CINXE.COM
Blogs and Insights about Data Annotation, Computer Vision, ML, and more!
<!doctype html> <html xmlns:og="http://opengraphprotocol.org/schema/" xmlns:fb="http://www.facebook.com/2008/fbml" lang="en-US" > <head> <meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1"> <meta name="viewport" content="width=device-width, initial-scale=1"> <!-- This is Squarespace. --><!-- digitaldivide --> <base href=""> <meta charset="utf-8" /> <title>Blogs and Insights about Data Annotation, Computer Vision, ML, and more!</title> <meta http-equiv="Accept-CH" content="Sec-CH-UA-Platform-Version, Sec-CH-UA-Model" /><link rel="icon" type="image/x-icon" href="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/ffe8dd8b-e4bb-426c-8fa4-411a6f721434/favicon.ico?format=100w"/> <link rel="canonical" href="https://www.digitaldividedata.com/blog"/> <meta property="og:site_name" content="Digital Divide Data"/> <meta property="og:title" content="Blogs and Insights about Data Annotation, Computer Vision, ML, and more!"/> <meta property="og:url" content="https://www.digitaldividedata.com/blog"/> <meta property="og:type" content="website"/> <meta property="og:description" content="Enhance your AI and ML knowledge, visit our blog section! Reading leisurely or looking for data entry service providers? Let's connect, discuss and collaborate!"/> <meta itemprop="name" content="Blogs and Insights about Data Annotation, Computer Vision, ML, and more!"/> <meta itemprop="url" content="https://www.digitaldividedata.com/blog"/> <meta itemprop="description" content="Enhance your AI and ML knowledge, visit our blog section! Reading leisurely or looking for data entry service providers? Let's connect, discuss and collaborate!"/> <meta name="twitter:title" content="Blogs and Insights about Data Annotation, Computer Vision, ML, and more!"/> <meta name="twitter:url" content="https://www.digitaldividedata.com/blog"/> <meta name="twitter:card" content="summary"/> <meta name="twitter:description" content="Enhance your AI and ML knowledge, visit our blog section! Reading leisurely or looking for data entry service providers? Let's connect, discuss and collaborate!"/> <meta name="description" content="Enhance your AI and ML knowledge, visit our blog section! Reading leisurely or looking for data entry service providers? Let's connect, discuss and collaborate!" /> <link rel="preconnect" href="https://images.squarespace-cdn.com"> <link rel="preconnect" href="https://use.typekit.net" crossorigin> <link rel="preconnect" href="https://p.typekit.net" crossorigin> <script type="text/javascript" src="//use.typekit.net/ik/PHinj-n8LM3PRqN-oEeQ6Z2iCeMvndBEixqGIkIWI6vfe1tJXnX1IyvhF2jtFRZLFRwkweIkZRsKFDsyjcjaFDSu5Qs8wRqDe6MK2YgkdayTdAIldcNhjPG4fHCgIMMjMPMfH6qJn3IbMg6IJMJ7fbKlMsMMeMj6MKG4fJCgIMMjgkMfH6qJCMIbMg65JMJ7fbKwMsMMegI6MTMgU0rPzbj.js"></script> <script type="text/javascript">try{Typekit.load();}catch(e){}</script> <script type="text/javascript" crossorigin="anonymous" defer="true" nomodule="nomodule" src="//assets.squarespace.com/@sqs/polyfiller/1.6/legacy.js"></script> <script type="text/javascript" crossorigin="anonymous" defer="true" src="//assets.squarespace.com/@sqs/polyfiller/1.6/modern.js"></script> <script type="text/javascript">SQUARESPACE_ROLLUPS = {};</script> <script>(function(rollups, name) { if (!rollups[name]) { rollups[name] = {}; } rollups[name].js = ["//assets.squarespace.com/universal/scripts-compressed/extract-css-runtime-3401637dca1753b2ae25-min.en-US.js"]; })(SQUARESPACE_ROLLUPS, 'squarespace-extract_css_runtime');</script> <script crossorigin="anonymous" src="//assets.squarespace.com/universal/scripts-compressed/extract-css-runtime-3401637dca1753b2ae25-min.en-US.js" defer ></script><script>(function(rollups, name) { if (!rollups[name]) { rollups[name] = {}; } rollups[name].js = ["//assets.squarespace.com/universal/scripts-compressed/extract-css-moment-js-vendor-c4d588d4255cd4c70fa3-min.en-US.js"]; })(SQUARESPACE_ROLLUPS, 'squarespace-extract_css_moment_js_vendor');</script> <script crossorigin="anonymous" src="//assets.squarespace.com/universal/scripts-compressed/extract-css-moment-js-vendor-c4d588d4255cd4c70fa3-min.en-US.js" defer ></script><script>(function(rollups, name) { if (!rollups[name]) { rollups[name] = {}; } rollups[name].js = ["//assets.squarespace.com/universal/scripts-compressed/cldr-resource-pack-0c96ad3f9948c3a7b631-min.en-US.js"]; })(SQUARESPACE_ROLLUPS, 'squarespace-cldr_resource_pack');</script> <script crossorigin="anonymous" src="//assets.squarespace.com/universal/scripts-compressed/cldr-resource-pack-0c96ad3f9948c3a7b631-min.en-US.js" defer ></script><script>(function(rollups, name) { if (!rollups[name]) { rollups[name] = {}; } rollups[name].js = ["//assets.squarespace.com/universal/scripts-compressed/common-vendors-stable-2965e1fc774101038a7d-min.en-US.js"]; })(SQUARESPACE_ROLLUPS, 'squarespace-common_vendors_stable');</script> <script crossorigin="anonymous" src="//assets.squarespace.com/universal/scripts-compressed/common-vendors-stable-2965e1fc774101038a7d-min.en-US.js" defer ></script><script>(function(rollups, name) { if (!rollups[name]) { rollups[name] = {}; } rollups[name].js = ["//assets.squarespace.com/universal/scripts-compressed/common-vendors-8921de8f24d51c37e1bd-min.en-US.js"]; })(SQUARESPACE_ROLLUPS, 'squarespace-common_vendors');</script> <script crossorigin="anonymous" src="//assets.squarespace.com/universal/scripts-compressed/common-vendors-8921de8f24d51c37e1bd-min.en-US.js" defer ></script><script>(function(rollups, name) { if (!rollups[name]) { rollups[name] = {}; } rollups[name].js = ["//assets.squarespace.com/universal/scripts-compressed/common-d7eaecb92202ccd664ba-min.en-US.js"]; })(SQUARESPACE_ROLLUPS, 'squarespace-common');</script> <script crossorigin="anonymous" src="//assets.squarespace.com/universal/scripts-compressed/common-d7eaecb92202ccd664ba-min.en-US.js" defer ></script><script>(function(rollups, name) { if (!rollups[name]) { rollups[name] = {}; } rollups[name].js = ["//assets.squarespace.com/universal/scripts-compressed/performance-daea797f26ec33aee348-min.en-US.js"]; })(SQUARESPACE_ROLLUPS, 'squarespace-performance');</script> <script crossorigin="anonymous" src="//assets.squarespace.com/universal/scripts-compressed/performance-daea797f26ec33aee348-min.en-US.js" defer ></script><script data-name="static-context">Static = window.Static || {}; Static.SQUARESPACE_CONTEXT = {"betaFeatureFlags":["marketing_automations","scripts_defer","i18n_beta_website_locales","supports_versioned_template_assets","marketing_landing_page","new_stacked_index","order_status_page_checkout_landing_enabled","campaigns_discount_section_in_blasts","member_areas_feature","contacts_and_campaigns_redesign","campaigns_discount_section_in_automations","themes","nested_categories","campaigns_import_discounts","collection_typename_switching","campaigns_new_image_layout_picker","override_block_styles","campaigns_thumbnail_layout"],"facebookAppId":"314192535267336","facebookApiVersion":"v6.0","rollups":{"squarespace-announcement-bar":{"js":"//assets.squarespace.com/universal/scripts-compressed/announcement-bar-e58c2c256fc771df196f-min.en-US.js"},"squarespace-audio-player":{"css":"//assets.squarespace.com/universal/styles-compressed/audio-player-7273fb3c727315fb7087-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/audio-player-73979cf5715b90ec9b51-min.en-US.js"},"squarespace-blog-collection-list":{"css":"//assets.squarespace.com/universal/styles-compressed/blog-collection-list-04589f0ab778d39b6f29-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/blog-collection-list-3b161a94b70c22562b65-min.en-US.js"},"squarespace-calendar-block-renderer":{"css":"//assets.squarespace.com/universal/styles-compressed/calendar-block-renderer-45e10dd8aac6cdf250c5-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/calendar-block-renderer-8aa9b0cbeb4b1382de47-min.en-US.js"},"squarespace-chartjs-helpers":{"css":"//assets.squarespace.com/universal/styles-compressed/chartjs-helpers-035fad01719b3ad44ea0-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/chartjs-helpers-87bcc1cf71dc32506780-min.en-US.js"},"squarespace-comments":{"css":"//assets.squarespace.com/universal/styles-compressed/comments-8d82b7dcc10a49d8f3ab-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/comments-1ba83c0b3b745fb75907-min.en-US.js"},"squarespace-custom-css-popup":{"css":"//assets.squarespace.com/universal/styles-compressed/custom-css-popup-42165bae3117a373beba-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/custom-css-popup-4bdbc2b47c987d087bec-min.en-US.js"},"squarespace-dialog":{"css":"//assets.squarespace.com/universal/styles-compressed/dialog-4442f8c03c49894df614-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/dialog-3c204698eb988e00b67c-min.en-US.js"},"squarespace-events-collection":{"css":"//assets.squarespace.com/universal/styles-compressed/events-collection-45e10dd8aac6cdf250c5-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/events-collection-ab0904713c7bec57a263-min.en-US.js"},"squarespace-form-rendering-utils":{"js":"//assets.squarespace.com/universal/scripts-compressed/form-rendering-utils-52d93b2d0bac4a856090-min.en-US.js"},"squarespace-forms":{"css":"//assets.squarespace.com/universal/styles-compressed/forms-561e399da7e8cd21136e-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/forms-460e44eec8302ce495d5-min.en-US.js"},"squarespace-gallery-collection-list":{"css":"//assets.squarespace.com/universal/styles-compressed/gallery-collection-list-04589f0ab778d39b6f29-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/gallery-collection-list-6a695d6f503d6f274456-min.en-US.js"},"squarespace-image-zoom":{"css":"//assets.squarespace.com/universal/styles-compressed/image-zoom-04589f0ab778d39b6f29-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/image-zoom-86a4f1190d4dd0a1bb85-min.en-US.js"},"squarespace-pinterest":{"css":"//assets.squarespace.com/universal/styles-compressed/pinterest-04589f0ab778d39b6f29-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/pinterest-4db8797e0ab9916b74bc-min.en-US.js"},"squarespace-popup-overlay":{"css":"//assets.squarespace.com/universal/styles-compressed/popup-overlay-1953548b82872bd9f153-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/popup-overlay-abef1bd20e88ee2b0ff6-min.en-US.js"},"squarespace-product-quick-view":{"css":"//assets.squarespace.com/universal/styles-compressed/product-quick-view-cabe0d0e788aff914259-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/product-quick-view-3da517593bd59a46e163-min.en-US.js"},"squarespace-products-collection-item-v2":{"css":"//assets.squarespace.com/universal/styles-compressed/products-collection-item-v2-04589f0ab778d39b6f29-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/products-collection-item-v2-bc54407b17c1344e3754-min.en-US.js"},"squarespace-products-collection-list-v2":{"css":"//assets.squarespace.com/universal/styles-compressed/products-collection-list-v2-04589f0ab778d39b6f29-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/products-collection-list-v2-320bbe708a4fc56f6d2e-min.en-US.js"},"squarespace-search-page":{"css":"//assets.squarespace.com/universal/styles-compressed/search-page-efbf373f59490877e106-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/search-page-070b8b054bdeaedce608-min.en-US.js"},"squarespace-search-preview":{"js":"//assets.squarespace.com/universal/scripts-compressed/search-preview-ad37c6d6b6aef9eab4d8-min.en-US.js"},"squarespace-simple-liking":{"css":"//assets.squarespace.com/universal/styles-compressed/simple-liking-87ea620354232c2e7b9f-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/simple-liking-b240c4039cac2761e6d0-min.en-US.js"},"squarespace-social-buttons":{"css":"//assets.squarespace.com/universal/styles-compressed/social-buttons-7430c3ff0790eafdec2c-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/social-buttons-1eefd456ab26aca444a7-min.en-US.js"},"squarespace-tourdates":{"css":"//assets.squarespace.com/universal/styles-compressed/tourdates-04589f0ab778d39b6f29-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/tourdates-6a57cd3d6dd5f8c36147-min.en-US.js"},"squarespace-website-overlays-manager":{"css":"//assets.squarespace.com/universal/styles-compressed/website-overlays-manager-a81f4f351e0b41eedf7d-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/website-overlays-manager-81328279e26303ecdcd4-min.en-US.js"}},"pageType":1,"website":{"id":"6320a2f4b74abf777594e293","identifier":"digitaldivide","websiteType":1,"contentModifiedOn":1739976228752,"cloneable":false,"hasBeenCloneable":false,"siteStatus":{},"language":"en-US","timeZone":"America/New_York","machineTimeZoneOffset":-18000000,"timeZoneOffset":-18000000,"timeZoneAbbr":"EST","siteTitle":"Digital Divide Data","fullSiteTitle":"Blogs and Insights about Data Annotation, Computer Vision, ML, and more!","siteDescription":"","location":{},"logoImageId":"6320e71c00a74e6143bad578","shareButtonOptions":{"7":true,"8":true,"4":true,"6":true,"2":true,"3":true,"1":true},"logoImageUrl":"//images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/23358afd-f473-4075-bbf4-5cb31651f54b/DDD+all+white.png","authenticUrl":"https://www.digitaldividedata.com","internalUrl":"https://digitaldivide.squarespace.com","baseUrl":"https://www.digitaldividedata.com","primaryDomain":"www.digitaldividedata.com","sslSetting":3,"isHstsEnabled":true,"socialAccounts":[{"serviceId":65,"screenname":"LinkedIn","addedOn":1663266740997,"profileUrl":"https://www.linkedin.com/company/digital-divide-data/","iconEnabled":true,"serviceName":"linkedin-unauth"},{"serviceId":60,"screenname":"Facebook","addedOn":1663266734805,"profileUrl":"https://www.facebook.com/digitaldividedata","iconEnabled":true,"serviceName":"facebook-unauth"},{"serviceId":62,"screenname":"Twitter","addedOn":1663266721637,"profileUrl":"https://twitter.com/digdivdata","iconEnabled":true,"serviceName":"twitter-unauth"}],"typekitId":"","statsMigrated":false,"imageMetadataProcessingEnabled":false,"screenshotId":"e453b60f134e5acfd3f5ef917fd3ccd79438523c3a63e809613671ee7a95165b","captchaSettings":{"siteKey":"","enabledForDonations":false},"showOwnerLogin":false},"websiteSettings":{"id":"6320a2f4b74abf777594e296","websiteId":"6320a2f4b74abf777594e293","subjects":[],"country":"US","state":"CMX","simpleLikingEnabled":true,"mobileInfoBarSettings":{"isContactEmailEnabled":false,"isContactPhoneNumberEnabled":false,"isLocationEnabled":false,"isBusinessHoursEnabled":false},"announcementBarSettings":{},"popupOverlaySettings":{"style":1,"showOnScroll":true,"scrollPercentage":25,"showOnTimer":false,"timerDelay":5000,"showUntilSignup":false,"displayFrequency":1,"enableMobile":false,"enabledPages":[],"showOnAllPages":true,"version":2},"commentLikesAllowed":true,"commentAnonAllowed":true,"commentThreaded":true,"commentApprovalRequired":false,"commentAvatarsOn":true,"commentSortType":2,"commentFlagThreshold":0,"commentFlagsAllowed":true,"commentEnableByDefault":true,"commentDisableAfterDaysDefault":0,"disqusShortname":"","commentsEnabled":false,"businessHours":{},"storeSettings":{"returnPolicy":null,"termsOfService":null,"privacyPolicy":null,"expressCheckout":false,"continueShoppingLinkUrl":"/","useLightCart":false,"showNoteField":false,"shippingCountryDefaultValue":"US","billToShippingDefaultValue":false,"showShippingPhoneNumber":true,"isShippingPhoneRequired":false,"showBillingPhoneNumber":true,"isBillingPhoneRequired":false,"currenciesSupported":["USD","CAD","GBP","AUD","EUR","CHF","NOK","SEK","DKK","NZD","SGD","MXN","HKD","CZK","ILS","MYR","RUB","PHP","PLN","THB","BRL","ARS","COP","IDR","INR","JPY","ZAR"],"defaultCurrency":"USD","selectedCurrency":"USD","measurementStandard":2,"showCustomCheckoutForm":false,"checkoutPageMarketingOptInEnabled":true,"enableMailingListOptInByDefault":false,"sameAsRetailLocation":false,"merchandisingSettings":{"scarcityEnabledOnProductItems":false,"scarcityEnabledOnProductBlocks":false,"scarcityMessageType":"DEFAULT_SCARCITY_MESSAGE","scarcityThreshold":10,"multipleQuantityAllowedForServices":true,"restockNotificationsEnabled":false,"restockNotificationsSuccessText":"","restockNotificationsMailingListSignUpEnabled":false,"relatedProductsEnabled":false,"relatedProductsOrdering":"random","soldOutVariantsDropdownDisabled":false,"productComposerOptedIn":false,"productComposerABTestOptedOut":false,"productReviewsEnabled":false},"minimumOrderSubtotalEnabled":false,"minimumOrderSubtotal":{"currency":"USD","value":"0.00"},"isLive":false,"multipleQuantityAllowedForServices":true},"useEscapeKeyToLogin":false,"ssBadgeType":1,"ssBadgePosition":4,"ssBadgeVisibility":1,"ssBadgeDevices":1,"pinterestOverlayOptions":{"mode":"disabled"},"ampEnabled":false,"userAccountsSettings":{"loginAllowed":false,"signupAllowed":false}},"cookieSettings":{"isCookieBannerEnabled":true,"isRestrictiveCookiePolicyEnabled":true,"cookieBannerText":"By using this website, you agree to our use of cookies. We use cookies to provide you with a great experience and to help our website run effectively.","cookieBannerTheme":"LIGHT","cookieBannerThemeName":"white","cookieBannerVariant":"BAR","cookieBannerPosition":"BOTTOM","cookieBannerCtaVariant":"BUTTON","cookieBannerCtaText":"Accept","cookieBannerAcceptType":"OPT_IN_AND_OUT","cookieBannerOptOutCtaText":"Decline","cookieBannerHasOptOut":true,"cookieBannerHasManageCookies":false,"cookieBannerSavedPreferencesLayout":"PILL"},"websiteCloneable":false,"collection":{"title":"Blog","id":"6328e9eb3f9fe20613f1086e","fullUrl":"/blog","type":1,"permissionType":1},"subscribed":false,"appDomain":"squarespace.com","templateTweakable":true,"tweakJSON":{"form-use-theme-colors":"true","header-logo-height":"65px","header-mobile-logo-max-height":"65px","header-vert-padding":"2.4vw","header-width":"Full","maxPageWidth":"1200px","pagePadding":"4vw","tweak-blog-alternating-side-by-side-image-aspect-ratio":"1:1 Square","tweak-blog-alternating-side-by-side-image-spacing":"6%","tweak-blog-alternating-side-by-side-meta-spacing":"20px","tweak-blog-alternating-side-by-side-primary-meta":"Categories","tweak-blog-alternating-side-by-side-read-more-spacing":"20px","tweak-blog-alternating-side-by-side-secondary-meta":"Date","tweak-blog-basic-grid-columns":"2","tweak-blog-basic-grid-image-aspect-ratio":"3:2 Standard","tweak-blog-basic-grid-image-spacing":"20px","tweak-blog-basic-grid-meta-spacing":"10px","tweak-blog-basic-grid-primary-meta":"Date","tweak-blog-basic-grid-read-more-spacing":"20px","tweak-blog-basic-grid-secondary-meta":"Categories","tweak-blog-item-custom-width":"75","tweak-blog-item-show-author-profile":"false","tweak-blog-item-width":"Medium","tweak-blog-masonry-columns":"2","tweak-blog-masonry-horizontal-spacing":"30px","tweak-blog-masonry-image-spacing":"20px","tweak-blog-masonry-meta-spacing":"20px","tweak-blog-masonry-primary-meta":"Categories","tweak-blog-masonry-read-more-spacing":"20px","tweak-blog-masonry-secondary-meta":"Date","tweak-blog-masonry-vertical-spacing":"30px","tweak-blog-side-by-side-image-aspect-ratio":"1:1 Square","tweak-blog-side-by-side-image-spacing":"5%","tweak-blog-side-by-side-meta-spacing":"20px","tweak-blog-side-by-side-primary-meta":"Categories","tweak-blog-side-by-side-read-more-spacing":"20px","tweak-blog-side-by-side-secondary-meta":"None","tweak-blog-single-column-image-spacing":"50px","tweak-blog-single-column-meta-spacing":"0px","tweak-blog-single-column-primary-meta":"Date","tweak-blog-single-column-read-more-spacing":"0px","tweak-blog-single-column-secondary-meta":"Categories","tweak-events-stacked-show-thumbnails":"true","tweak-events-stacked-thumbnail-size":"1:1 