.5h3.6v-5.7c0-1.5.2-2.9 2.1-2.9 1.8 0 1.8 1.7 1.8 3v5.6z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t<\/div>\n<\/div>\n\n<div class=\"block-highlighted-item-listing\">\n\t<h2\t\tclass=\"typography block-highlighted-item-listing__title typography__color--onyxGrey typography__size--regular-body typography__align--left\"\n\t\t\t>\n\t\tMore?\t<\/h2><a\tclass=\"cta-button block-highlighted-item-listing__cta-button cta-button__color--onyxGrey cta-button__style--regular\" href=\"https:\/\/www.deptagency.com\/en-dk\/all-insights\/\" >\n\t\n\t\t\t<span>\n\t\t\tView all articles\t\t<\/span>\n\t\n<\/a>\n\t<div class=\"block-highlighted-item-listing__cards\">\n\t\t<a\tclass=\"universal-item-card universal-item-card__type--article universal-item-card--has-link-decoration\"\n\tdata-theme=\"white\"\n\t\t\thref=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-the-dma-dsa-laws-will-impact-your-business\/\"\n\t\t\t\ttitle=\"How the DMA &#038; DSA laws will impact your business\"\n\t\t>\n\t\t\t<div class=\"universal-item-card__backplate universal-item-card__backplate--with-image\"><\/div>\n\t\n\t<div\n\t\tclass=\"image-wrap universal-item-card__image-wrap\"\n\t\tdata-align=\"center center\"\n\t\t\t>\n\n\t\t\t<picture\n\t\tclass=\"image__picture\"\n\t\t\t\t>\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t<img\n\t\t\t\tsrc=\"https:\/\/www.deptagency.com\/wp-content\/uploads\/2022\/07\/arial-view-of-man-on-phone.jpg\"\n\t\t\t\tclass=\"image universal-item-card__image\"\n\n\t\t\t\t\t\t\t\talt=\"How the DMA &#038; DSA laws will impact your business\"\n\t\t\t\t\n\t\t\t\t\t\t\t\t\tloading=\"lazy\"\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t\t\t\/>\n\t\t<\/picture>\n\t\n\t<\/div><p\t\tclass=\"typography universal-item-card__meta typography__color--darkGrey typography__size--eyebrow-lc typography__align--left\"\n\t\t\t>\n\t\tBRAND &AMP; MEDIA&emsp;\u2022&emsp;Willem Blom\t<\/p><h3\t\tclass=\"typography universal-item-card__title typography__color--onyxGrey typography__size--h6 typography__align--left\"\n\t\t\t>\n\t\t<span>How the DMA &#038; DSA laws will impact your business<\/span>\t<\/h3><button\tclass=\"cta-button universal-item-card__btn cta-button__color--onyxGrey cta-button__style--regular has-parent-hover\" >\n\t\n\t\t\t<span>\n\t\t\tRead Article\t\t<\/span>\n\t\n<\/button>\n\t\n\t<\/a><a\tclass=\"universal-item-card universal-item-card__type--article universal-item-card--has-link-decoration\"\n\tdata-theme=\"white\"\n\t\t\thref=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-consolidate-your-tech-to-reduce-costs-improve-effeciency\/\"\n\t\t\t\ttitle=\"How to consolidate your tech to reduce costs &#038; improve effeciency\"\n\t\t>\n\t\t\t<div class=\"universal-item-card__backplate universal-item-card__backplate--with-image\"><\/div>\n\t\n\t<div\n\t\tclass=\"image-wrap universal-item-card__image-wrap\"\n\t\tdata-align=\"center center\"\n\t\t\t>\n\n\t\t\t<picture\n\t\tclass=\"image__picture\"\n\t\t\t\t>\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t<img\n\t\t\t\tsrc=\"https:\/\/www.deptagency.com\/wp-content\/uploads\/2022\/12\/aerial-view-snowy-landscape.jpg\"\n\t\t\t\tclass=\"image universal-item-card__image\"\n\n\t\t\t\t\t\t\t\talt=\"How to consolidate your tech to reduce costs &#038; improve effeciency\"\n\t\t\t\t\n\t\t\t\t\t\t\t\t\tloading=\"lazy\"\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t\t\t\/>\n\t\t<\/picture>\n\t\n\t<\/div><p\t\tclass=\"typography universal-item-card__meta typography__color--darkGrey typography__size--eyebrow-lc typography__align--left\"\n\t\t\t>\n\t\tTECH &AMP; DATA&emsp;\u2022&emsp;Jonathan Whiteside\t<\/p><h3\t\tclass=\"typography universal-item-card__title typography__color--onyxGrey typography__size--h6 typography__align--left\"\n\t\t\t>\n\t\t<span>How to consolidate your tech to reduce costs &#038; improve effeciency<\/span>\t<\/h3><button\tclass=\"cta-button universal-item-card__btn cta-button__color--onyxGrey cta-button__style--regular has-parent-hover\" >\n\t\n\t\t\t<span>\n\t\t\tRead Article\t\t<\/span>\n\t\n<\/button>\n\t\n\t<\/a><a\tclass=\"universal-item-card universal-item-card__type--article universal-item-card--has-link-decoration\"\n\tdata-theme=\"white\"\n\t\t\thref=\"https:\/\/www.deptagency.com\/en-dk\/insight\/how-to-leverage-data-to-drive-sustainable-growth\/\"\n\t\t\t\ttitle=\"How to leverage data to drive sustainable growth\"\n\t\t>\n\t\t\t<div class=\"universal-item-card__backplate universal-item-card__backplate--with-image\"><\/div>\n\t\n\t<div\n\t\tclass=\"image-wrap universal-item-card__image-wrap\"\n\t\tdata-align=\"center center\"\n\t\t\t>\n\n\t\t\t<picture\n\t\tclass=\"image__picture\"\n\t\t\t\t>\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t<img\n\t\t\t\tsrc=\"https:\/\/www.deptagency.com\/wp-content\/uploads\/2022\/12\/black-white-winding-path-stay-ahead.jpg\"\n\t\t\t\tclass=\"image universal-item-card__image\"\n\n\t\t\t\t\t\t\t\talt=\"How to leverage data to drive sustainable growth\"\n\t\t\t\t\n\t\t\t\t\t\t\t\t\tloading=\"lazy\"\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t\t\t\/>\n\t\t<\/picture>\n\t\n\t<\/div><p\t\tclass=\"typography universal-item-card__meta typography__color--darkGrey typography__size--eyebrow-lc typography__align--left\"\n\t\t\t>\n\t\tBRAND &AMP; MEDIA&emsp;\u2022&emsp;Willem Blom\t<\/p><h3\t\tclass=\"typography universal-item-card__title typography__color--onyxGrey typography__size--h6 typography__align--left\"\n\t\t\t>\n\t\t<span>How to leverage data to drive sustainable growth<\/span>\t<\/h3><button\tclass=\"cta-button universal-item-card__btn cta-button__color--onyxGrey cta-button__style--regular has-parent-hover\" >\n\t\n\t\t\t<span>\n\t\t\tRead Article\t\t<\/span>\n\t\n<\/button>\n\t\n\t<\/a>\t<\/div>\n<\/div>\n\n<div class=\"block-get-in-touch js-block-get-in-touch\">\n\t<div class=\"block-get-in-touch__column block-get-in-touch__column--left block-get-in-touch__column--richBlack\">\n\t\t<h2 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