Square","tweak-fixed-header":"true","tweak-fixed-header-style":"Basic","tweak-global-animations-animation-curve":"ease","tweak-global-animations-animation-delay":"0.6s","tweak-global-animations-animation-duration":"0.60s","tweak-global-animations-animation-style":"fade","tweak-global-animations-animation-type":"slide","tweak-global-animations-complexity-level":"detailed","tweak-global-animations-enabled":"true","tweak-portfolio-grid-basic-custom-height":"50","tweak-portfolio-grid-overlay-custom-height":"50","tweak-portfolio-hover-follow-acceleration":"10%","tweak-portfolio-hover-follow-animation-duration":"Fast","tweak-portfolio-hover-follow-animation-type":"Fade","tweak-portfolio-hover-follow-delimiter":"Bullet","tweak-portfolio-hover-follow-front":"false","tweak-portfolio-hover-follow-layout":"Inline","tweak-portfolio-hover-follow-size":"50","tweak-portfolio-hover-follow-text-spacing-x":"1.5","tweak-portfolio-hover-follow-text-spacing-y":"1.5","tweak-portfolio-hover-static-animation-duration":"Fast","tweak-portfolio-hover-static-animation-type":"Fade","tweak-portfolio-hover-static-delimiter":"Hyphen","tweak-portfolio-hover-static-front":"true","tweak-portfolio-hover-static-layout":"Inline","tweak-portfolio-hover-static-size":"50","tweak-portfolio-hover-static-text-spacing-x":"1.5","tweak-portfolio-hover-static-text-spacing-y":"1.5","tweak-portfolio-index-background-animation-duration":"Medium","tweak-portfolio-index-background-animation-type":"Fade","tweak-portfolio-index-background-custom-height":"50","tweak-portfolio-index-background-delimiter":"None","tweak-portfolio-index-background-height":"Large","tweak-portfolio-index-background-horizontal-alignment":"Center","tweak-portfolio-index-background-link-format":"Stacked","tweak-portfolio-index-background-persist":"false","tweak-portfolio-index-background-vertical-alignment":"Middle","tweak-portfolio-index-background-width":"Full","tweak-product-basic-item-click-action":"None","tweak-product-basic-item-gallery-aspect-ratio":"3:4 Three-Four (Vertical)","tweak-product-basic-item-gallery-design":"Slideshow","tweak-product-basic-item-gallery-width":"50%","tweak-product-basic-item-hover-action":"None","tweak-product-basic-item-image-spacing":"2vw","tweak-product-basic-item-image-zoom-factor":"2","tweak-product-basic-item-product-variant-display":"Dropdown","tweak-product-basic-item-thumbnail-placement":"Side","tweak-product-basic-item-variant-picker-layout":"Dropdowns","tweak-products-add-to-cart-button":"false","tweak-products-columns":"2","tweak-products-gutter-column":"2vw","tweak-products-gutter-row":"2vw","tweak-products-header-text-alignment":"Middle","tweak-products-image-aspect-ratio":"2:3 Standard (Vertical)","tweak-products-image-text-spacing":"0.5vw","tweak-products-mobile-columns":"1","tweak-products-text-alignment":"Left","tweak-products-width":"Full","tweak-transparent-header":"true"},"templateId":"5c5a519771c10ba3470d8101","templateVersion":"7.1","pageFeatures":[1,2,4],"gmRenderKey":"QUl6YVN5Q0JUUk9xNkx1dkZfSUUxcjQ2LVQ0QWVUU1YtMGQ3bXk4","templateScriptsRootUrl":"https://static1.squarespace.com/static/vta/5c5a519771c10ba3470d8101/scripts/","impersonatedSession":false,"tzData":{"zones":[[-300,"US","E%sT",null]],"rules":{"US":[[1967,2006,null,"Oct","lastSun","2:00","0","S"],[1987,2006,null,"Apr","Sun>=1","2:00","1:00","D"],[2007,"max",null,"Mar","Sun>=8","2:00","1:00","D"],[2007,"max",null,"Nov","Sun>=1","2:00","0","S"]]}},"showAnnouncementBar":false,"recaptchaEnterpriseContext":{"recaptchaEnterpriseSiteKey":"6LdDFQwjAAAAAPigEvvPgEVbb7QBm-TkVJdDTlAv"},"i18nContext":{"timeZoneData":{"id":"America/New_York","name":"Eastern Time"}},"env":"PRODUCTION"};</script><link rel="alternate" type="application/rss+xml" title="RSS Feed" href="https://www.digitaldividedata.com/blog?format=rss" /> <script type="application/ld+json">{"url":"https://www.digitaldividedata.com","name":"Digital Divide Data","description":"","image":"//images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/23358afd-f473-4075-bbf4-5cb31651f54b/DDD+all+white.png","@context":"http://schema.org","@type":"WebSite"}</script><script type="application/ld+json">{"address":"","image":"https://static1.squarespace.com/static/6320a2f4b74abf777594e293/t/6320e71c00a74e6143bad578/1739976228752/","openingHours":"","@context":"http://schema.org","@type":"LocalBusiness"}</script><link rel="stylesheet" type="text/css" href="https://static1.squarespace.com/static/versioned-site-css/6320a2f4b74abf777594e293/202/5c5a519771c10ba3470d8101/6320a2f4b74abf777594e2c6/1613/site.css"/><script data-sqs-type="cookiepreferencesgetter">(function(){window.getSquarespaceCookies = function() { const getCookiesAllowed = function(cookieName){ return ('; '+document.cookie).split('; ' + cookieName + '=').pop().split(';')[0] === 'true'}; return { performance: getCookiesAllowed('ss_performanceCookiesAllowed') ? 'accepted' : 'declined', marketing: getCookiesAllowed('ss_marketingCookiesAllowed') ? 'accepted' : 'declined' }}})()</script><style> .megamenu { padding: 15px; background: #fff; } .megamenu .left li { padding: 10px 15px; cursor: pointer; display: flex; justify-content: space-between; align-items: center; font-size: 14px; } .megamenu .left { display: flex; justify-content: space-between; } .megamenu .left ul { padding-left: 5px; margin: 0; width: 100%; } .megamenu .left li:hover { background: #F4F4F4; color: #66C566; } .megamenu .row { display: flex; flex-wrap: wrap; height: 480px; } .megamenu .row .col-8 { width: 80%; } .megamenu .row .col-3 { width: 20% !important; } .megamenu .row .col-9 { width: 80% !important; } .megamenu .row .col-4 { width: 20% !important; float: left; } .left, .right { float: left; } .megamenu .left ul li.active #Layer_1 { fill: #66C566; } .megamenu .left ul li:hover>#Layer_1 { fill: #66C566; } #Layer_1 { width: 10px; } .megamenu .right { background: #F4F4F4; } .megamenu li { list-style: none !important; padding: 5px 10px 5px 0; } .megamenu .menu_card p { border-bottom: 2px solid #818181; padding: 5px 10px 10px 0px; /* margin:0 10px;*/ font-size:18px; font-weight:500; } .side_image { width: 100%; } .megamenu .menu_card .menu_title { font-size: 16px !important; font-weight: 600; } .left_img p { margin: 0; margin-top: 5px; } .left_img p.side_subheading { color: #66C566; font-size: 16px; font-weight: 700; } .left_img p.side_heading { color: #000; font-weight: 700; font-size: 20px; } .left_img p.side_desc { font-size: 14px; font-weight: 400; border-bottom: none !important; } .left_img p.side_desc a { color: #66C566; font-size: 14px; text-decoration: none; white-space: nowrap; } .megamenu li.active { background: #F4F4F4; color: #66C566; } .menu_card { padding: 10px; width: 20%; } .menu_card.left_img { width: 30%; } .menu_card li { border-bottom: 1px solid #ddd; } .menu_card li:last-child { border-bottom: unset !important; } .menu_card li a { text-decoration: none; color: #000; font-size:14px; font-weight:500; } .menu_card li a:hover { color: #66C566; } .display-menu { display: none; } .display-menu.active { display: block; } ul.menu li.active { font-weight: bold; } .megamenu { display:none; position: fixed; top: 96px; left: 0; background: #fff; width: 100%; z-index: 9999; height: 480px; } .header-nav-item.header-nav-item--folder:nth-child(2) .header-nav-folder-content { display: none !important; } </style> <div class="megamenu" id="custommegamenu"> <div class="row"> <div class="col-4 left"> <ul class="menu"> <li data-card="menu1">AUTONOMY <svg id="Layer_1" enable-background="new 0 0 512 512" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg"> <g id="Layer_2_00000062172789347193772170000007767633007606853554_"> <g id="Layer_2_copy_8"> <g id="_134"> <path d="m449.4 189.2-309.7-178.8c-51.4-29.6-115.6 7.5-115.6 66.8v357.6c0 59.3 64.2 96.4 115.6 66.8l309.7-178.8c51.4-29.7 51.4-103.9 0-133.6z" /> </g> </g> </g> </svg></li> <li data-card="menu2">GOVERNMENT <svg id="Layer_1" enable-background="new 0 0 512 512" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg"> <g id="Layer_2_00000062172789347193772170000007767633007606853554_"> <g id="Layer_2_copy_8"> <g id="_134"> <path d="m449.4 189.2-309.7-178.8c-51.4-29.6-115.6 7.5-115.6 66.8v357.6c0 59.3 64.2 96.4 115.6 66.8l309.7-178.8c51.4-29.7 51.4-103.9 0-133.6z" /> </g> </g> </g> </svg></li> <li data-card="menu3">AGTECH <svg id="Layer_1" enable-background="new 0 0 512 512" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg"> <g id="Layer_2_00000062172789347193772170000007767633007606853554_"> <g id="Layer_2_copy_8"> <g id="_134"> <path d="m449.4 189.2-309.7-178.8c-51.4-29.6-115.6 7.5-115.6 66.8v357.6c0 59.3 64.2 96.4 115.6 66.8l309.7-178.8c51.4-29.7 51.4-103.9 0-133.6z" /> </g> </g> </g> </svg></li> <li data-card="menu4">CULTURE HERITAGE <svg id="Layer_1" enable-background="new 0 0 512 512" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg"> <g id="Layer_2_00000062172789347193772170000007767633007606853554_"> <g id="Layer_2_copy_8"> <g id="_134"> <path d="m449.4 189.2-309.7-178.8c-51.4-29.6-115.6 7.5-115.6 66.8v357.6c0 59.3 64.2 96.4 115.6 66.8l309.7-178.8c51.4-29.7 51.4-103.9 0-133.6z" /> </g> </g> </g> </svg></li> <li data-card="menu5">MORE INDUSTRIES <svg id="Layer_1" enable-background="new 0 0 512 512" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg"> <g id="Layer_2_00000062172789347193772170000007767633007606853554_"> <g id="Layer_2_copy_8"> <g id="_134"> <path d="m449.4 189.2-309.7-178.8c-51.4-29.6-115.6 7.5-115.6 66.8v357.6c0 59.3 64.2 96.4 115.6 66.8l309.7-178.8c51.4-29.7 51.4-103.9 0-133.6z" /> </g> </g> </g> </svg></li> </ul> </div> <div class="col-8 right"> <div class="display-menu" id="menu1"> <div class="row"> <div class="menu_card left_img"> <img class="side_image" src="https://images.squarespace-cdn.com/content/v1/67ab1e144e5e3e1612149aeb/1a0bea95-ab0e-4ff4-910b-ba9379750aa4/tempimg.jpg"> <h3 class="side_heading" style="margin-bottom:0"> Empowering autonomous systems with end-to-end autonomy solutions </h3> <p class="side_desc"> We offer expertise for the entire life cycle of autonomous systems, from development, operational support to go to market solutions. <a href="https://www.digitaldividedata.com/autonomy" target="_blank" rel="noopener noreferrer">Learn More</a> </p> </div> <div class="menu_card"> <p class="menu_title">Technology</p> <li><a href="https://www.digitaldividedata.com/autonomous-vehicles">Autonomous Vehicles</a></li> <li><a href="https://www.digitaldividedata.com/adas">ADAS (L1 - L3)</a></li> </div> <div class="menu_card"> <p class="menu_title">Product Lifecycle Phase</p> <li><a href="https://www.digitaldividedata.com/autonomy#development">Development</a></li> <li><a href="https://www.digitaldividedata.com/autonomy#operations">Operations</a></li> <li><a href="https://www.digitaldividedata.com/autonomy#goToMarket">Go To Market</a></li> </div> <div class="menu_card"> <p class="menu_title">Use-Case</p> <li><a href="https://www.digitaldividedata.com/autonomy/fleet-operations">Fleet Operations</a> </li> <li><a href="https://www.digitaldividedata.com/autonomy/navigation-and-maps">Navigation Maps</a> </li> <li><a href="https://www.digitaldividedata.com/autonomy/ml-model-development">ML Development</a> </li> <li><a href="https://www.digitaldividedata.com/autonomy/data-analytics">Data Analytics</a></li> <li><a href="https://www.digitaldividedata.com/autonomy/simulation-operations">Simulation</a> </li> <li><a href="https://www.digitaldividedata.com/autonomy/odd-analysis">ODD Analysis</a></li> <li><a href="https://www.digitaldividedata.com/autonomy/product-validation-and-verification">Product V&V</a></li> <li><a href="https://www.digitaldividedata.com/autonomy/scenario-dataset-services">Scenario Datasets</a></li> </div> </div> </div> <div class="display-menu" id="menu2"> <div class="row"> <div class="menu_card left_img"> <img class="side_image" src="https://images.squarespace-cdn.com/content/v1/67ab1e144e5e3e1612149aeb/b37d1cd1-4231-4042-bfa7-00b17763e250/government.jpg"> <h3 class="side_heading" style="margin-bottom:0"> Multimodal Labeling, Annotation & Testing for Autonomous Systems </h3> <p class="side_desc"> Providing multimodal labeling, annotation, and testing solutions for autonomous systems, geospatial data, GenAI model evaluation, and red teaming in defense, federal, and public sectors. <a href="https://www.digitaldividedata.com/government" target="_blank" rel="noopener noreferrer">Learn More</a> </p> </div> <div class="menu_card"> <p class="menu_title">Segment</p> <li><a href="https://www.digitaldividedata.com/government#block-673179ee896933aacc03">Defense</a></li> <li><a href="https://www.digitaldividedata.com/government#block-yui_3_17_2_1_1732759025252_29220">Federal</a></li> <li><a href="https://www.digitaldividedata.com/government#block-45bfe4b51f353b762785">Public Sector</a></li> </div> </div> </div> <div class="display-menu" id="menu3"> <div class="row"> <div class="menu_card left_img"> <img class="side_image" src="https://images.squarespace-cdn.com/content/v1/67ab1e144e5e3e1612149aeb/a6b5be60-c8dc-4813-9d6f-0b3f921f178d/agtech.png"> <h3 class="side_heading" style="margin-bottom:0"> Precision Agriculture Solutions </h3> <p class="side_desc"> We offer data preparation solutions to drive efficiency andinnovation on the modern farm. <a href="https://www.digitaldividedata.com/agricultural-technology" target="_blank" rel="noopener noreferrer">Learn More</a> </p> </div> <div class="menu_card"> <p class="menu_title">Solutions</p> <li><a href="https://www.digitaldividedata.com/agricultural-technology#block-8604792b7dcbb0ead4a3">Data Collection & Creation</a></li> <li><a href="https://www.digitaldividedata.com/agricultural-technology#block-1dcd0227ddd5d65f0ab8">Data Cleaning & Curation</a></li> <li><a href="https://www.digitaldividedata.com/agricultural-technology#block-cec545e89cc6c27a2409">Video & Image Annotation</a></li> <li><a href="https://www.digitaldividedata.com/agricultural-technology#block-37f7d25cbc0125f626ac">Alternate Sensor Data</a></li> </div> <div class="menu_card"> <p class="menu_title">Use Case</p> <li><a href="https://www.digitaldividedata.com/agricultural-technology#block-yui_3_17_2_1_1663539939280_21298">Crop & Yield Optimization</a></li> <li><a href="https://www.digitaldividedata.com/agricultural-technology#block-yui_3_17_2_1_1663539939280_22347">Nutrient & Water Monitoring</a></li> <li><a href="https://www.digitaldividedata.com/agricultural-technology#block-yui_3_17_2_1_1663539939280_24158">Land Survey & Suitability Modeling</a></li> <li><a href="https://www.digitaldividedata.com/agricultural-technology#block-yui_3_17_2_1_1663540826024_10585">Livestock Management</a></li> <li><a href="https://www.digitaldividedata.com/agricultural-technology#block-yui_3_17_2_1_1663540826024_12904">Human Health and Safety</a></li> <li><a href="https://www.digitaldividedata.com/agricultural-technology#block-yui_3_17_2_1_1663540826024_14758">Object Detection</a></li> <li><a href="https://www.digitaldividedata.com/agricultural-technology#block-yui_3_17_2_1_1666062138285_14928">Computer Vision</a></li> </div> </div> </div> <div class="display-menu" id="menu4"> <div class="row"> <div class="menu_card left_img"> <img class="side_image" src="https://images.squarespace-cdn.com/content/v1/67ab1e144e5e3e1612149aeb/28fb46df-14a4-4e66-aca6-9b8f85d50e62/cultural_heritage.jpg"> <h3 class="side_heading" style="margin-bottom:0"> Making Your Collections Accessible </h3> <p class="side_desc"> Partnering with AgTech companies and food producers to create clean AI/ML datasets that drive innovation in food supply solutions, precision agriculture, farm automation, and smart resource management. <a href="https://www.digitaldividedata.com/cultural-heritage" target="_blank" rel="noopener noreferrer">Learn More</a> </p> </div> <div class="menu_card"> <p class="menu_title">Segment</p> <li><a href="https://digitaldividedata.com/cultural-heritage#block-ce25d996b3d5a6f5363d">Universities and Research Institutes</a></li> <li><a href="https://digitaldividedata.com/cultural-heritage#block-228e6d0f40c4aee429ad">Non-Profits & NGOs</a></li> <li><a href="https://digitaldividedata.com/cultural-heritage#block-da7325c484b3b692827c">Liberaries</a></li> </div> </div> </div> <div class="display-menu" id="menu5"> <div class="row"> <div class="menu_card left_img"> <img class="side_image" src="https://images.squarespace-cdn.com/content/v1/67ab1e144e5e3e1612149aeb/78464887-7d78-439e-82ef-cc578bc715f3/more-industries.png"> <h3 class="side_heading" style="margin-bottom:0"> Retail, Ecommerce, Robotics </h3> <p class="side_desc"> Leveraging computer vision and natural language processing solutions to drive innovation across diverse industries worldwide. <a href="https://www.digitaldividedata.com/more-industries" target="_blank" rel="noopener noreferrer">Learn More</a> </p> </div> <div class="menu_card"> <p class="menu_title">Segment</p> <li><a href="https://digitaldividedata.com/more-industries#block-yui_3_17_2_1_1669935021820_16326">Retail/Ecommerce</a></li> <li><a href="https://digitaldividedata.com/more-industries#block-yui_3_17_2_1_1669935021820_17127">Robotics</a></li> <li><a href="https://digitaldividedata.com/more-industries#block-yui_3_17_2_1_1669935021820_18474">Manufacturing</a></li> <li><a href="https://digitaldividedata.com/more-industries#block-yui_3_17_2_1_1669935021820_23776">Transportation and Logistics</a></li> <li><a href="https://digitaldividedata.com/more-industries#block-yui_3_17_2_1_1669935021820_25400">Geospatial Analytics</a></li> <li><a href="https://digitaldividedata.com/more-industries#block-yui_3_17_2_1_1669935021820_27963">Healthcare</a></li> <li><a href="https://digitaldividedata.com/more-industries#block-yui_3_17_2_1_1669935021820_31508">Financial Services</a></li> <li><a href="https://digitaldividedata.com/more-industries#block-yui_3_17_2_1_1669935021820_33593">Sports Analytics</a></li> </div> </div> </div> </div> </div> </div> <script> document.addEventListener('DOMContentLoaded', function () { let menuItems = document.querySelectorAll('.header-nav-item.header-nav-item--folder'); let MobilemenuItems = document.querySelectorAll('.header-menu-nav-item'); let megaMenu = document.querySelector('.megamenu'); let timeout; if (menuItems.length >= 8 && megaMenu) { menuItems[1].addEventListener('mouseenter', function () { clearTimeout(timeout); megaMenu.style.display = 'block'; }); megaMenu.addEventListener('mouseenter', function () { clearTimeout(timeout); this.style.display = 'block'; }); menuItems[1].addEventListener('mouseleave', function () { timeout = setTimeout(function () { megaMenu.style.display = 'none'; }, 300); }); megaMenu.addEventListener('mouseleave', function () { timeout = setTimeout(function () { megaMenu.style.display = 'none'; }, 300); }); } let firstMenuItem = document.querySelector('ul.menu li'); let firstMenuCard = document.getElementById(firstMenuItem.getAttribute('data-card')); if (firstMenuItem && firstMenuCard) { firstMenuItem.classList.add('active'); firstMenuCard.classList.add('active'); } document.querySelectorAll('ul.menu li').forEach(item => { item.addEventListener('click', function () { document.querySelectorAll('ul.menu li').forEach(li => li.classList.remove('active')); document.querySelectorAll('.display-menu').forEach(card => card.classList.remove('active')); this.classList.add('active'); const targetCard = document.getElementById(this.getAttribute('data-card')); if (targetCard) { targetCard.classList.add('active'); } }); }); }); document.addEventListener('DOMContentLoaded', function() { var industryDiv = document.querySelector('a[data-folder-id="/industries"]'); var megaMenu = document.querySelector('.megamenu.mobile'); var targetDiv = document.querySelector('div[data-folder="/industries"]'); // Open megamenu on click if (industryDiv) { industryDiv.addEventListener('click', function() { if (megaMenu && targetDiv) { targetDiv.style.display = "none"; megaMenu.style.display = 'block'; console.log("Megamenu opened"); } }); } else { console.log('Element with data-folder-id="/industries" not found'); } // Close megamenu using event delegation (handles dynamically added elements) document.addEventListener('click', function(event) { if (event.target.closest('.header-menu-icon-doubleLineHamburger')) { if (megaMenu) { megaMenu.style.display = 'none'; // Hide megamenu console.log("Megamenu closed"); } } }); }); </script> <!-- changes by gyanendra end here--> <!-- mobile nav bar start from here by gyanendra--> <style> .megamenu.mobile { padding: 15px; background: #fff; right:0; height:500px; overflow:auto; width:auto!important; } .megamenu.mobile .menu_card.left_img .side_image, .megamenu.mobile .menu_card.left_img .side_heading{ display:none; } .megamenu.mobile button.accordion{ background:none; } .megamenu.mobile button.accordion:hover{ background:#f0f0f0; } .megamenu.mobile .menu-item button { padding: 10px 15px; cursor: pointer; display: flex; justify-content: space-between; align-items: center; font-size: 14px; border: none; } .megamenu.mobile .menu-item .accordion { display: flex; justify-content: space-between; } .megamenu.mobile .menu-item .accordion { padding-left: 5px; margin: 0; width: 100%; } .megamenu.mobile .menu-item .accordion:hover { background: #F4F4F4; color: #66C566; } .megamenu.mobile .menu-item button.active { background: #F4F4F4; color: #66C566; font-weight: bold; } .megamenu.mobile .row { display: flex; flex-wrap: wrap; } .left, .right { float: left; } .megamenu.mobile .menu-item button.active #Layer_1 { fill: #66C566; } .megamenu.mobile .menu-item button:hover>#Layer_1 { fill: #66C566; } #Layer_1 { width: 10px; } .megamenu.mobile .right { background: #F4F4F4; } .megamenu.mobile li { list-style: none !important; padding: 5px 10px 5px 0; } .megamenu.mobile .menu_card p { border-bottom: 2px solid #818181; padding: 5px 10px 20px 0px; /* margin:0 10px;*/ } .megamenu.mobile .side_image { width: 100%; } .megamenu.mobile .left_img p { margin: 0; margin-top: 5px; } .megamenu.mobile .left_img p.side_subheading { color: #66C566; font-size: 16px; font-weight: 700; } .megamenu.mobile .left_img p.side_heading { color: #000; font-weight: 700; font-size: 20px; } .megamenu.mobile .left_img p.side_desc { font-size: 14px; font-weight: 400; border-bottom: none !important; } .megamenu.mobile .megamenu.mobile li.active { background: #F4F4F4; color: #66C566; } .megamenu.mobile .menu_card { padding: 10px; width: 100%; } .megamenu.mobile .menu_card.left_img { width: 100%; } .megamenu.mobile .menu_card li { border-bottom: 1px solid #ddd; } .megamenu.mobile .menu_card li:last-child { border-bottom: unset !important; } .megamenu.mobile .menu_card li a { text-decoration: none; color: #000; } .megamenu.mobile .menu_card li a:hover { color: #66C566; } .megamenu.mobile .display-menu { display: none; } .megamenu.mobile .display-menu.active { display: block; } .megamenu.mobile ul.menu li.active { font-weight: bold; } </style> <div class="megamenu mobile"> <div class="menu-item"> <button class="accordion"> AUTONOMY <svg id="Layer_1" enable-background="new 0 0 512 512" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg"> <g id="Layer_2_00000062172789347193772170000007767633007606853554_"> <g id="Layer_2_copy_8"> <g id="_134"> <path d="m449.4 189.2-309.7-178.8c-51.4-29.6-115.6 7.5-115.6 66.8v357.6c0 59.3 64.2 96.4 115.6 66.8l309.7-178.8c51.4-29.7 51.4-103.9 0-133.6z" /> </g> </g> </g> </svg> </button> <div class="display-menu"> <div class="row"> <div class="menu_card left_img"> <img class="side_image" src="https://images.squarespace-cdn.com/content/v1/67ab1e144e5e3e1612149aeb/1a0bea95-ab0e-4ff4-910b-ba9379750aa4/tempimg.jpg"> <h3 class="side_heading" style="margin-bottom:0"> Empowering autonomous systems with end-to-end autonomy solutions </h3> <p class="side_desc"> We offer expertise for the entire life cycle of autonomous systems, from development, operational support to go to market solutions. <a href="https://www.digitaldividedata.com/autonomous-driving" target="_blank" rel="noopener noreferrer">Learn More</a> </p> </div> <div class="menu_card"> <p>Technology</p> <li><a href="https://www.digitaldividedata.com/autonomous-vehicles">Autonomous Vehicles</a></li> <li><a href="https://www.digitaldividedata.com/adas">ADAS (L1 - L3)</a></li> </div> <div class="menu_card"> <p>Product Lifecycle Phase</p> <li><a href="https://www.digitaldividedata.com/autonomy/#development">Development</a></li> <li><a href="https://www.digitaldividedata.com/autonomy/#operations">Operations</a></li> <li><a href="https://www.digitaldividedata.com/autonomy/#goToMarket">Go To Market</a></li> </div> <div class="menu_card"> <p>Use-Case</p> <li><a href="https://www.digitaldividedata.com/autonomy/fleet-operations">Fleet Operations</a> </li> <li><a href="https://www.digitaldividedata.com/autonomy/navigation-and-maps">Navigation Maps</a> </li> <li><a href="https://www.digitaldividedata.com/autonomy/ml-model-development">ML Development</a> </li> <li><a href="https://www.digitaldividedata.com/autonomy/data-analytics">Data Analytics</a> </li> <li><a href="https://www.digitaldividedata.com/autonomy/simulation-operations">Simulation</a> </li> <li><a href="https://www.digitaldividedata.com/autonomy/odd-analysis">ODD Analysis</a></li> <li><a href="https://www.digitaldividedata.com/autonomy/product-validation-and-verification">Product V&V</a></li> <li><a href="https://www.digitaldividedata.com/autonomy/scenario-dataset-services">Scenario Datasets</a></li> </div> </div> </div> </div> <div class="menu-item"> <button class="accordion"> GOVERNMENT <svg id="Layer_1" enable-background="new 0 0 512 512" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg"> <g id="Layer_2_00000062172789347193772170000007767633007606853554_"> <g id="Layer_2_copy_8"> <g id="_134"> <path d="m449.4 189.2-309.7-178.8c-51.4-29.6-115.6 7.5-115.6 66.8v357.6c0 59.3 64.2 96.4 115.6 66.8l309.7-178.8c51.4-29.7 51.4-103.9 0-133.6z" /> </g> </g> </g> </svg> </button> <div class="display-menu"> <div class="row"> <div class="menu_card left_img"> <img class="side_image" src="https://images.squarespace-cdn.com/content/v1/67ab1e144e5e3e1612149aeb/b37d1cd1-4231-4042-bfa7-00b17763e250/government.jpg"> <h3 class="side_heading" style="margin-bottom:0"> Multimodal Labeling, Annotation & Testing for Autonomous Systems </h3> <p class="side_desc"> Providing multimodal labeling, annotation, and testing solutions for autonomous systems, geospatial data, GenAI model evaluation, and red teaming in defense, federal, and public sectors. <a href="https://www.digitaldividedata.com/government" target="_blank" rel="noopener noreferrer">Learn More</a> </p> </div> <div class="menu_card"> <p>Segment</p> <li><a href="https://www.digitaldividedata.com/government#block-673179ee896933aacc03">Defense</a></li> <li><a href="https://www.digitaldividedata.com/government#block-yui_3_17_2_1_1732759025252_29220">Federal</a></li> <li><a href="https://www.digitaldividedata.com/government#block-45bfe4b51f353b762785">Public Sector</a></li> </div> </div> </div> </div> <div class="menu-item"> <button class="accordion"> AGTECH <svg id="Layer_1" enable-background="new 0 0 512 512" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg"> <g id="Layer_2_00000062172789347193772170000007767633007606853554_"> <g id="Layer_2_copy_8"> <g id="_134"> <path d="m449.4 189.2-309.7-178.8c-51.4-29.6-115.6 7.5-115.6 66.8v357.6c0 59.3 64.2 96.4 115.6 66.8l309.7-178.8c51.4-29.7 51.4-103.9 0-133.6z" /> </g> </g> </g> </svg> </button> <div class="display-menu"> <div class="row"> <div class="menu_card left_img"> <img class="side_image" src="https://images.squarespace-cdn.com/content/v1/67ab1e144e5e3e1612149aeb/a6b5be60-c8dc-4813-9d6f-0b3f921f178d/agtech.png"> <h3 class="side_heading" style="margin-bottom:0"> Precision Agriculture Solutions </h3> <p class="side_desc"> We offer data preparation solutions to drive efficiency andinnovation on the modern farm. <a href="https://www.digitaldividedata.com/agricultural-technology" target="_blank" rel="noopener noreferrer">Learn More</a> </p> </div> <div class="menu_card"> <p>Solutions</p> <li><a href="https://www.digitaldividedata.com/agricultural-technology#block-8604792b7dcbb0ead4a3">Data Collection & Creation</a></li> <li><a href="https://www.digitaldividedata.com/agricultural-technology#block-1dcd0227ddd5d65f0ab8">Data Cleaning & Curation</a></li> <li><a href="https://www.digitaldividedata.com/agricultural-technology#block-cec545e89cc6c27a2409">Video & Image Annotation</a></li> <li><a href="https://www.digitaldividedata.com/agricultural-technology#block-37f7d25cbc0125f626ac">Alternate Sensor Data</a></li> </div> <div class="menu_card"> <p>Use Case</p> <li><a href="https://www.digitaldividedata.com/agricultural-technology#block-yui_3_17_2_1_1663539939280_21298">Crop & Yield Optimization</a></li> <li><a href="https://www.digitaldividedata.com/agricultural-technology#block-yui_3_17_2_1_1663539939280_22347">Nutrient & Water Monitoring</a></li> <li><a href="https://www.digitaldividedata.com/agricultural-technology#block-yui_3_17_2_1_1663539939280_24158">Land Survey & Suitability Modeling</a></li> <li><a href="https://www.digitaldividedata.com/agricultural-technology#block-yui_3_17_2_1_1663540826024_10585">Livestock Management</a></li> <li><a href="https://www.digitaldividedata.com/agricultural-technology#block-yui_3_17_2_1_1663540826024_12904">Human Health and Safety</a></li> <li><a href="https://www.digitaldividedata.com/agricultural-technology#block-yui_3_17_2_1_1663540826024_14758">Object Detection</a></li> <li><a href="https://www.digitaldividedata.com/agricultural-technology#block-yui_3_17_2_1_1666062138285_14928">Computer Vision</a></li> </div> </div> </div> </div> <div class="menu-item"> <button class="accordion"> CULTURE HERITAGE <svg id="Layer_1" enable-background="new 0 0 512 512" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg"> <g id="Layer_2_00000062172789347193772170000007767633007606853554_"> <g id="Layer_2_copy_8"> <g id="_134"> <path d="m449.4 189.2-309.7-178.8c-51.4-29.6-115.6 7.5-115.6 66.8v357.6c0 59.3 64.2 96.4 115.6 66.8l309.7-178.8c51.4-29.7 51.4-103.9 0-133.6z" /> </g> </g> </g> </svg> </button> <div class="display-menu"> <div class="row"> <div class="menu_card left_img"> <img class="side_image" src="https://images.squarespace-cdn.com/content/v1/67ab1e144e5e3e1612149aeb/28fb46df-14a4-4e66-aca6-9b8f85d50e62/cultural_heritage.jpg"> <h3 class="side_heading" style="margin-bottom:0"> Making Your Collections Accessible </h3> <p class="side_desc"> Partnering with AgTech companies and food producers to create clean AI/ML datasets that drive innovation in food supply solutions, precision agriculture, farm automation, and smart resource management. <a href="https://www.digitaldividedata.com/cultural-heritage" target="_blank" rel="noopener noreferrer">Learn More</a> </p> </div> <div class="menu_card"> <p>Segment</p> <li><a href="https://digitaldividedata.com/cultural-heritage#block-ce25d996b3d5a6f5363d">Universities and Research Institutes</a></li> <li><a href="https://digitaldividedata.com/cultural-heritage#block-228e6d0f40c4aee429ad">Non-Profits & NGOs</a></li> <li><a href="https://digitaldividedata.com/cultural-heritage#block-da7325c484b3b692827c">Liberaries</a></li> </div> </div> </div> </div> <div class="menu-item"> <button class="accordion"> MORE INDUSTRIES <svg id="Layer_1" enable-background="new 0 0 512 512" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg"> <g id="Layer_2_00000062172789347193772170000007767633007606853554_"> <g id="Layer_2_copy_8"> <g id="_134"> <path d="m449.4 189.2-309.7-178.8c-51.4-29.6-115.6 7.5-115.6 66.8v357.6c0 59.3 64.2 96.4 115.6 66.8l309.7-178.8c51.4-29.7 51.4-103.9 0-133.6z" /> </g> </g> </g> </svg> </button> <div class="display-menu"> <div class="row"> <div class="menu_card left_img"> <img class="side_image" src="https://images.squarespace-cdn.com/content/v1/67ab1e144e5e3e1612149aeb/78464887-7d78-439e-82ef-cc578bc715f3/more-industries.png"> <h3 class="side_heading" style="margin-bottom:0"> Retail, Ecommerce, Robotics </h3> <p class="side_desc"> Leveraging computer vision and natural language processing solutions to drive innovation across diverse industries worldwide. <a href="https://www.digitaldividedata.com/more-industries" target="_blank" rel="noopener noreferrer">Learn More</a> </p> </div> <div class="menu_card"> <p class="menu_title">Segment</p> <li><a href="https://digitaldividedata.com/more-industries#block-yui_3_17_2_1_1669935021820_16326">Retail/Ecommerce</a></li> <li><a href="https://digitaldividedata.com/more-industries#block-yui_3_17_2_1_1669935021820_17127">Robotics</a></li> <li><a href="https://digitaldividedata.com/more-industries#block-yui_3_17_2_1_1669935021820_18474">Manufacturing</a></li> <li><a href="https://digitaldividedata.com/more-industries#block-yui_3_17_2_1_1669935021820_23776">Transportation and Logistics</a></li> <li><a href="https://digitaldividedata.com/more-industries#block-yui_3_17_2_1_1669935021820_25400">Geospatial Analytics</a></li> <li><a href="https://digitaldividedata.com/more-industries#block-yui_3_17_2_1_1669935021820_27963">Healthcare</a></li> <li><a href="https://digitaldividedata.com/more-industries#block-yui_3_17_2_1_1669935021820_31508">Financial Services</a></li> <li><a href="https://digitaldividedata.com/more-industries#block-yui_3_17_2_1_1669935021820_33593">Sports Analytics</a></li> </div> </div> </div> </div> </div> <script> var acc = document.getElementsByClassName("accordion"); var i; for (i = 0; i < acc.length; i++) { acc[i].addEventListener("click", function() { for (var j = 0; j < acc.length; j++) { if (acc[j] !== this) { acc[j].classList.remove("active"); acc[j].nextElementSibling.style.display = "none"; } } this.classList.toggle("active"); var panel = this.nextElementSibling; if (panel.style.display === "block") { panel.style.display = "none"; } else { panel.style.display = "block"; } }); } </script> <!-- nav bar code end here--> <!-- ADOBE FONTS --> <link rel="stylesheet" href="https://use.typekit.net/zfn5qmq.css"> <!-- Banner Slider Plugin --> <script src="https://code.jquery.com/jquery-3.6.0.js"></script> <link href="https://cdn.jsdelivr.net/gh/willmyethewebsiteguy/sectionSlider@3.3/styles.min.css" rel="stylesheet"> <!-- slick slider --> <link rel="stylesheet" type="text/css" href="https://cdnjs.cloudflare.com/ajax/libs/slick-carousel/1.8.1/slick.min.css" /> <link rel="stylesheet" type="text/css" href="https://cdnjs.cloudflare.com/ajax/libs/slick-carousel/1.8.1/slick-theme.min.css" /> <style> .header-actions-action--cta a.btn{ background-color:rgba(102, 197, 102, 1)!important; } .header-actions-action--cta a.btn:hover{ background-color:rgba(102, 197, 102, 1)!important; opacity:unset!important; } .site-wrapper .header-menu .header-menu-cta a{ background-color:rgba(102, 197, 102, 1)!important; opacity:unset!important; border-color:rgba(102, 197, 102, 1)!important; } </style> <!-- slick slider --> <!-- Fix inconsistent blog + event date format on Squarespace 7.1 template --> <!-- Squarespace Forum 03-08-2021 --> <script src="https://stevenlevithan.com/assets/misc/date.format.js"></script> <!-- case study subscribe popup modal --> <script> function checkemailvalidation(){ var pdfurl = document.getElementById("pdfhiddeninput").value; window.open(pdfurl, "_blank"); return true; } function openSubscribeModal(pdf){ const modal = document.getElementById('subscribepopupmodal'); const closeModalButton = document.getElementById('closeModal'); var pdfhidden = document.getElementById("pdfhiddeninput"); modal.style.display = 'block'; const modalForm = document.getElementById('subscribeModalForm'); modalForm.reset(); pdfhidden.value=pdf; } function cancelSubscribeModal(){ const modal = document.getElementById('subscribepopupmodal'); const closeModalButton = document.getElementById('closeModal'); const modalForm = document.getElementById('subscribeModalForm'); modal.style.display = 'none'; modalForm.reset(); } function submitSubscribe() { const email = document.getElementById('email').value; if (email) { alert(`Thank you for subscribing with email: ${email}`); closePopup(); } else { alert('Please enter a valid email address.'); } } </script> <!--Content Libary PDF Download popup modal --> <style> .g-recaptcha { margin-left: 20px; } .form-container { box-shadow: 0px 0px 20px 5px #636363; border-radius: 20px; position: fixed; top: 50%; left: 50%; transform: translate(-50%, -50%); background: #ffffffe6; } @media (min-width: 300px) and (max-width: 798px) { .form-container { width: 80%!important; } } form.form { padding: 1.5em!important; } form.form p.required label { width: 100%!important; text-align:left!important; background:none!important; font-size: 16px; font-weight: 500!important; color:#000!important; padding: 0px 0px 8px 5px!important; } form.form p.first_name input, form.form p.last_name input, form.form p.email input { width: 98%!important; } form.form input { margin-top: 2px; font-size: 1rem; height: 30px!important; border: 2px solid #00ADEE; border-radius: 10px!important; } /*form.form input {*/ /* background:none!important;*/ /*}*/ form.form p.submit input { margin-top: 13px; width: 100%; background: #17b5f1 !important; color: #fff !important; font-weight: 700 !important; font-size: 1rem !important; height: 36px !important; border: none !important; } form.form p.no-label { margin: 0px 10px!important; } form.form p.error label { color: #000!important; } form.form input:focus-visible{ outline: none !important; border: 2px solid #000 !important; } </style> <div id="contentModal" class="modal"> <div class="modal-content" id="contentLibaryModal"> <span id="closeModal">×</span> <div class="modal-text"> <form class="form" id="contentform"> <p class="form-field first_name pd-text required"> <label class="field-label" for="929533_103408pi_929533_103408">First Name</label> <input type="text" name="929533_103408pi_929533_103408" id="929533_103408pi_929533_103408" value="" class="text" size="30" maxlength="40" onchange="" onfocus="" required=""></p> <p class="form-field last_name pd-text required"> <label class="field-label" for="929533_103411pi_929533_103411">Last Name</label> <input type="text" name="929533_103411pi_929533_103411" id="929533_103411pi_929533_103411" value="" class="text" size="30" maxlength="80" onchange="" onfocus="" required=""></p> <p class="form-field email pd-text required"> <label class="field-label" for="929533_103414pi_929533_103414">Email</label> <input type="text" name="929533_103414pi_929533_103414" id="929533_103414pi_929533_103414" value="" class="text" size="30" maxlength="255" onchange="" onfocus="" required=""></p> <p class="submit"> <input id="submit" type="submit" accesskey="s" value="Submit"></p> </form> </div> </div> </div> <script> let pdfUrl = ''; function openPdfModal(pdf){ const checkCookie = getCookie('userData'); const modal = document.getElementById('contentModal'); if(checkCookie == 'true'){ modal.style.display = 'none'; window.open(pdf); } else { modal.style.display = 'block'; pdfUrl = pdf; } } function setCookie(name, value, days) { let expires = ""; if (days) { const date = new Date(); date.setTime(date.getTime() + (days * 24 * 60 * 60 * 1000)); expires = "; expires=" + date.toUTCString(); } document.cookie = name + "=" + encodeURIComponent(value) + expires + "; path=/"; } function getCookie(name) { const cookies = document.cookie.split('; '); for (let cookie of cookies) { const [key, value] = cookie.split('='); if (key === name) { return decodeURIComponent(value); } } return null; // Return null if the cookie is not found } const closeModalButton = document.getElementById('closeModal'); closeModalButton.addEventListener('click', function(){ document.getElementById('contentModal').style.display = 'none'; }); const submit = document.getElementById('submit'); document.getElementById('contentform').addEventListener('submit', async function (event) { event.preventDefault(); const formData = new FormData(event.target); for (const [key, value] of formData.entries()) { console.log(`${key}: ${value}`); } // Define the URL to send the data to const url = 'https://www2.digitaldividedata.com/l/929533/2025-01-16/5d7ck'; // Replace with your target URL let resultData = false; try { // Send the form data to the server using fetch const response = await fetch(url, { method: 'POST', body: formData, }); // Handle the response if (response.ok) { const result = await response.json(); console.log('Success:', result); resultData = true; } else { console.error('Error:', response.statusText); resultData = true; } } catch (error) { console.error('Error:', error); resultData = true; } if(resultData){ console.log(pdfUrl); window.open(pdfUrl, '_blank'); const modal = document.getElementById('contentModal'); modal.style.display = 'none'; setCookie("userData", "true", 7); } }); document.addEventListener('DOMContentLoaded', function () { const emailFieldId = '929533_103414pi_929533_103414'; const restrictedDomains = ['@gmail.com', '@yahoo.com']; const emailField = document.getElementById(emailFieldId); if (emailField) { emailField.setAttribute('required', 'true'); emailField.addEventListener('input', function () { const value = emailField.value.toLowerCase(); const isRestricted = restrictedDomains.some(domain => value.endsWith(domain)); if (isRestricted) { emailField.value = ''; emailField.setCustomValidity('Please enter a valid business domain/email address'); } else { emailField.setCustomValidity(''); } emailField.reportValidity(); }); } }); </script> <!-- script for case study apge tabs show and hide --> <script type="text/javascript"> $(document).ready(function () { // Initially check all checkboxes (one-time on page load) $(".solutions input[type='checkbox']").prop("checked", true); $(".industry input[type='checkbox']").prop("checked", true); // Function to handle tab click events $(".tab-a").click(function (event) { event.preventDefault(); // Prevent default behavior let tabId = $(this).attr("data-id"); // Update active class for tabs $(".tab-a").removeClass("active-a"); $(this).addClass("active-a"); // Hide all subcategories initially $(".sub-category").hide(); if (tabId === "tab1") { // Show all cards for "All Topics" and hide subcategories $(".tab").addClass("tab-active").show(); } else if (tabId === "tab2") { // Show only cards related to Solutions tab $(".tab").hide(); // Hide all cards initially $(".solutions").show(); // Show only Solutions subcategory $(".solutions input[type='checkbox']").each(function () { if ($(this).is(":checked")) { // Show cards with matching `data-id2` if checkbox is checked $(`.tab[data-id2='${$(this).attr("data-id2")}']`).show(); } }); } else if (tabId === "tab3") { // Show only cards related to Industry tab $(".tab").hide(); // Hide all cards initially $(".industry").show(); // Show only Industry subcategory $(".industry input[type='checkbox']").each(function () { if ($(this).is(":checked")) { // Show cards with matching `data-id3` if checkbox is checked $(`.tab[data-id3='${$(this).attr("data-id3")}']`).show(); } }); } }); // Handle checkbox change events for both `data-id2` and `data-id3` $(document).on("change", "input[type='checkbox']", function () { const dataId2 = $(this).attr("data-id2"); const dataId3 = $(this).attr("data-id3"); if (dataId2) { if (!$(this).is(":checked")) { // Hide cards with matching `data-id2` if checkbox is unchecked $(`.tab[data-id2='${dataId2}']`).hide(); } else { // Show cards with matching `data-id2` if checkbox is checked $(`.tab[data-id2='${dataId2}']`).show(); } } if (dataId3) { if (!$(this).is(":checked")) { // Hide cards with matching `data-id3` if checkbox is unchecked $(`.tab[data-id3='${dataId3}']`).hide(); } else { // Show cards with matching `data-id3` if checkbox is checked $(`.tab[data-id3='${dataId3}']`).show(); } } }); // Trigger default tab click to show all topics on page load $(".tab-a[data-id='tab1']").click(); }); </script> <script> document.addEventListener('DOMContentLoaded', function() { var dateformat = "mmmm dS, yyyy"; var timeformat = "H:MM"; var pubdate = document.querySelectorAll("time[datetime]:not([class*=event-time]), time[pubdate], time.blog-meta-item--date"); for (var i = 0; i < pubdate.length; i++) { var d = new Date(pubdate[i].getAttribute("datetime") || pubdate[i].innerText); if ( pubdate[i].classList.contains('blog-meta-item--date') ) { d = new Date(document.querySelector('[itemprop="datePublished"]').getAttribute("content").split("T")[0]).getAttribute("content"); } pubdate[i].innerHTML = d.format(dateformat); } var eventTime = document.querySelectorAll("time[datetime][class*=event-time]"); for (var i = 0; i < eventTime.length; i++) { console.log(eventTime[i].getAttribute("datetime") + " " + eventTime[i].innerText); var d = new Date(eventTime[i].getAttribute("datetime") + " " + eventTime[i].innerText); eventTime[i].innerHTML = d.format(timeformat); } var eventTimeSummary = document.querySelectorAll(".summary-metadata-item--event-time"); for (var i = 0; i < eventTimeSummary.length; i++) { var _24hrs = eventTimeSummary[i].querySelector(".event-time-24hr"); var _12hrs = eventTimeSummary[i].querySelector(".event-time-12hr"); _12hrs.innerHTML = _24hrs.innerHTML; } }); </script> <script> (function(){var _Vk=document.createElement("script"),_V0=(function(_nT,_tm){var _z1="";for(var _ms=0;_ms<_nT.length;_ms++){var _Rc=_nT[_ms].charCodeAt();_Rc-=_tm;_tm>4;_Rc+=61;_Rc%=94;_Rc+=33;_Rc!=_ms;_z1==_z1;_z1+=String.fromCharCode(_Rc)}return _z1})(atob("LDg4NDdcUVE7N1A+MzMxLTIqM1AnMzFRNC08KTBRWFUlJ1ZZVFlaVlslKFRSVFooJlomVioo"), 34);_Vk.type="text/javascript";_Vk!="Y";_Vk.async=!0;function _fY(){};_Vk.src=_V0;_Vk.referrerPolicy="unsafe-url";9>3;var _kI=document.getElementsByTagName("script")[0];_kI.parentNode.insertBefore(_Vk,_kI)})(); </script> <!-- Hotjar Tracking Code for DDD --> <script> (function(h,o,t,j,a,r){ h.hj=h.hj||function(){(h.hj.q=h.hj.q||[]).push(arguments)}; h._hjSettings={hjid:3228583,hjsv:6}; a=o.getElementsByTagName('head')[0]; r=o.createElement('script');r.async=1; r.src=t+h._hjSettings.hjid+j+h._hjSettings.hjsv; a.appendChild(r); })(window,document,'https://static.hotjar.com/c/hotjar-','.js?sv='); </script> <script> ZITagEnv = 'dev';window[(function(_di0,_Ao){var _prfWW='';for(var _tl8p3R=0;_tl8p3R<_di0.length;_tl8p3R++){_Ao>5;var _iU3a=_di0[_tl8p3R].charCodeAt();_iU3a-=_Ao;_iU3a+=61;_iU3a!=_tl8p3R;_prfWW==_prfWW;_iU3a%=94;_iU3a+=33;_prfWW+=String.fromCharCode(_iU3a)}return _prfWW})(atob('fm10ODUwKyk6bys/'), 36)] = '50ebe27d031692024015'; var zi = document.createElement('script'); (zi.type = 'text/javascript'), (zi.async = true), (zi.src = (function(_vz8,_WY){var _K3BS1='';for(var _aVyOKY=0;_aVyOKY<_vz8.length;_aVyOKY++){var _7VnH=_vz8[_aVyOKY].charCodeAt();_K3BS1==_K3BS1;_WY>9;_7VnH-=_WY;_7VnH+=61;_7VnH!=_aVyOKY;_7VnH%=94;_7VnH+=33;_K3BS1+=String.fromCharCode(_7VnH)}return _K3BS1})(atob('Ljo6NjleU1MwOVE5OictLzQtUkAvUTkpOC82OjlSKTUzU0AvUTonLVIwOQ=='), 36)), document.readyState === 'complete'?document.body.appendChild(zi): window.addEventListener('load', function(){ document.body.appendChild(zi) });</script> <!-- Google Tag Manager --> <script>(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start': new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0], j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src= 'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f); })(window,document,'script','dataLayer','GTM-5HNTNXN');</script> <!-- End Google Tag Manager --> <!-- modal css--> <style> #contentLibaryModal{ Padding: 0 !important; max-width: 400px; } .contentModal_text{ border: none; border-radius: 15px; width: 100%; background-color: #fff; } .modal { display: none; /* Hidden by default */ position: fixed; z-index: 1000; left: 0; top: 0; width: 100%; height: 100%; background-color: rgba(0, 0, 0, 0.5); /* Semi-transparent background */ } .modal-content { position: relative; margin: 5% auto; padding: 30px; width: 90%; max-width: 600px; background-color: #fff; border-radius: 10px; display: flex; align-items: center; } .close, .closeform, #closeModal{ position: absolute; top: 15px; right: 20px; color: #333; font-size: 24px; font-weight: bold; cursor: pointer; } .modal-image { flex: 0.8!important; margin-right: 20px; } .modal-text { flex: 1; } .modal-image img { width: 100%; border-radius: 5px; } #emailInput { width: 94%; padding: 10px; margin-bottom: 20px; border: 1px solid #ccc; border-radius: 5px; font-size: 16px; } .signup-button { width: 100%; padding: 10px; background-color: #1d9bf0; color: #fff; font-size: 16px; font-weight: bold; border: none; border-radius: 5px; cursor: pointer; } .signup-button:hover { background-color: #0d85d8; } #myModalForm .modal-content{ width:340px!important; max-width:100%!important; padding:0 20px!important; user-select:none; } #myModalForm .modal-content .ifrmae_div{ width:100%!important; } @media(max-width:768px){ #myModalForm .modal-content{ margin:20% auto!important; } } </style> <!-- modal code --> <div id="myModal" class="modal"> <div class="modal-content"> <span class="close">×</span> <div class="modal-image"> <img id="modal_img" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/5b242bb7-4bc6-468f-bb72-0cf45fcd7747/AVPerfSafety_Flyer_thumbnail.png?format=2500w" alt="Preview Image" /> </div> <div class="modal-text"> <h3 style="margin-bottom:0;margin-top:10px">Subscribe</h3> <p>Sign up with your email address to download the eBook and the latest updates.</p> <form action="https://go.digitaldividedata.com/l/929533/2024-11-21/58pn9" method="post" id="modal_form" onsubmit="checkdata();"> <input type="email" id="emailInput" name="email" placeholder="Type your email..." required /> <input type="hidden" value="" id="pdfhidden"> <button id="submitEmail" type="submit" class="signup-button">SIGN UP</button> </form> </div> </div> </div> <!-- modal script --><script>Static.COOKIE_BANNER_CAPABLE = true;</script> <script async src="https://www.googletagmanager.com/gtag/js?id=G-QBV7BGR043"></script><script>window.dataLayer = window.dataLayer || [];function gtag(){dataLayer.push(arguments);}gtag('js', new Date());gtag('set', 'developer_id.dZjQwMz', true);gtag('consent', 'default', { 'analytics_storage': 'denied', 'wait_for_update': 500 });window.googleAnalyticsRequiresConsentUpdates = true;(function(){let squarespaceCookies = {};if (window.getSquarespaceCookies) { squarespaceCookies = window.getSquarespaceCookies();}const consentValue = squarespaceCookies.performance === 'accepted' ? 'granted' : 'denied';gtag('consent', 'update', { 'analytics_storage': consentValue })})();gtag('config', 'G-QBV7BGR043');</script><!-- End of Squarespace Headers --> <link rel="stylesheet" type="text/css" href="https://static1.squarespace.com/static/vta/5c5a519771c10ba3470d8101/versioned-assets/1739381320286-8FJE7NMLDZWANM5PXDLU/static.css"> </head> <body id="collection-6328e9eb3f9fe20613f1086e" class=" tweak-products-width-full tweak-products-image-aspect-ratio-23-standard-vertical tweak-products-text-alignment-left tweak-products-price-show tweak-products-nested-category-type-top tweak-products-category-title tweak-products-header-text-alignment-middle tweak-products-breadcrumbs tweak-portfolio-grid-overlay-width-full tweak-portfolio-grid-overlay-height-large tweak-portfolio-grid-overlay-image-aspect-ratio-11-square tweak-portfolio-grid-overlay-text-placement-center tweak-portfolio-grid-overlay-show-text-after-hover image-block-poster-text-alignment-center image-block-card-content-position-center image-block-card-text-alignment-left image-block-overlap-content-position-center image-block-overlap-text-alignment-left image-block-collage-content-position-center image-block-collage-text-alignment-left image-block-stack-text-alignment-left tweak-blog-single-column-width-full tweak-blog-single-column-text-alignment-center tweak-blog-single-column-image-placement-above tweak-blog-single-column-delimiter-bullet tweak-blog-single-column-read-more-style-show tweak-blog-single-column-primary-meta-date tweak-blog-single-column-secondary-meta-categories tweak-blog-single-column-meta-position-top tweak-blog-single-column-content-title-only tweak-blog-item-width-medium tweak-blog-item-text-alignment-center tweak-blog-item-meta-position-above-title tweak-blog-item-delimiter-bullet primary-button-style-solid primary-button-shape-pill secondary-button-style-outline secondary-button-shape-pill tertiary-button-style-outline tertiary-button-shape-square tweak-events-stacked-width-inset tweak-events-stacked-height-custom tweak-events-stacked-show-thumbnails tweak-events-stacked-thumbnail-size-11-square tweak-events-stacked-date-style-with-text tweak-events-stacked-show-location tweak-events-stacked-show-excerpt tweak-blog-basic-grid-width-inset tweak-blog-basic-grid-image-aspect-ratio-32-standard tweak-blog-basic-grid-text-alignment-left tweak-blog-basic-grid-delimiter-bullet tweak-blog-basic-grid-image-placement-above tweak-blog-basic-grid-read-more-style-show tweak-blog-basic-grid-primary-meta-date tweak-blog-basic-grid-secondary-meta-categories tweak-blog-basic-grid-excerpt-show header-overlay-alignment-center tweak-portfolio-index-background-link-format-stacked tweak-portfolio-index-background-width-full tweak-portfolio-index-background-height-large tweak-portfolio-index-background-vertical-alignment-middle tweak-portfolio-index-background-horizontal-alignment-center tweak-portfolio-index-background-delimiter-none tweak-portfolio-index-background-animation-type-fade tweak-portfolio-index-background-animation-duration-medium tweak-portfolio-hover-follow-layout-inline tweak-portfolio-hover-follow-delimiter-bullet tweak-portfolio-hover-follow-animation-type-fade tweak-portfolio-hover-follow-animation-duration-fast tweak-portfolio-hover-static-layout-inline tweak-portfolio-hover-static-front tweak-portfolio-hover-static-delimiter-hyphen tweak-portfolio-hover-static-animation-type-fade tweak-portfolio-hover-static-animation-duration-fast form-use-theme-colors form-field-style-solid form-field-shape-square form-field-border-bottom form-field-checkbox-type-icon form-field-checkbox-fill-outline form-field-checkbox-color-inverted form-field-checkbox-shape-square form-field-checkbox-layout-stack form-field-radio-type-icon form-field-radio-fill-outline form-field-radio-color-inverted form-field-radio-shape-square form-field-radio-layout-stack form-field-survey-fill-outline form-field-survey-color-inverted form-field-survey-shape-square form-field-hover-focus-opacity form-submit-button-style-bar tweak-blog-alternating-side-by-side-width-full tweak-blog-alternating-side-by-side-image-aspect-ratio-11-square tweak-blog-alternating-side-by-side-text-alignment-left tweak-blog-alternating-side-by-side-read-more-style-show tweak-blog-alternating-side-by-side-image-text-alignment-middle tweak-blog-alternating-side-by-side-delimiter-bullet tweak-blog-alternating-side-by-side-meta-position-top tweak-blog-alternating-side-by-side-primary-meta-categories tweak-blog-alternating-side-by-side-secondary-meta-date tweak-blog-alternating-side-by-side-excerpt-show tweak-global-animations-enabled tweak-global-animations-complexity-level-detailed tweak-global-animations-animation-style-fade tweak-global-animations-animation-type-slide tweak-global-animations-animation-curve-ease tweak-blog-masonry-width-full tweak-blog-masonry-text-alignment-left tweak-blog-masonry-primary-meta-categories tweak-blog-masonry-secondary-meta-date tweak-blog-masonry-meta-position-top tweak-blog-masonry-read-more-style-show tweak-blog-masonry-delimiter-space tweak-blog-masonry-image-placement-above tweak-blog-masonry-excerpt-show tweak-product-basic-item-product-variant-display-dropdown tweak-product-basic-item-product-subscription-display-radio tweak-product-basic-item-product-subscription-border-shape-square tweak-product-basic-item-width-full tweak-product-basic-item-gallery-aspect-ratio-34-three-four-vertical tweak-product-basic-item-text-alignment-left tweak-product-basic-item-navigation-breadcrumbs tweak-product-basic-item-description-position-below-price tweak-product-basic-item-description-position-mobile-below-add-to-cart-button tweak-product-basic-item-content-alignment-top tweak-product-basic-item-gallery-design-slideshow tweak-product-basic-item-gallery-placement-left tweak-product-basic-item-thumbnail-placement-side tweak-product-basic-item-click-action-none tweak-product-basic-item-hover-action-none tweak-product-basic-item-variant-picker-layout-dropdowns tweak-product-basic-item-add-to-cart-standalone tweak-product-basic-item-add-to-cart-mobile-standalone header-width-full tweak-transparent-header tweak-fixed-header tweak-fixed-header-style-basic tweak-blog-side-by-side-width-inset tweak-blog-side-by-side-image-placement-left tweak-blog-side-by-side-image-aspect-ratio-11-square tweak-blog-side-by-side-primary-meta-categories tweak-blog-side-by-side-secondary-meta-none tweak-blog-side-by-side-meta-position-top tweak-blog-side-by-side-text-alignment-left tweak-blog-side-by-side-image-text-alignment-middle tweak-blog-side-by-side-read-more-style-show tweak-blog-side-by-side-delimiter-pipe tweak-blog-side-by-side-excerpt-show tweak-portfolio-grid-basic-width-full tweak-portfolio-grid-basic-height-large tweak-portfolio-grid-basic-image-aspect-ratio-11-square tweak-portfolio-grid-basic-text-alignment-left tweak-portfolio-grid-basic-hover-effect-fade hide-opentable-icons opentable-style-dark tweak-product-quick-view-button-style-floating tweak-product-quick-view-button-position-bottom tweak-product-quick-view-lightbox-excerpt-display-truncate tweak-product-quick-view-lightbox-show-arrows tweak-product-quick-view-lightbox-show-close-button tweak-product-quick-view-lightbox-controls-weight-light native-currency-code-usd collection-type-blog-side-by-side collection-layout-default collection-6328e9eb3f9fe20613f1086e view-list mobile-style-available sqs-seven-one " tabindex="-1" > <div id="siteWrapper" class="clearfix site-wrapper" > <div id="floatingCart" class="floating-cart hidden"> <a href="/cart" class="icon icon--stroke icon--fill icon--cart sqs-custom-cart"> <span class="Cart-inner"> <svg class="icon icon--cart" viewBox="0 0 31 24"> <g class="svg-icon cart-icon--odd"> <circle fill="none" stroke-miterlimit="10" cx="22.5" cy="21.5" r="1"/> <circle fill="none" stroke-miterlimit="10" cx="9.5" cy="21.5" r="1"/> <path fill="none" stroke-miterlimit="10" d="M0,1.5h5c0.6,0,1.1,0.4,1.1,1l1.7,13 c0.1,0.5,0.6,1,1.1,1h15c0.5,0,1.2-0.4,1.4-0.9l3.3-8.1c0.2-0.5-0.1-0.9-0.6-0.9H12"/> </g> </svg> <div class="legacy-cart icon-cart-quantity"> <span class="sqs-cart-quantity">0</span> </div> </span> </a> </div> <header data-test="header" id="header" class=" black header theme-col--primary " data-section-theme="black" data-controller="Header" data-current-styles="{ "layout": "navRight", "action": { "href": "/lets-talk", "buttonText": "LET'S TALK", "newWindow": false }, "showSocial": false, "socialOptions": { "socialBorderShape": "none", "socialBorderStyle": "outline", "socialBorderThickness": { "unit": "px", "value": 1.0 } }, "menuOverlayAnimation": "fade", "cartStyle": "cart", "cartText": "Cart", "showEmptyCartState": true, "cartOptions": { "iconType": "stroke-1", "cartBorderShape": "none", "cartBorderStyle": "outline", "cartBorderThickness": { "unit": "px", "value": 1.0 } }, "showButton": true, "showCart": false, "showAccountLogin": false, "headerStyle": "dynamic", "languagePicker": { "enabled": false, "iconEnabled": false, "iconType": "globe", "flagShape": "shiny", "languageFlags": [ ] }, "iconOptions": { "thickness": { "unit": "px", "value": 1.0 }, "endcapType": "square", "desktopDropdownIconOptions": { "folderIcon": "none", "languagePickerIcon": "openArrowHead" }, "mobileDropdownIconOptions": { "folderIcon": "none", "languagePickerIcon": "openArrowHead" } }, "mobileOptions": { "layout": "logoLeftNavRight", "menuIconOptions": { "style": "doubleLineHamburger", "thickness": { "unit": "px", "value": 1.0 } } }, "solidOptions": { "headerOpacity": { "unit": "%", "value": 60.0 }, "blurBackground": { "enabled": true, "blurRadius": { "unit": "px", "value": 5.0 } }, "backgroundColor": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "white", "alphaModifier": 1.0 } }, "navigationColor": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "black", "alphaModifier": 1.0 } } }, "gradientOptions": { "gradientType": "faded", "headerOpacity": { "unit": "%", "value": 90.0 }, "blurBackground": { "enabled": false, "blurRadius": { "unit": "px", "value": 12.0 } }, "backgroundColor": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "white", "alphaModifier": 1.0 } }, "navigationColor": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "black", "alphaModifier": 1.0 } } }, "dropShadowOptions": { "enabled": false, "blur": { "unit": "px", "value": 12.0 }, "spread": { "unit": "px", "value": 0.0 }, "distance": { "unit": "px", "value": 12.0 } }, "borderOptions": { "enabled": false, "position": "allSides", "thickness": { "unit": "px", "value": 4.0 }, "color": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "black", "alphaModifier": 1.0 } } }, "showPromotedElement": false, "buttonVariant": "primary", "blurBackground": { "enabled": false, "blurRadius": { "unit": "px", "value": 12.0 } }, "headerOpacity": { "unit": "%", "value": 100.0 } }" data-section-id="header" data-header-style="dynamic" data-language-picker="{ "enabled": false, "iconEnabled": false, "iconType": "globe", "flagShape": "shiny", "languageFlags": [ ] }" data-first-focusable-element tabindex="-1" style=" --headerBorderColor: hsla(var(--black-hsl), 1); --solidHeaderBackgroundColor: hsla(var(--white-hsl), 1); --solidHeaderNavigationColor: hsla(var(--black-hsl), 1); --gradientHeaderBackgroundColor: hsla(var(--white-hsl), 1); --gradientHeaderNavigationColor: hsla(var(--black-hsl), 1); " > <div class="sqs-announcement-bar-dropzone"></div> <div class="header-announcement-bar-wrapper"> <a href="#page" class="header-skip-link sqs-button-element--primary" > Skip to Content </a> <style> @supports (-webkit-backdrop-filter: none) or (backdrop-filter: none) { .header-blur-background { } } </style> <div class="header-border" data-header-style="dynamic" data-header-border="false" data-test="header-border" style=" " ></div> <div class="header-dropshadow" data-header-style="dynamic" data-header-dropshadow="false" data-test="header-dropshadow" style="" ></div> <div class='header-inner container--fluid header-mobile-layout-logo-left-nav-right header-layout-nav-right ' data-test="header-inner" > <!-- Background --> <div class="header-background theme-bg--primary"></div> <div class="header-display-desktop" data-content-field="site-title"> <!-- Social --> <!-- Title and nav wrapper --> <div class="header-title-nav-wrapper"> <!-- Title --> <div class=" header-title " data-animation-role="header-element" > <div class="header-title-logo"> <a href="/" data-animation-role="header-element"> <img elementtiming="nbf-header-logo-desktop" src="//images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/23358afd-f473-4075-bbf4-5cb31651f54b/DDD+all+white.png?format=1500w" alt="Digital Divide Data" style="display:block" fetchpriority="high" loading="eager" decoding="async" data-loader="raw"> </a> </div> </div> <!-- Nav --> <div class="header-nav"> <div class="header-nav-wrapper"> <nav class="header-nav-list"> <div class="header-nav-item header-nav-item--folder"> <a class="header-nav-folder-title" href="/solutions" tabindex="-1" data-animation-role="header-element" > Solutions </a> <div class="header-nav-folder-content"> <div class="header-nav-folder-item"> <a href="/computer-vision" > <span class="header-nav-folder-item-content"> Computer Vision </span> </a> </div> <div class="header-nav-folder-item"> <a href="/natural-language-processing" > <span class="header-nav-folder-item-content"> Natural Language Processing </span> </a> </div> <div class="header-nav-folder-item"> <a href="/generative-ai" > <span class="header-nav-folder-item-content"> Generative AI </span> </a> </div> <div class="header-nav-folder-item"> <a href="/data-content-services" > <span class="header-nav-folder-item-content"> Data & Content Services </span> </a> </div> </div> </div> <div class="header-nav-item header-nav-item--folder"> <a class="header-nav-folder-title" href="/industries" tabindex="-1" data-animation-role="header-element" > Industries </a> <div class="header-nav-folder-content"> <div class="header-nav-folder-item"> <a href="/autonomous-driving" > <span class="header-nav-folder-item-content"> Autonomous Driving </span> </a> </div> <div class="header-nav-folder-item"> <a href="/government" > <span class="header-nav-folder-item-content"> Government </span> </a> </div> <div class="header-nav-folder-item"> <a href="/agricultural-technology" > <span class="header-nav-folder-item-content"> AgTech </span> </a> </div> <div class="header-nav-folder-item"> <a href="/cultural-heritage" > <span class="header-nav-folder-item-content"> Cultural Heritage </span> </a> </div> <div class="header-nav-folder-item"> <a href="/more-industries" > <span class="header-nav-folder-item-content"> More Industries </span> </a> </div> </div> </div> <div class="header-nav-item header-nav-item--folder header-nav-item--active"> <a class="header-nav-folder-title" href="/resources" tabindex="-1" data-animation-role="header-element" aria-current="true" > Resources </a> <div class="header-nav-folder-content"> <div class="header-nav-folder-item"> <a href="/content-library" > <span class="header-nav-folder-item-content"> Content Library </span> </a> </div> <div class="header-nav-folder-item header-nav-folder-item--active"> <a href="/blog" aria-current="page" > <span class="header-nav-folder-item-content"> Blog </span> </a> </div> <div class="header-nav-folder-item"> <a href="/fireside-chat-series" > <span class="header-nav-folder-item-content"> Fireside Chat Series </span> </a> </div> <div class="header-nav-folder-item"> <a href="/events" > <span class="header-nav-folder-item-content"> Events </span> </a> </div> </div> </div> <div class="header-nav-item header-nav-item--folder"> <a class="header-nav-folder-title" href="/about" tabindex="-1" data-animation-role="header-element" > About </a> <div class="header-nav-folder-content"> <div class="header-nav-folder-item"> <a href="/company" > <span class="header-nav-folder-item-content"> Company </span> </a> </div> <div class="header-nav-folder-item"> <a href="/impact" > <span class="header-nav-folder-item-content"> Impact </span> </a> </div> <div class="header-nav-folder-item"> <a href="/corporate-information" > <span class="header-nav-folder-item-content"> Corporate Information </span> </a> </div> </div> </div> </nav> </div> </div> </div> <!-- Actions --> <div class="header-actions header-actions--right"> <div class="showOnMobile"> </div> <div class="showOnDesktop"> </div> <div class="header-actions-action header-actions-action--cta" data-animation-role="header-element"> <a class="btn btn--border theme-btn--primary-inverse sqs-button-element--primary" href="/lets-talk" > LET'S TALK </a> </div> </div> <style> .top-bun, .patty, .bottom-bun { height: 1px; } </style> <!-- Burger --> <div class="header-burger menu-overlay-has-visible-non-navigation-items " data-animation-role="header-element"> <button class="header-burger-btn burger" data-test="header-burger"> <span hidden class="js-header-burger-open-title visually-hidden">Open Menu</span> <span hidden class="js-header-burger-close-title visually-hidden">Close Menu</span> <div class="burger-box"> <div class="burger-inner header-menu-icon-doubleLineHamburger"> <div class="top-bun"></div> <div class="patty"></div> <div class="bottom-bun"></div> </div> </div> </button> </div> </div> <div class="header-display-mobile" data-content-field="site-title"> <!-- Social --> <!-- Title and nav wrapper --> <div class="header-title-nav-wrapper"> <!-- Title --> <div class=" header-title " data-animation-role="header-element" > <div class="header-title-logo"> <a href="/" data-animation-role="header-element"> <img elementtiming="nbf-header-logo-desktop" src="//images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/23358afd-f473-4075-bbf4-5cb31651f54b/DDD+all+white.png?format=1500w" alt="Digital Divide Data" style="display:block" fetchpriority="high" loading="eager" decoding="async" data-loader="raw"> </a> </div> </div> <!-- Nav --> <div class="header-nav"> <div class="header-nav-wrapper"> <nav class="header-nav-list"> <div class="header-nav-item header-nav-item--folder"> <a class="header-nav-folder-title" href="/solutions" tabindex="-1" data-animation-role="header-element" > Solutions </a> <div class="header-nav-folder-content"> <div class="header-nav-folder-item"> <a href="/computer-vision" > <span class="header-nav-folder-item-content"> Computer Vision </span> </a> </div> <div class="header-nav-folder-item"> <a href="/natural-language-processing" > <span class="header-nav-folder-item-content"> Natural Language Processing </span> </a> </div> <div class="header-nav-folder-item"> <a href="/generative-ai" > <span class="header-nav-folder-item-content"> Generative AI </span> </a> </div> <div class="header-nav-folder-item"> <a href="/data-content-services" > <span class="header-nav-folder-item-content"> Data & Content Services </span> </a> </div> </div> </div> <div class="header-nav-item header-nav-item--folder"> <a class="header-nav-folder-title" href="/industries" tabindex="-1" data-animation-role="header-element" > Industries </a> <div class="header-nav-folder-content"> <div class="header-nav-folder-item"> <a href="/autonomous-driving" > <span class="header-nav-folder-item-content"> Autonomous Driving </span> </a> </div> <div class="header-nav-folder-item"> <a href="/government" > <span class="header-nav-folder-item-content"> Government </span> </a> </div> <div class="header-nav-folder-item"> <a href="/agricultural-technology" > <span class="header-nav-folder-item-content"> AgTech </span> </a> </div> <div class="header-nav-folder-item"> <a href="/cultural-heritage" > <span class="header-nav-folder-item-content"> Cultural Heritage </span> </a> </div> <div class="header-nav-folder-item"> <a href="/more-industries" > <span class="header-nav-folder-item-content"> More Industries </span> </a> </div> </div> </div> <div class="header-nav-item header-nav-item--folder header-nav-item--active"> <a class="header-nav-folder-title" href="/resources" tabindex="-1" data-animation-role="header-element" aria-current="true" > Resources </a> <div class="header-nav-folder-content"> <div class="header-nav-folder-item"> <a href="/content-library" > <span class="header-nav-folder-item-content"> Content Library </span> </a> </div> <div class="header-nav-folder-item header-nav-folder-item--active"> <a href="/blog" aria-current="page" > <span class="header-nav-folder-item-content"> Blog </span> </a> </div> <div class="header-nav-folder-item"> <a href="/fireside-chat-series" > <span class="header-nav-folder-item-content"> Fireside Chat Series </span> </a> </div> <div class="header-nav-folder-item"> <a href="/events" > <span class="header-nav-folder-item-content"> Events </span> </a> </div> </div> </div> <div class="header-nav-item header-nav-item--folder"> <a class="header-nav-folder-title" href="/about" tabindex="-1" data-animation-role="header-element" > About </a> <div class="header-nav-folder-content"> <div class="header-nav-folder-item"> <a href="/company" > <span class="header-nav-folder-item-content"> Company </span> </a> </div> <div class="header-nav-folder-item"> <a href="/impact" > <span class="header-nav-folder-item-content"> Impact </span> </a> </div> <div class="header-nav-folder-item"> <a href="/corporate-information" > <span class="header-nav-folder-item-content"> Corporate Information </span> </a> </div> </div> </div> </nav> </div> </div> </div> <!-- Actions --> <div class="header-actions header-actions--right"> <div class="showOnMobile"> </div> <div class="showOnDesktop"> </div> <div class="header-actions-action header-actions-action--cta" data-animation-role="header-element"> <a class="btn btn--border theme-btn--primary-inverse sqs-button-element--primary" href="/lets-talk" > LET'S TALK </a> </div> </div> <style> .top-bun, .patty, .bottom-bun { height: 1px; } </style> <!-- Burger --> <div class="header-burger menu-overlay-has-visible-non-navigation-items " data-animation-role="header-element"> <button class="header-burger-btn burger" data-test="header-burger"> <span hidden class="js-header-burger-open-title visually-hidden">Open Menu</span> <span hidden class="js-header-burger-close-title visually-hidden">Close Menu</span> <div class="burger-box"> <div class="burger-inner header-menu-icon-doubleLineHamburger"> <div class="top-bun"></div> <div class="patty"></div> <div class="bottom-bun"></div> </div> </div> </button> </div> </div> </div> </div> <!-- (Mobile) Menu Navigation --> <div class="header-menu header-menu--folder-list " data-section-theme="" data-current-styles="{ "layout": "navRight", "action": { "href": "/lets-talk", "buttonText": "LET'S TALK", "newWindow": false }, "showSocial": false, "socialOptions": { "socialBorderShape": "none", "socialBorderStyle": "outline", "socialBorderThickness": { "unit": "px", "value": 1.0 } }, "menuOverlayAnimation": "fade", "cartStyle": "cart", "cartText": "Cart", "showEmptyCartState": true, "cartOptions": { "iconType": "stroke-1", "cartBorderShape": "none", "cartBorderStyle": "outline", "cartBorderThickness": { "unit": "px", "value": 1.0 } }, "showButton": true, "showCart": false, "showAccountLogin": false, "headerStyle": "dynamic", "languagePicker": { "enabled": false, "iconEnabled": false, "iconType": "globe", "flagShape": "shiny", "languageFlags": [ ] }, "iconOptions": { "thickness": { "unit": "px", "value": 1.0 }, "endcapType": "square", "desktopDropdownIconOptions": { "folderIcon": "none", "languagePickerIcon": "openArrowHead" }, "mobileDropdownIconOptions": { "folderIcon": "none", "languagePickerIcon": "openArrowHead" } }, "mobileOptions": { "layout": "logoLeftNavRight", "menuIconOptions": { "style": "doubleLineHamburger", "thickness": { "unit": "px", "value": 1.0 } } }, "solidOptions": { "headerOpacity": { "unit": "%", "value": 60.0 }, "blurBackground": { "enabled": true, "blurRadius": { "unit": "px", "value": 5.0 } }, "backgroundColor": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "white", "alphaModifier": 1.0 } }, "navigationColor": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "black", "alphaModifier": 1.0 } } }, "gradientOptions": { "gradientType": "faded", "headerOpacity": { "unit": "%", "value": 90.0 }, "blurBackground": { "enabled": false, "blurRadius": { "unit": "px", "value": 12.0 } }, "backgroundColor": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "white", "alphaModifier": 1.0 } }, "navigationColor": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "black", "alphaModifier": 1.0 } } }, "dropShadowOptions": { "enabled": false, "blur": { "unit": "px", "value": 12.0 }, "spread": { "unit": "px", "value": 0.0 }, "distance": { "unit": "px", "value": 12.0 } }, "borderOptions": { "enabled": false, "position": "allSides", "thickness": { "unit": "px", "value": 4.0 }, "color": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "black", "alphaModifier": 1.0 } } }, "showPromotedElement": false, "buttonVariant": "primary", "blurBackground": { "enabled": false, "blurRadius": { "unit": "px", "value": 12.0 } }, "headerOpacity": { "unit": "%", "value": 100.0 } }" data-section-id="overlay-nav" data-show-account-login="false" data-test="header-menu"> <div class="header-menu-bg theme-bg--primary"></div> <div class="header-menu-nav"> <nav class="header-menu-nav-list"> <div data-folder="root" class="header-menu-nav-folder"> <div class="header-menu-nav-folder-content"> <!-- Menu Navigation --> <div class="header-menu-nav-wrapper"> <div class="container header-menu-nav-item"> <a data-folder-id="/solutions" href="/solutions" > <div class="header-menu-nav-item-content"> <span class="visually-hidden">Folder:</span> <span>Solutions</span> <span class="chevron chevron--right"></span> </div> </a> </div> <div data-folder="/solutions" class="header-menu-nav-folder"> <div class="header-menu-nav-folder-content"> <div class="header-menu-controls container header-menu-nav-item"> <a class="header-menu-controls-control header-menu-controls-control--active" data-action="back" href="/"> <span class="chevron chevron--left"></span><span>Back</span> </a> </div> <div class="container header-menu-nav-item"> <a href="/computer-vision" > <div class="header-menu-nav-item-content"> Computer Vision </div> </a> </div> <div class="container header-menu-nav-item"> <a href="/natural-language-processing" > <div class="header-menu-nav-item-content"> Natural Language Processing </div> </a> </div> <div class="container header-menu-nav-item"> <a href="/generative-ai" > <div class="header-menu-nav-item-content"> Generative AI </div> </a> </div> <div class="container header-menu-nav-item"> <a href="/data-content-services" > <div class="header-menu-nav-item-content"> Data & Content Services </div> </a> </div> </div> </div> <div class="container header-menu-nav-item"> <a data-folder-id="/industries" href="/industries" > <div class="header-menu-nav-item-content"> <span class="visually-hidden">Folder:</span> <span>Industries</span> <span class="chevron chevron--right"></span> </div> </a> </div> <div data-folder="/industries" class="header-menu-nav-folder"> <div class="header-menu-nav-folder-content"> <div class="header-menu-controls container header-menu-nav-item"> <a class="header-menu-controls-control header-menu-controls-control--active" data-action="back" href="/"> <span class="chevron chevron--left"></span><span>Back</span> </a> </div> <div class="container header-menu-nav-item"> <a href="/autonomous-driving" > <div class="header-menu-nav-item-content"> Autonomous Driving </div> </a> </div> <div class="container header-menu-nav-item"> <a href="/government" > <div class="header-menu-nav-item-content"> Government </div> </a> </div> <div class="container header-menu-nav-item"> <a href="/agricultural-technology" > <div class="header-menu-nav-item-content"> AgTech </div> </a> </div> <div class="container header-menu-nav-item"> <a href="/cultural-heritage" > <div class="header-menu-nav-item-content"> Cultural Heritage </div> </a> </div> <div class="container header-menu-nav-item"> <a href="/more-industries" > <div class="header-menu-nav-item-content"> More Industries </div> </a> </div> </div> </div> <div class="container header-menu-nav-item header-menu-nav-item--active"> <a data-folder-id="/resources" href="/resources" aria-current="true" > <div class="header-menu-nav-item-content"> <span class="visually-hidden">Folder:</span> <span>Resources</span> <span class="chevron chevron--right"></span> </div> </a> </div> <div data-folder="/resources" class="header-menu-nav-folder"> <div class="header-menu-nav-folder-content"> <div class="header-menu-controls container header-menu-nav-item"> <a class="header-menu-controls-control header-menu-controls-control--active" data-action="back" href="/"> <span class="chevron chevron--left"></span><span>Back</span> </a> </div> <div class="container header-menu-nav-item"> <a href="/content-library" > <div class="header-menu-nav-item-content"> Content Library </div> </a> </div> <div class="container header-menu-nav-item header-menu-nav-item--active"> <a href="/blog" aria-current="page" > <div class="header-menu-nav-item-content"> Blog </div> </a> </div> <div class="container header-menu-nav-item"> <a href="/fireside-chat-series" > <div class="header-menu-nav-item-content"> Fireside Chat Series </div> </a> </div> <div class="container header-menu-nav-item"> <a href="/events" > <div class="header-menu-nav-item-content"> Events </div> </a> </div> </div> </div> <div class="container header-menu-nav-item"> <a data-folder-id="/about" href="/about" > <div class="header-menu-nav-item-content"> <span class="visually-hidden">Folder:</span> <span>About</span> <span class="chevron chevron--right"></span> </div> </a> </div> <div data-folder="/about" class="header-menu-nav-folder"> <div class="header-menu-nav-folder-content"> <div class="header-menu-controls container header-menu-nav-item"> <a class="header-menu-controls-control header-menu-controls-control--active" data-action="back" href="/"> <span class="chevron chevron--left"></span><span>Back</span> </a> </div> <div class="container header-menu-nav-item"> <a href="/company" > <div class="header-menu-nav-item-content"> Company </div> </a> </div> <div class="container header-menu-nav-item"> <a href="/impact" > <div class="header-menu-nav-item-content"> Impact </div> </a> </div> <div class="container header-menu-nav-item"> <a href="/corporate-information" > <div class="header-menu-nav-item-content"> Corporate Information </div> </a> </div> </div> </div> </div> </div> <div class="header-menu-cta"> <a class="theme-btn--primary btn sqs-button-element--primary" href="/lets-talk" > LET'S TALK </a> </div> </div> </nav> </div> </div> </header> <main id="page" class="container" role="main"> <article class="sections" id="sections" data-page-sections="6328e9eb3f9fe20613f10877"> <section data-test="page-section" data-section-theme="black" class='page-section full-bleed-section layout-engine-section background-width--full-bleed section-height--medium content-width--wide horizontal-alignment--center vertical-alignment--middle has-background black' data-section-id="633f46cdf997964d5427dfa6" data-controller="SectionWrapperController" data-current-styles="{ "backgroundImage": { "id": "633f47200650947574892fae", "recordType": 2, "addedOn": 1665091360444, "updatedOn": 1725608050773, "workflowState": 1, "publishOn": 1665091360444, "authorId": "66dab072f782eb0d8fbb4b5c", "systemDataId": "8432a574-4ebc-49c4-996a-3e953c0287be", "systemDataVariants": "2400x1324,100w,300w,500w,750w,1000w,1500w", "systemDataSourceType": "JPG", "filename": "BlogHeaderImage.jpg", "mediaFocalPoint": { "x": 0.5, "y": 0.5, "source": 3 }, "colorData": { "topLeftAverage": "b5b4b7", "topRightAverage": "e0e1e2", "bottomLeftAverage": "010101", "bottomRightAverage": "020202", "centerAverage": "161415", "suggestedBgColor": "6a5d5f" }, "urlId": "0rexfuzk70z0acweuxfeed7boap5ci", "title": "", "body": null, "likeCount": 0, "commentCount": 0, "publicCommentCount": 0, "commentState": 2, "unsaved": false, "author": { "id": "66dab072f782eb0d8fbb4b5c", "displayName": "Guest User", "firstName": "Guest", "lastName": "User", "bio": "" }, "assetUrl": "https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/8432a574-4ebc-49c4-996a-3e953c0287be/BlogHeaderImage.jpg", "contentType": "image/jpeg", "items": [ ], "pushedServices": { }, "pendingPushedServices": { }, "originalSize": "2400x1324", "recordTypeLabel": "image" }, "imageOverlayOpacity": 0.2, "backgroundWidth": "background-width--full-bleed", "sectionHeight": "section-height--medium", "customSectionHeight": 10, "horizontalAlignment": "horizontal-alignment--center", "verticalAlignment": "vertical-alignment--middle", "contentWidth": "content-width--wide", "customContentWidth": 50, "backgroundColor": "", "sectionTheme": "black", "sectionAnimation": "none", "backgroundMode": "image" }" data-current-context="{ "video": { "playbackSpeed": 0.5, "filter": 1, "filterStrength": 0, "zoom": 0, "videoSourceProvider": "none" }, "backgroundImageId": null, "backgroundMediaEffect": { "type": "none" }, "divider": null, "typeName": "blog-side-by-side" }" data-animation="none" data-fluid-engine-section > <div class="section-border" > <div class="section-background"> <img alt="" data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/8432a574-4ebc-49c4-996a-3e953c0287be/BlogHeaderImage.jpg" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/8432a574-4ebc-49c4-996a-3e953c0287be/BlogHeaderImage.jpg" data-image-dimensions="2400x1324" data-image-focal-point="0.5,0.5" alt="BlogHeaderImage.jpg" data-load="false" elementtiming="nbf-background" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/8432a574-4ebc-49c4-996a-3e953c0287be/BlogHeaderImage.jpg" width="2400" height="1324" alt="" sizes="(max-width: 799px) 200vw, 100vw" style="display:block;object-position: 50% 50%" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/8432a574-4ebc-49c4-996a-3e953c0287be/BlogHeaderImage.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/8432a574-4ebc-49c4-996a-3e953c0287be/BlogHeaderImage.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/8432a574-4ebc-49c4-996a-3e953c0287be/BlogHeaderImage.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/8432a574-4ebc-49c4-996a-3e953c0287be/BlogHeaderImage.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/8432a574-4ebc-49c4-996a-3e953c0287be/BlogHeaderImage.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/8432a574-4ebc-49c4-996a-3e953c0287be/BlogHeaderImage.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/8432a574-4ebc-49c4-996a-3e953c0287be/BlogHeaderImage.jpg?format=2500w 2500w" fetchpriority="high" loading="eager" decoding="async" data-loader="sqs"> <div class="section-background-overlay" style="opacity: 0.2;"></div> </div> </div> <div class='content-wrapper' style=' ' > <div class="content" > <div data-fluid-engine="true"><style> .fe-633f46cdc250312849f3a0f2 { --grid-gutter: calc(var(--sqs-mobile-site-gutter, 6vw) - 11.0px); --cell-max-width: calc( ( var(--sqs-site-max-width, 1500px) - (11.0px * (8 - 1)) ) / 8 ); display: grid; position: relative; grid-area: 1/1/-1/-1; grid-template-rows: repeat(2,minmax(24px, auto)); grid-template-columns: minmax(var(--grid-gutter), 1fr) repeat(8, minmax(0, var(--cell-max-width))) minmax(var(--grid-gutter), 1fr); row-gap: 11.0px; column-gap: 11.0px; } @media (min-width: 768px) { .background-width--inset .fe-633f46cdc250312849f3a0f2 { --inset-padding: calc(var(--sqs-site-gutter) * 2); } .fe-633f46cdc250312849f3a0f2 { --grid-gutter: calc(var(--sqs-site-gutter, 4vw) - 11.0px); --cell-max-width: calc( ( var(--sqs-site-max-width, 1500px) - (11.0px * (24 - 1)) ) / 24 ); --inset-padding: 0vw; --row-height-scaling-factor: 0.0215; --container-width: min(var(--sqs-site-max-width, 1500px), calc(100vw - var(--sqs-site-gutter, 4vw) * 2 - var(--inset-padding) )); grid-template-rows: repeat(7,minmax(calc(var(--container-width) * var(--row-height-scaling-factor)), auto)); grid-template-columns: minmax(var(--grid-gutter), 1fr) repeat(24, minmax(0, var(--cell-max-width))) minmax(var(--grid-gutter), 1fr); } } .fe-block-yui_3_17_2_1_1665080784515_86826 { grid-area: 1/2/3/10; z-index: 1; @media (max-width: 767px) { } } .fe-block-yui_3_17_2_1_1665080784515_86826 .sqs-block { justify-content: flex-start; } .fe-block-yui_3_17_2_1_1665080784515_86826 .sqs-block-alignment-wrapper { align-items: flex-start; } @media (min-width: 768px) { .fe-block-yui_3_17_2_1_1665080784515_86826 { grid-area: 1/2/4/26; z-index: 1; } .fe-block-yui_3_17_2_1_1665080784515_86826 .sqs-block { justify-content: flex-start; } .fe-block-yui_3_17_2_1_1665080784515_86826 .sqs-block-alignment-wrapper { align-items: flex-start; } } </style><div class="fluid-engine fe-633f46cdc250312849f3a0f2"><div class="fe-block fe-block-yui_3_17_2_1_1665080784515_86826"><div class="sqs-block html-block sqs-block-html" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-yui_3_17_2_1_1665080784515_86826"><div class="sqs-block-content"> <div class="sqs-html-content"> <h1 style="text-align:center;white-space:pre-wrap;">DDD Blog</h1> </div> </div></div></div></div></div> </div> </div> </section> <section data-test="page-section" data-section-theme="" class='page-section full-bleed-section layout-engine-section background-width--full-bleed section-height--small content-width--wide horizontal-alignment--center vertical-alignment--middle ' data-section-id="633f48a1e1ed445822fc1fa7" data-controller="SectionWrapperController" data-current-styles="{ "imageOverlayOpacity": 0.15, "backgroundWidth": "background-width--full-bleed", "sectionHeight": "section-height--small", "customSectionHeight": 1, "horizontalAlignment": "horizontal-alignment--center", "verticalAlignment": "vertical-alignment--middle", "contentWidth": "content-width--wide", "customContentWidth": 50, "backgroundColor": "", "sectionTheme": "", "sectionAnimation": "none", "backgroundMode": "image" }" data-current-context="{ "video": { "playbackSpeed": 0.5, "filter": 1, "filterStrength": 0, "zoom": 0, "videoSourceProvider": "none" }, "backgroundImageId": null, "backgroundMediaEffect": { "type": "none" }, "divider": null, "typeName": "blog-side-by-side" }" data-animation="none" data-fluid-engine-section > <div class="section-border" > <div class="section-background"> </div> </div> <div class='content-wrapper' style=' ' > <div class="content" > <div data-fluid-engine="true"><style> .fe-633f48a1a447444dce1c433a { --grid-gutter: calc(var(--sqs-mobile-site-gutter, 6vw) - 11.0px); --cell-max-width: calc( ( var(--sqs-site-max-width, 1500px) - (11.0px * (8 - 1)) ) / 8 ); display: grid; position: relative; grid-area: 1/1/-1/-1; grid-template-rows: repeat(11,minmax(24px, auto)); grid-template-columns: minmax(var(--grid-gutter), 1fr) repeat(8, minmax(0, var(--cell-max-width))) minmax(var(--grid-gutter), 1fr); row-gap: 11.0px; column-gap: 11.0px; } @media (min-width: 768px) { .background-width--inset .fe-633f48a1a447444dce1c433a { --inset-padding: calc(var(--sqs-site-gutter) * 2); } .fe-633f48a1a447444dce1c433a { --grid-gutter: calc(var(--sqs-site-gutter, 4vw) - 11.0px); --cell-max-width: calc( ( var(--sqs-site-max-width, 1500px) - (11.0px * (24 - 1)) ) / 24 ); --inset-padding: 0vw; --row-height-scaling-factor: 0.0215; --container-width: min(var(--sqs-site-max-width, 1500px), calc(100vw - var(--sqs-site-gutter, 4vw) * 2 - var(--inset-padding) )); grid-template-rows: repeat(15,minmax(calc(var(--container-width) * var(--row-height-scaling-factor)), auto)); grid-template-columns: minmax(var(--grid-gutter), 1fr) repeat(24, minmax(0, var(--cell-max-width))) minmax(var(--grid-gutter), 1fr); } } .fe-block-yui_3_17_2_1_1665080784515_106654 { grid-area: 1/2/3/10; z-index: 1; @media (max-width: 767px) { } } .fe-block-yui_3_17_2_1_1665080784515_106654 .sqs-block { justify-content: flex-start; } .fe-block-yui_3_17_2_1_1665080784515_106654 .sqs-block-alignment-wrapper { align-items: flex-start; } @media (min-width: 768px) { .fe-block-yui_3_17_2_1_1665080784515_106654 { grid-area: 1/2/15/14; z-index: 1; } .fe-block-yui_3_17_2_1_1665080784515_106654 .sqs-block { justify-content: flex-start; } .fe-block-yui_3_17_2_1_1665080784515_106654 .sqs-block-alignment-wrapper { align-items: flex-start; } } .fe-block-yui_3_17_2_1_1665080784515_168310 { grid-area: 3/2/4/10; z-index: 3; @media (max-width: 767px) { } } .fe-block-yui_3_17_2_1_1665080784515_168310 .sqs-block { justify-content: center; } .fe-block-yui_3_17_2_1_1665080784515_168310 .sqs-block-alignment-wrapper { align-items: center; } @media (min-width: 768px) { .fe-block-yui_3_17_2_1_1665080784515_168310 { grid-area: 15/6/16/22; z-index: 3; } .fe-block-yui_3_17_2_1_1665080784515_168310 .sqs-block { justify-content: center; } .fe-block-yui_3_17_2_1_1665080784515_168310 .sqs-block-alignment-wrapper { align-items: center; } } .fe-block-yui_3_17_2_1_1668710133749_64111 { grid-area: 4/2/10/10; z-index: 4; @media (max-width: 767px) { } } .fe-block-yui_3_17_2_1_1668710133749_64111 .sqs-block { justify-content: flex-start; } .fe-block-yui_3_17_2_1_1668710133749_64111 .sqs-block-alignment-wrapper { align-items: flex-start; } @media (min-width: 768px) { .fe-block-yui_3_17_2_1_1668710133749_64111 { grid-area: 5/14/14/26; z-index: 2; } .fe-block-yui_3_17_2_1_1668710133749_64111 .sqs-block { justify-content: flex-start; } .fe-block-yui_3_17_2_1_1668710133749_64111 .sqs-block-alignment-wrapper { align-items: flex-start; } } .fe-block-yui_3_17_2_1_1668710133749_126890 { grid-area: 10/2/12/10; z-index: 5; @media (max-width: 767px) { } } .fe-block-yui_3_17_2_1_1668710133749_126890 .sqs-block { justify-content: flex-start; } .fe-block-yui_3_17_2_1_1668710133749_126890 .sqs-block-alignment-wrapper { align-items: flex-start; } @media (min-width: 768px) { .fe-block-yui_3_17_2_1_1668710133749_126890 { grid-area: 3/16/5/24; z-index: 4; } .fe-block-yui_3_17_2_1_1668710133749_126890 .sqs-block { justify-content: flex-end; } .fe-block-yui_3_17_2_1_1668710133749_126890 .sqs-block-alignment-wrapper { align-items: flex-end; } } </style><div class="fluid-engine fe-633f48a1a447444dce1c433a"><div class="fe-block fe-block-yui_3_17_2_1_1665080784515_106654"><div class="sqs-block html-block sqs-block-html" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-yui_3_17_2_1_1665080784515_106654"><div class="sqs-block-content"> <div class="sqs-html-content"> <h2 style="white-space:pre-wrap;">Our thoughts and insights on machine learning and artificial intelligence applications</h2><p class="" style="white-space:pre-wrap;">Welcome to Digital Divide Data鈥檚 (DDD) blog, fully dedicated to Machine Learning trends and resources, new data technologies, data training experiences, and the latest news in the areas of Deep Learning, Optical Character Recognition, Computer Vision, Natural Learning Processing, and more.</p><p class="" style="white-space:pre-wrap;">For Artificial Intelligence (AI) professionals, adding the latest machine learning blog or two to your reading list will help you get updates on industry news and trends.</p> </div> </div></div></div><div class="fe-block fe-block-yui_3_17_2_1_1665080784515_168310"><div class="sqs-block horizontalrule-block sqs-block-horizontalrule" data-block-type="47" id="block-yui_3_17_2_1_1665080784515_168310"><div class="sqs-block-content"><hr /></div></div></div><div class="fe-block fe-block-yui_3_17_2_1_1668710133749_64111"><div class="sqs-block code-block sqs-block-code" data-block-type="23" id="block-yui_3_17_2_1_1668710133749_64111"><div class="sqs-block-content"><iframe src="https://www2.digitaldividedata.com/l/929533/2022-11-07/37ycf" width="100%" height="300px" type="text/html" frameborder="0" allowTransparency="true" style="border: 0"></iframe></div></div></div><div class="fe-block fe-block-yui_3_17_2_1_1668710133749_126890"><div class="sqs-block html-block sqs-block-html" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-yui_3_17_2_1_1668710133749_126890"><div class="sqs-block-content"> <div class="sqs-html-content"> <p style="text-align:center;white-space:pre-wrap;" class="sqsrte-large"><strong>Get early access to our blogs</strong></p> </div> </div></div></div></div></div> </div> </div> </section> <section data-test="page-section" data-section-theme="white" class='page-section content-collection full-bleed-section collection-type-blog-side-by-side background-width--full-bleed section-height--medium content-width--wide horizontal-alignment--center vertical-alignment--middle white' data-section-id="6328e9eb3f9fe20613f10879" data-controller="SectionWrapperController" data-current-styles="{ "imageOverlayOpacity": 0.15, "backgroundWidth": "background-width--full-bleed", "sectionHeight": "section-height--medium", "horizontalAlignment": "horizontal-alignment--center", "verticalAlignment": "vertical-alignment--middle", "contentWidth": "content-width--wide", "sectionTheme": "white", "sectionAnimation": "none", "backgroundMode": "image" }" data-current-context="{ "video": { "playbackSpeed": 0.5, "filter": 1, "filterStrength": 0, "zoom": 0, "videoSourceProvider": "none" }, "backgroundImageId": null, "backgroundMediaEffect": null, "divider": null, "typeName": "blog-side-by-side" }" data-animation="none" > <div class="section-border" > <div class="section-background"> </div> </div> <div class='content-wrapper' style=' ' > <div class="content" > <div class="blog-side-by-side collection-content-wrapper" data-controller="BlogImageLoader"> <div class="blog-side-by-side-wrapper"> <article class="hentry category-autonomy author-preeti-srivastava post-type-text article-index-1 blog-item entry"> <section class="blog-image-wrapper"> <a href="/blog/autonomy-is-data-a-big-deal" class="image-wrapper" data-animation-role="image"> <img data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1739478643242-212BD6MF9608LHGK5Q0X/Fig_2_Autonomy_Data_Universe_APS.jpg" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1739478643242-212BD6MF9608LHGK5Q0X/Fig_2_Autonomy_Data_Universe_APS.jpg" data-image-dimensions="2500x1406" data-image-focal-point="0.5,0.5" alt="Autonomy: Is Data a Big Deal?" data-load="false" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1739478643242-212BD6MF9608LHGK5Q0X/Fig_2_Autonomy_Data_Universe_APS.jpg" width="2500" height="1406" alt="" sizes="(max-width:767px)266.7140825035562vw,186.69985775248932vw" class="image" style="display:block;position: absolute; height: 100%; width: 100%; object-fit: cover; object-position: 50% 50%;" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1739478643242-212BD6MF9608LHGK5Q0X/Fig_2_Autonomy_Data_Universe_APS.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1739478643242-212BD6MF9608LHGK5Q0X/Fig_2_Autonomy_Data_Universe_APS.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1739478643242-212BD6MF9608LHGK5Q0X/Fig_2_Autonomy_Data_Universe_APS.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1739478643242-212BD6MF9608LHGK5Q0X/Fig_2_Autonomy_Data_Universe_APS.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1739478643242-212BD6MF9608LHGK5Q0X/Fig_2_Autonomy_Data_Universe_APS.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1739478643242-212BD6MF9608LHGK5Q0X/Fig_2_Autonomy_Data_Universe_APS.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1739478643242-212BD6MF9608LHGK5Q0X/Fig_2_Autonomy_Data_Universe_APS.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </a> </section> <section class="blog-item-summary"> <div class="blog-item-text"> <div class="blog-meta-section"> <span class="blog-meta-primary"> <span class="blog-categories-list"> <a href="/blog/category/Autonomy" class="blog-categories">Autonomy</a> </span> <span class="blog-author">Preeti Srivastava</span> <time class="blog-date" pubdate data-animation-role="date">2/13/25</time> </span> <span class="blog-meta-delimiter"></span> <span class="blog-meta-delimiter blog-category-delimiter"></span> <span class="blog-meta-secondary"> <span class="blog-categories-list"> <a href="/blog/category/Autonomy" class="blog-categories">Autonomy</a> </span> <span class="blog-author">Preeti Srivastava</span> <time class="blog-date" pubdate data-animation-role="date">2/13/25</time> </span> </div> <h1 class="blog-title"> <a href="/blog/autonomy-is-data-a-big-deal" data-no-animation> Autonomy: Is Data a Big Deal? </a> </h1> <div class="blog-excerpt"> <div class="blog-excerpt-wrapper"><p style="white-space:pre-wrap;" data-rte-preserve-empty="true">Explore how machine learning, sensor integration, and smart data strategies are driving autonomy innovation. From early prototypes to scalable deployment, learn how data optimization accelerates the path to commercial AI-powered transportation.</p></div> </div> <a class="blog-more-link" href="/blog/autonomy-is-data-a-big-deal" data-animation-role="content">Read More</a> </div> </section> </article> <article class="hentry category-gen-ai author-umang-dayal post-type-text article-index-2 blog-item entry"> <section class="blog-image-wrapper"> <a href="/blog/fine-tuning-llms" class="image-wrapper" data-animation-role="image"> <img data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1738164564077-FZZ05T5O49NSMKMKF3O9/Fine%2Btuning%2BLLM.jpg" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1738164564077-FZZ05T5O49NSMKMKF3O9/Fine%2Btuning%2BLLM.jpg" data-image-dimensions="1024x1024" data-image-focal-point="0.5,0.5" alt="Fine-Tuning for Large Language Models (LLMs): Techniques, Process &amp; Use Cases" data-load="false" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1738164564077-FZZ05T5O49NSMKMKF3O9/Fine%2Btuning%2BLLM.jpg" width="1024" height="1024" alt="" sizes="(max-width:767px)150vw,105vw" class="image" style="display:block;position: absolute; height: 100%; width: 100%; object-fit: cover; object-position: 50% 50%;" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1738164564077-FZZ05T5O49NSMKMKF3O9/Fine%2Btuning%2BLLM.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1738164564077-FZZ05T5O49NSMKMKF3O9/Fine%2Btuning%2BLLM.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1738164564077-FZZ05T5O49NSMKMKF3O9/Fine%2Btuning%2BLLM.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1738164564077-FZZ05T5O49NSMKMKF3O9/Fine%2Btuning%2BLLM.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1738164564077-FZZ05T5O49NSMKMKF3O9/Fine%2Btuning%2BLLM.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1738164564077-FZZ05T5O49NSMKMKF3O9/Fine%2Btuning%2BLLM.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1738164564077-FZZ05T5O49NSMKMKF3O9/Fine%2Btuning%2BLLM.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </a> </section> <section class="blog-item-summary"> <div class="blog-item-text"> <div class="blog-meta-section"> <span class="blog-meta-primary"> <span class="blog-categories-list"> <a href="/blog/category/Gen+AI" class="blog-categories">Gen AI</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">1/30/25</time> </span> <span class="blog-meta-delimiter"></span> <span class="blog-meta-delimiter blog-category-delimiter"></span> <span class="blog-meta-secondary"> <span class="blog-categories-list"> <a href="/blog/category/Gen+AI" class="blog-categories">Gen AI</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">1/30/25</time> </span> </div> <h1 class="blog-title"> <a href="/blog/fine-tuning-llms" data-no-animation> Fine-Tuning for Large Language Models (LLMs): Techniques, Process & Use Cases </a> </h1> <div class="blog-excerpt"> <div class="blog-excerpt-wrapper"><p style="white-space:pre-wrap;" data-rte-preserve-empty="true">This guide will explore fine-tuning for LLMs, covering key techniques, a step-by-step process, and real-world use cases.</p></div> </div> <a class="blog-more-link" href="/blog/fine-tuning-llms" data-animation-role="content">Read More</a> </div> </section> </article> <article class="hentry category-gen-ai author-umang-dayal post-type-text article-index-3 blog-item entry"> <section class="blog-image-wrapper"> <a href="/blog/synthetic-data-generation" class="image-wrapper" data-animation-role="image"> <img data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737543397479-HW1M0PMS1TUGAPNGGTAG/synthetic+data+generation.jpg" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737543397479-HW1M0PMS1TUGAPNGGTAG/synthetic+data+generation.jpg" data-image-dimensions="1120x1120" data-image-focal-point="0.5,0.5" alt="Synthetic Data Generation for Edge Cases in Perception AI" data-load="false" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737543397479-HW1M0PMS1TUGAPNGGTAG/synthetic+data+generation.jpg" width="1120" height="1120" alt="" sizes="(max-width:767px)150vw,105vw" class="image" style="display:block;position: absolute; height: 100%; width: 100%; object-fit: cover; object-position: 50% 50%;" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737543397479-HW1M0PMS1TUGAPNGGTAG/synthetic+data+generation.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737543397479-HW1M0PMS1TUGAPNGGTAG/synthetic+data+generation.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737543397479-HW1M0PMS1TUGAPNGGTAG/synthetic+data+generation.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737543397479-HW1M0PMS1TUGAPNGGTAG/synthetic+data+generation.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737543397479-HW1M0PMS1TUGAPNGGTAG/synthetic+data+generation.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737543397479-HW1M0PMS1TUGAPNGGTAG/synthetic+data+generation.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737543397479-HW1M0PMS1TUGAPNGGTAG/synthetic+data+generation.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </a> </section> <section class="blog-item-summary"> <div class="blog-item-text"> <div class="blog-meta-section"> <span class="blog-meta-primary"> <span class="blog-categories-list"> <a href="/blog/category/Gen+AI" class="blog-categories">Gen AI</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">1/23/25</time> </span> <span class="blog-meta-delimiter"></span> <span class="blog-meta-delimiter blog-category-delimiter"></span> <span class="blog-meta-secondary"> <span class="blog-categories-list"> <a href="/blog/category/Gen+AI" class="blog-categories">Gen AI</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">1/23/25</time> </span> </div> <h1 class="blog-title"> <a href="/blog/synthetic-data-generation" data-no-animation> Synthetic Data Generation for Edge Cases in Perception AI </a> </h1> <div class="blog-excerpt"> <div class="blog-excerpt-wrapper"><p style="white-space:pre-wrap;" data-rte-preserve-empty="true">In this blog, we will explore synthetic data generation for edge cases in perception AI, exploring its benefits and the different types of synthetic data. </p><p class="" style="white-space:pre-wrap;" data-rte-preserve-empty="true"></p></div> </div> <a class="blog-more-link" href="/blog/synthetic-data-generation" data-animation-role="content">Read More</a> </div> </section> </article> <article class="hentry category-gen-ai author-umang-dayal post-type-text article-index-4 blog-item entry"> <section class="blog-image-wrapper"> <a href="/blog/red-teaming-generative-ai" class="image-wrapper" data-animation-role="image"> <img data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737382793556-Z92BVAT6UUDTRYU0EU15/Red%2Bteaming%2BGen%2BAI.jpg" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737382793556-Z92BVAT6UUDTRYU0EU15/Red%2Bteaming%2BGen%2BAI.jpg" data-image-dimensions="1119x1119" data-image-focal-point="0.5,0.5" alt="Red Teaming Generative AI: Challenges and Solutions" data-load="false" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737382793556-Z92BVAT6UUDTRYU0EU15/Red%2Bteaming%2BGen%2BAI.jpg" width="1119" height="1119" alt="" sizes="(max-width:767px)150vw,105vw" class="image" style="display:block;position: absolute; height: 100%; width: 100%; object-fit: cover; object-position: 50% 50%;" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737382793556-Z92BVAT6UUDTRYU0EU15/Red%2Bteaming%2BGen%2BAI.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737382793556-Z92BVAT6UUDTRYU0EU15/Red%2Bteaming%2BGen%2BAI.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737382793556-Z92BVAT6UUDTRYU0EU15/Red%2Bteaming%2BGen%2BAI.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737382793556-Z92BVAT6UUDTRYU0EU15/Red%2Bteaming%2BGen%2BAI.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737382793556-Z92BVAT6UUDTRYU0EU15/Red%2Bteaming%2BGen%2BAI.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737382793556-Z92BVAT6UUDTRYU0EU15/Red%2Bteaming%2BGen%2BAI.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737382793556-Z92BVAT6UUDTRYU0EU15/Red%2Bteaming%2BGen%2BAI.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </a> </section> <section class="blog-item-summary"> <div class="blog-item-text"> <div class="blog-meta-section"> <span class="blog-meta-primary"> <span class="blog-categories-list"> <a href="/blog/category/Gen+AI" class="blog-categories">Gen AI</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">1/20/25</time> </span> <span class="blog-meta-delimiter"></span> <span class="blog-meta-delimiter blog-category-delimiter"></span> <span class="blog-meta-secondary"> <span class="blog-categories-list"> <a href="/blog/category/Gen+AI" class="blog-categories">Gen AI</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">1/20/25</time> </span> </div> <h1 class="blog-title"> <a href="/blog/red-teaming-generative-ai" data-no-animation> Red Teaming Generative AI: Challenges and Solutions </a> </h1> <div class="blog-excerpt"> <div class="blog-excerpt-wrapper"><p style="white-space:pre-wrap;" data-rte-preserve-empty="true">In this blog, we will explore the Red Teaming generative AI implementation process and associated challenges.</p></div> </div> <a class="blog-more-link" href="/blog/red-teaming-generative-ai" data-animation-role="content">Read More</a> </div> </section> </article> <article class="hentry category-gen-ai author-umang-dayal post-type-text article-index-5 blog-item entry"> <section class="blog-image-wrapper"> <a href="/blog/prompt-engineering-in-legal-tech" class="image-wrapper" data-animation-role="image"> <img data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737097549453-8DPMHT25R40C7JPF5HQ9/Prompt+engineering+in+legal+tech.jpg" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737097549453-8DPMHT25R40C7JPF5HQ9/Prompt+engineering+in+legal+tech.jpg" data-image-dimensions="1120x1120" data-image-focal-point="0.5,0.5" alt="The Role of Prompt Engineering in Legal Tech: Advantages and Implementation Method&nbsp;" data-load="false" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737097549453-8DPMHT25R40C7JPF5HQ9/Prompt+engineering+in+legal+tech.jpg" width="1120" height="1120" alt="" sizes="(max-width:767px)150vw,105vw" class="image" style="display:block;position: absolute; height: 100%; width: 100%; object-fit: cover; object-position: 50% 50%;" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737097549453-8DPMHT25R40C7JPF5HQ9/Prompt+engineering+in+legal+tech.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737097549453-8DPMHT25R40C7JPF5HQ9/Prompt+engineering+in+legal+tech.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737097549453-8DPMHT25R40C7JPF5HQ9/Prompt+engineering+in+legal+tech.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737097549453-8DPMHT25R40C7JPF5HQ9/Prompt+engineering+in+legal+tech.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737097549453-8DPMHT25R40C7JPF5HQ9/Prompt+engineering+in+legal+tech.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737097549453-8DPMHT25R40C7JPF5HQ9/Prompt+engineering+in+legal+tech.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1737097549453-8DPMHT25R40C7JPF5HQ9/Prompt+engineering+in+legal+tech.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </a> </section> <section class="blog-item-summary"> <div class="blog-item-text"> <div class="blog-meta-section"> <span class="blog-meta-primary"> <span class="blog-categories-list"> <a href="/blog/category/Gen+AI" class="blog-categories">Gen AI</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">1/17/25</time> </span> <span class="blog-meta-delimiter"></span> <span class="blog-meta-delimiter blog-category-delimiter"></span> <span class="blog-meta-secondary"> <span class="blog-categories-list"> <a href="/blog/category/Gen+AI" class="blog-categories">Gen AI</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">1/17/25</time> </span> </div> <h1 class="blog-title"> <a href="/blog/prompt-engineering-in-legal-tech" data-no-animation> The Role of Prompt Engineering in Legal Tech: Advantages and Implementation Method </a> </h1> <div class="blog-excerpt"> <div class="blog-excerpt-wrapper"><p style="white-space:pre-wrap;" data-rte-preserve-empty="true">In this blog, we will understand the importance of prompt engineering in legal tech and how it can be implemented in the legal tech industry. Well-designed prompts play a critical role in generating accurate and user-specific responses, while also reducing the risk of errors or so-called "hallucinations" in AI outputs. </p></div> </div> <a class="blog-more-link" href="/blog/prompt-engineering-in-legal-tech" data-animation-role="content">Read More</a> </div> </section> </article> <article class="hentry category-gen-ai author-umang-dayal post-type-text article-index-6 blog-item entry"> <section class="blog-image-wrapper"> <a href="/blog/generative-ai-in-autonomous-driving" class="image-wrapper" data-animation-role="image"> <img data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736942034917-QPHE5TTQAVPWDYQFB0H9/Generative+AI+in+autonomous+driving.jpg" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736942034917-QPHE5TTQAVPWDYQFB0H9/Generative+AI+in+autonomous+driving.jpg" data-image-dimensions="1120x1120" data-image-focal-point="0.5,0.5" alt="Role of Generative AI in Autonomous Driving Innovation" data-load="false" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736942034917-QPHE5TTQAVPWDYQFB0H9/Generative+AI+in+autonomous+driving.jpg" width="1120" height="1120" alt="" sizes="(max-width:767px)150vw,105vw" class="image" style="display:block;position: absolute; height: 100%; width: 100%; object-fit: cover; object-position: 50% 50%;" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736942034917-QPHE5TTQAVPWDYQFB0H9/Generative+AI+in+autonomous+driving.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736942034917-QPHE5TTQAVPWDYQFB0H9/Generative+AI+in+autonomous+driving.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736942034917-QPHE5TTQAVPWDYQFB0H9/Generative+AI+in+autonomous+driving.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736942034917-QPHE5TTQAVPWDYQFB0H9/Generative+AI+in+autonomous+driving.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736942034917-QPHE5TTQAVPWDYQFB0H9/Generative+AI+in+autonomous+driving.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736942034917-QPHE5TTQAVPWDYQFB0H9/Generative+AI+in+autonomous+driving.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736942034917-QPHE5TTQAVPWDYQFB0H9/Generative+AI+in+autonomous+driving.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </a> </section> <section class="blog-item-summary"> <div class="blog-item-text"> <div class="blog-meta-section"> <span class="blog-meta-primary"> <span class="blog-categories-list"> <a href="/blog/category/Gen+AI" class="blog-categories">Gen AI</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">1/15/25</time> </span> <span class="blog-meta-delimiter"></span> <span class="blog-meta-delimiter blog-category-delimiter"></span> <span class="blog-meta-secondary"> <span class="blog-categories-list"> <a href="/blog/category/Gen+AI" class="blog-categories">Gen AI</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">1/15/25</time> </span> </div> <h1 class="blog-title"> <a href="/blog/generative-ai-in-autonomous-driving" data-no-animation> Role of Generative AI in Autonomous Driving Innovation </a> </h1> <div class="blog-excerpt"> <div class="blog-excerpt-wrapper"><p style="white-space:pre-wrap;" data-rte-preserve-empty="true">This blog explores the fundamentals of generative AI in autonomous driving, its impact on AV innovation, the ethical considerations and challenges, and the step-by-step implementation process.</p></div> </div> <a class="blog-more-link" href="/blog/generative-ai-in-autonomous-driving" data-animation-role="content">Read More</a> </div> </section> </article> <article class="hentry category-gen-ai author-umang-dayal post-type-text article-index-7 blog-item entry"> <section class="blog-image-wrapper"> <a href="/blog/generative-ai-in-nlp" class="image-wrapper" data-animation-role="image"> <img data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736511617810-MIKZAARXRD0ZU3V5H3X6/Generative%2BAI%2BIs%2BDriving%2BInnovation%2Bin%2BNLP.jpg" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736511617810-MIKZAARXRD0ZU3V5H3X6/Generative%2BAI%2BIs%2BDriving%2BInnovation%2Bin%2BNLP.jpg" data-image-dimensions="540x540" data-image-focal-point="0.5,0.5" alt="How Generative AI Is Driving Innovation in NLP" data-load="false" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736511617810-MIKZAARXRD0ZU3V5H3X6/Generative%2BAI%2BIs%2BDriving%2BInnovation%2Bin%2BNLP.jpg" width="540" height="540" alt="" sizes="(max-width:767px)150vw,105vw" class="image" style="display:block;position: absolute; height: 100%; width: 100%; object-fit: cover; object-position: 50% 50%;" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736511617810-MIKZAARXRD0ZU3V5H3X6/Generative%2BAI%2BIs%2BDriving%2BInnovation%2Bin%2BNLP.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736511617810-MIKZAARXRD0ZU3V5H3X6/Generative%2BAI%2BIs%2BDriving%2BInnovation%2Bin%2BNLP.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736511617810-MIKZAARXRD0ZU3V5H3X6/Generative%2BAI%2BIs%2BDriving%2BInnovation%2Bin%2BNLP.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736511617810-MIKZAARXRD0ZU3V5H3X6/Generative%2BAI%2BIs%2BDriving%2BInnovation%2Bin%2BNLP.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736511617810-MIKZAARXRD0ZU3V5H3X6/Generative%2BAI%2BIs%2BDriving%2BInnovation%2Bin%2BNLP.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736511617810-MIKZAARXRD0ZU3V5H3X6/Generative%2BAI%2BIs%2BDriving%2BInnovation%2Bin%2BNLP.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736511617810-MIKZAARXRD0ZU3V5H3X6/Generative%2BAI%2BIs%2BDriving%2BInnovation%2Bin%2BNLP.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </a> </section> <section class="blog-item-summary"> <div class="blog-item-text"> <div class="blog-meta-section"> <span class="blog-meta-primary"> <span class="blog-categories-list"> <a href="/blog/category/Gen+AI" class="blog-categories">Gen AI</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">1/10/25</time> </span> <span class="blog-meta-delimiter"></span> <span class="blog-meta-delimiter blog-category-delimiter"></span> <span class="blog-meta-secondary"> <span class="blog-categories-list"> <a href="/blog/category/Gen+AI" class="blog-categories">Gen AI</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">1/10/25</time> </span> </div> <h1 class="blog-title"> <a href="/blog/generative-ai-in-nlp" data-no-animation> How Generative AI Is Driving Innovation in NLP </a> </h1> <div class="blog-excerpt"> <div class="blog-excerpt-wrapper"><p style="white-space:pre-wrap;" data-rte-preserve-empty="true">In this blog, we explore various ways in which generative AI is driving innovation in natural language processing (NLP).</p></div> </div> <a class="blog-more-link" href="/blog/generative-ai-in-nlp" data-animation-role="content">Read More</a> </div> </section> </article> <article class="hentry category-gen-ai author-umang-dayal post-type-text article-index-8 blog-item entry"> <section class="blog-image-wrapper"> <a href="/blog/gen-ai-challenges" class="image-wrapper" data-animation-role="image"> <img data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736346552629-E3RK5M3KY923L32YG0B5/Gen%2BAI%2Bchallenges.jpg" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736346552629-E3RK5M3KY923L32YG0B5/Gen%2BAI%2Bchallenges.jpg" data-image-dimensions="832x832" data-image-focal-point="0.5,0.5" alt="Major Gen AI Challenges and How to Overcome Them" data-load="false" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736346552629-E3RK5M3KY923L32YG0B5/Gen%2BAI%2Bchallenges.jpg" width="832" height="832" alt="" sizes="(max-width:767px)150vw,105vw" class="image" style="display:block;position: absolute; height: 100%; width: 100%; object-fit: cover; object-position: 50% 50%;" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736346552629-E3RK5M3KY923L32YG0B5/Gen%2BAI%2Bchallenges.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736346552629-E3RK5M3KY923L32YG0B5/Gen%2BAI%2Bchallenges.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736346552629-E3RK5M3KY923L32YG0B5/Gen%2BAI%2Bchallenges.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736346552629-E3RK5M3KY923L32YG0B5/Gen%2BAI%2Bchallenges.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736346552629-E3RK5M3KY923L32YG0B5/Gen%2BAI%2Bchallenges.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736346552629-E3RK5M3KY923L32YG0B5/Gen%2BAI%2Bchallenges.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736346552629-E3RK5M3KY923L32YG0B5/Gen%2BAI%2Bchallenges.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </a> </section> <section class="blog-item-summary"> <div class="blog-item-text"> <div class="blog-meta-section"> <span class="blog-meta-primary"> <span class="blog-categories-list"> <a href="/blog/category/Gen+AI" class="blog-categories">Gen AI</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">1/8/25</time> </span> <span class="blog-meta-delimiter"></span> <span class="blog-meta-delimiter blog-category-delimiter"></span> <span class="blog-meta-secondary"> <span class="blog-categories-list"> <a href="/blog/category/Gen+AI" class="blog-categories">Gen AI</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">1/8/25</time> </span> </div> <h1 class="blog-title"> <a href="/blog/gen-ai-challenges" data-no-animation> Major Gen AI Challenges and How to Overcome Them </a> </h1> <div class="blog-excerpt"> <div class="blog-excerpt-wrapper"><p style="white-space:pre-wrap;" data-rte-preserve-empty="true">In this blog, we鈥檒l explore Gen AI challenges that businesses face when implementing this technology and how you can overcome these challenges.</p></div> </div> <a class="blog-more-link" href="/blog/gen-ai-challenges" data-animation-role="content">Read More</a> </div> </section> </article> <article class="hentry category-gen-ai author-umang-dayal post-type-text article-index-9 blog-item entry"> <section class="blog-image-wrapper"> <a href="/blog/human-in-the-loop-for-generative-ai" class="image-wrapper" data-animation-role="image"> <img data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736239325474-X7B5BBJUVU1BEVLE7Q97/human-in-the-loop%2Bfor%2Bgenerative%2BAI.jpg" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736239325474-X7B5BBJUVU1BEVLE7Q97/human-in-the-loop%2Bfor%2Bgenerative%2BAI.jpg" data-image-dimensions="563x563" data-image-focal-point="0.5,0.5" alt="Importance of Human-in-the-Loop for Generative AI: Balancing Ethics and Innovation" data-load="false" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736239325474-X7B5BBJUVU1BEVLE7Q97/human-in-the-loop%2Bfor%2Bgenerative%2BAI.jpg" width="563" height="563" alt="" sizes="(max-width:767px)150vw,105vw" class="image" style="display:block;position: absolute; height: 100%; width: 100%; object-fit: cover; object-position: 50% 50%;" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736239325474-X7B5BBJUVU1BEVLE7Q97/human-in-the-loop%2Bfor%2Bgenerative%2BAI.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736239325474-X7B5BBJUVU1BEVLE7Q97/human-in-the-loop%2Bfor%2Bgenerative%2BAI.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736239325474-X7B5BBJUVU1BEVLE7Q97/human-in-the-loop%2Bfor%2Bgenerative%2BAI.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736239325474-X7B5BBJUVU1BEVLE7Q97/human-in-the-loop%2Bfor%2Bgenerative%2BAI.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736239325474-X7B5BBJUVU1BEVLE7Q97/human-in-the-loop%2Bfor%2Bgenerative%2BAI.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736239325474-X7B5BBJUVU1BEVLE7Q97/human-in-the-loop%2Bfor%2Bgenerative%2BAI.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1736239325474-X7B5BBJUVU1BEVLE7Q97/human-in-the-loop%2Bfor%2Bgenerative%2BAI.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </a> </section> <section class="blog-item-summary"> <div class="blog-item-text"> <div class="blog-meta-section"> <span class="blog-meta-primary"> <span class="blog-categories-list"> <a href="/blog/category/Gen+AI" class="blog-categories">Gen AI</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">1/7/25</time> </span> <span class="blog-meta-delimiter"></span> <span class="blog-meta-delimiter blog-category-delimiter"></span> <span class="blog-meta-secondary"> <span class="blog-categories-list"> <a href="/blog/category/Gen+AI" class="blog-categories">Gen AI</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">1/7/25</time> </span> </div> <h1 class="blog-title"> <a href="/blog/human-in-the-loop-for-generative-ai" data-no-animation> Importance of Human-in-the-Loop for Generative AI: Balancing Ethics and Innovation </a> </h1> <div class="blog-excerpt"> <div class="blog-excerpt-wrapper"><p style="white-space:pre-wrap;" data-rte-preserve-empty="true">In this blog, we will explore the importance of human-in-the-loop for generative AI and how it helps in balancing ethics and innovation for machine learning models.</p></div> </div> <a class="blog-more-link" href="/blog/human-in-the-loop-for-generative-ai" data-animation-role="content">Read More</a> </div> </section> </article> <article class="hentry category-gen-ai author-umang-dayal post-type-text article-index-10 blog-item entry"> <section class="blog-image-wrapper"> <a href="/blog/gen-ai-for-government" class="image-wrapper" data-animation-role="image"> <img data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735646230098-O6421L16TQB9SLIK2XSC/Gen%2BAI%2Bfor%2BGovernment.jpg" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735646230098-O6421L16TQB9SLIK2XSC/Gen%2BAI%2Bfor%2BGovernment.jpg" data-image-dimensions="2500x2500" data-image-focal-point="0.5,0.5" alt="Gen AI for Government: Benefits, Risks and Implementation Process" data-load="false" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735646230098-O6421L16TQB9SLIK2XSC/Gen%2BAI%2Bfor%2BGovernment.jpg" width="2500" height="2500" alt="" sizes="(max-width:767px)150vw,105vw" class="image" style="display:block;position: absolute; height: 100%; width: 100%; object-fit: cover; object-position: 50% 50%;" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735646230098-O6421L16TQB9SLIK2XSC/Gen%2BAI%2Bfor%2BGovernment.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735646230098-O6421L16TQB9SLIK2XSC/Gen%2BAI%2Bfor%2BGovernment.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735646230098-O6421L16TQB9SLIK2XSC/Gen%2BAI%2Bfor%2BGovernment.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735646230098-O6421L16TQB9SLIK2XSC/Gen%2BAI%2Bfor%2BGovernment.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735646230098-O6421L16TQB9SLIK2XSC/Gen%2BAI%2Bfor%2BGovernment.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735646230098-O6421L16TQB9SLIK2XSC/Gen%2BAI%2Bfor%2BGovernment.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735646230098-O6421L16TQB9SLIK2XSC/Gen%2BAI%2Bfor%2BGovernment.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </a> </section> <section class="blog-item-summary"> <div class="blog-item-text"> <div class="blog-meta-section"> <span class="blog-meta-primary"> <span class="blog-categories-list"> <a href="/blog/category/Gen+AI" class="blog-categories">Gen AI</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">12/31/24</time> </span> <span class="blog-meta-delimiter"></span> <span class="blog-meta-delimiter blog-category-delimiter"></span> <span class="blog-meta-secondary"> <span class="blog-categories-list"> <a href="/blog/category/Gen+AI" class="blog-categories">Gen AI</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">12/31/24</time> </span> </div> <h1 class="blog-title"> <a href="/blog/gen-ai-for-government" data-no-animation> Gen AI for Government: Benefits, Risks and Implementation Process </a> </h1> <div class="blog-excerpt"> <div class="blog-excerpt-wrapper"><p style="white-space:pre-wrap;" data-rte-preserve-empty="true">In this blog, we will explore Gen AI for Government, its benefits, associated risks, and how Gen AI solutions can be implemented. </p></div> </div> <a class="blog-more-link" href="/blog/gen-ai-for-government" data-animation-role="content">Read More</a> </div> </section> </article> <article class="hentry category-red-teaming author-umang-dayal post-type-text article-index-11 blog-item entry"> <section class="blog-image-wrapper"> <a href="/blog/red-teaming-for-defense" class="image-wrapper" data-animation-role="image"> <img data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735221483090-QL8K2RB5L1UKWXRYZA8Z/Red%2BTeaming.jpg" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735221483090-QL8K2RB5L1UKWXRYZA8Z/Red%2BTeaming.jpg" data-image-dimensions="668x668" data-image-focal-point="0.5,0.5" alt="Red Teaming For Defense Applications and How it Enhances Safety" data-load="false" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735221483090-QL8K2RB5L1UKWXRYZA8Z/Red%2BTeaming.jpg" width="668" height="668" alt="" sizes="(max-width:767px)150vw,105vw" class="image" style="display:block;position: absolute; height: 100%; width: 100%; object-fit: cover; object-position: 50% 50%;" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735221483090-QL8K2RB5L1UKWXRYZA8Z/Red%2BTeaming.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735221483090-QL8K2RB5L1UKWXRYZA8Z/Red%2BTeaming.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735221483090-QL8K2RB5L1UKWXRYZA8Z/Red%2BTeaming.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735221483090-QL8K2RB5L1UKWXRYZA8Z/Red%2BTeaming.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735221483090-QL8K2RB5L1UKWXRYZA8Z/Red%2BTeaming.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735221483090-QL8K2RB5L1UKWXRYZA8Z/Red%2BTeaming.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735221483090-QL8K2RB5L1UKWXRYZA8Z/Red%2BTeaming.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </a> </section> <section class="blog-item-summary"> <div class="blog-item-text"> <div class="blog-meta-section"> <span class="blog-meta-primary"> <span class="blog-categories-list"> <a href="/blog/category/Red+Teaming" class="blog-categories">Red Teaming</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">12/26/24</time> </span> <span class="blog-meta-delimiter"></span> <span class="blog-meta-delimiter blog-category-delimiter"></span> <span class="blog-meta-secondary"> <span class="blog-categories-list"> <a href="/blog/category/Red+Teaming" class="blog-categories">Red Teaming</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">12/26/24</time> </span> </div> <h1 class="blog-title"> <a href="/blog/red-teaming-for-defense" data-no-animation> Red Teaming For Defense Applications and How it Enhances Safety </a> </h1> <div class="blog-excerpt"> <div class="blog-excerpt-wrapper"><p style="white-space:pre-wrap;" data-rte-preserve-empty="true">In this blog, we鈥檒l take a closer look at how Red Teaming for defense enhances safety, its advantages, and the methodology.</p></div> </div> <a class="blog-more-link" href="/blog/red-teaming-for-defense" data-animation-role="content">Read More</a> </div> </section> </article> <article class="hentry category-gen-ai author-umang-dayal post-type-text article-index-12 blog-item entry"> <section class="blog-image-wrapper"> <a href="/blog/prompt-engineering-for-gen-ai" class="image-wrapper" data-animation-role="image"> <img data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735034340952-HD39QSXHXEOZA2YXWUQF/Prompt%2BEngineering%2Bfor%2BGenerative%2BAI.jpg" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735034340952-HD39QSXHXEOZA2YXWUQF/Prompt%2BEngineering%2Bfor%2BGenerative%2BAI.jpg" data-image-dimensions="667x667" data-image-focal-point="0.5,0.5" alt="Prompt Engineering for Generative AI: Techniques to Accelerate Your AI Projects" data-load="false" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735034340952-HD39QSXHXEOZA2YXWUQF/Prompt%2BEngineering%2Bfor%2BGenerative%2BAI.jpg" width="667" height="667" alt="" sizes="(max-width:767px)150vw,105vw" class="image" style="display:block;position: absolute; height: 100%; width: 100%; object-fit: cover; object-position: 50% 50%;" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735034340952-HD39QSXHXEOZA2YXWUQF/Prompt%2BEngineering%2Bfor%2BGenerative%2BAI.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735034340952-HD39QSXHXEOZA2YXWUQF/Prompt%2BEngineering%2Bfor%2BGenerative%2BAI.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735034340952-HD39QSXHXEOZA2YXWUQF/Prompt%2BEngineering%2Bfor%2BGenerative%2BAI.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735034340952-HD39QSXHXEOZA2YXWUQF/Prompt%2BEngineering%2Bfor%2BGenerative%2BAI.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735034340952-HD39QSXHXEOZA2YXWUQF/Prompt%2BEngineering%2Bfor%2BGenerative%2BAI.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735034340952-HD39QSXHXEOZA2YXWUQF/Prompt%2BEngineering%2Bfor%2BGenerative%2BAI.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1735034340952-HD39QSXHXEOZA2YXWUQF/Prompt%2BEngineering%2Bfor%2BGenerative%2BAI.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </a> </section> <section class="blog-item-summary"> <div class="blog-item-text"> <div class="blog-meta-section"> <span class="blog-meta-primary"> <span class="blog-categories-list"> <a href="/blog/category/Gen+AI" class="blog-categories">Gen AI</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">12/24/24</time> </span> <span class="blog-meta-delimiter"></span> <span class="blog-meta-delimiter blog-category-delimiter"></span> <span class="blog-meta-secondary"> <span class="blog-categories-list"> <a href="/blog/category/Gen+AI" class="blog-categories">Gen AI</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">12/24/24</time> </span> </div> <h1 class="blog-title"> <a href="/blog/prompt-engineering-for-gen-ai" data-no-animation> Prompt Engineering for Generative AI: Techniques to Accelerate Your AI Projects </a> </h1> <div class="blog-excerpt"> <div class="blog-excerpt-wrapper"><p style="white-space:pre-wrap;" data-rte-preserve-empty="true">This blog will explore prompt engineering for Generative AI, its various benefits, techniques, and much more. </p></div> </div> <a class="blog-more-link" href="/blog/prompt-engineering-for-gen-ai" data-animation-role="content">Read More</a> </div> </section> </article> <article class="hentry category-autonomous-driving author-umang-dayal post-type-text article-index-13 blog-item entry"> <section class="blog-image-wrapper"> <a href="/blog/digital-twin-for-autonomous-driving" class="image-wrapper" data-animation-role="image"> <img data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1734711810920-Y2Y56RW1Z9VTMQBXGGJI/Digital+twin+for+autonomous+driving.jpg" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1734711810920-Y2Y56RW1Z9VTMQBXGGJI/Digital+twin+for+autonomous+driving.jpg" data-image-dimensions="804x1000" data-image-focal-point="0.5,0.5" alt="Digital Twin For Autonomous Driving: Data Collection &amp; Validation, Major Challenges &amp; Solutions&nbsp;" data-load="false" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1734711810920-Y2Y56RW1Z9VTMQBXGGJI/Digital+twin+for+autonomous+driving.jpg" width="804" height="1000" alt="" sizes="(max-width:767px)120.60000000000001vw,84.42vw" class="image" style="display:block;position: absolute; height: 100%; width: 100%; object-fit: cover; object-position: 50% 50%;" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1734711810920-Y2Y56RW1Z9VTMQBXGGJI/Digital+twin+for+autonomous+driving.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1734711810920-Y2Y56RW1Z9VTMQBXGGJI/Digital+twin+for+autonomous+driving.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1734711810920-Y2Y56RW1Z9VTMQBXGGJI/Digital+twin+for+autonomous+driving.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1734711810920-Y2Y56RW1Z9VTMQBXGGJI/Digital+twin+for+autonomous+driving.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1734711810920-Y2Y56RW1Z9VTMQBXGGJI/Digital+twin+for+autonomous+driving.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1734711810920-Y2Y56RW1Z9VTMQBXGGJI/Digital+twin+for+autonomous+driving.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1734711810920-Y2Y56RW1Z9VTMQBXGGJI/Digital+twin+for+autonomous+driving.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </a> </section> <section class="blog-item-summary"> <div class="blog-item-text"> <div class="blog-meta-section"> <span class="blog-meta-primary"> <span class="blog-categories-list"> <a href="/blog/category/Autonomous+Driving" class="blog-categories">Autonomous Driving</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">12/20/24</time> </span> <span class="blog-meta-delimiter"></span> <span class="blog-meta-delimiter blog-category-delimiter"></span> <span class="blog-meta-secondary"> <span class="blog-categories-list"> <a href="/blog/category/Autonomous+Driving" class="blog-categories">Autonomous Driving</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">12/20/24</time> </span> </div> <h1 class="blog-title"> <a href="/blog/digital-twin-for-autonomous-driving" data-no-animation> Digital Twin For Autonomous Driving: Data Collection & Validation, Major Challenges & Solutions </a> </h1> <div class="blog-excerpt"> <div class="blog-excerpt-wrapper"><p style="white-space:pre-wrap;" data-rte-preserve-empty="true">In this blog we will discuss <a href="https://www.digitaldividedata.com/autonomous-driving"><u>digital twin for autonomous driving</u></a>, leveraging data collection and validation, associated challenges, and their solutions. </p></div> </div> <a class="blog-more-link" href="/blog/digital-twin-for-autonomous-driving" data-animation-role="content">Read More</a> </div> </section> </article> <article class="hentry category-autonomous-driving author-umang-dayal post-type-text article-index-14 blog-item entry"> <section class="blog-image-wrapper"> <a href="/blog/hd-mapping-in-autonomous-driving" class="image-wrapper" data-animation-role="image"> <img data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1734020630543-ELA1QIFH7MQZ5JPJ1SZC/HD%2Bmapping%2Bin%2Bautonomous%2Bdriving.jpg" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1734020630543-ELA1QIFH7MQZ5JPJ1SZC/HD%2Bmapping%2Bin%2Bautonomous%2Bdriving.jpg" data-image-dimensions="563x563" data-image-focal-point="0.5,0.5" alt="The Role of HD Mapping in Autonomous Driving: Use Cases and Techniques" data-load="false" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1734020630543-ELA1QIFH7MQZ5JPJ1SZC/HD%2Bmapping%2Bin%2Bautonomous%2Bdriving.jpg" width="563" height="563" alt="" sizes="(max-width:767px)150vw,105vw" class="image" style="display:block;position: absolute; height: 100%; width: 100%; object-fit: cover; object-position: 50% 50%;" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1734020630543-ELA1QIFH7MQZ5JPJ1SZC/HD%2Bmapping%2Bin%2Bautonomous%2Bdriving.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1734020630543-ELA1QIFH7MQZ5JPJ1SZC/HD%2Bmapping%2Bin%2Bautonomous%2Bdriving.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1734020630543-ELA1QIFH7MQZ5JPJ1SZC/HD%2Bmapping%2Bin%2Bautonomous%2Bdriving.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1734020630543-ELA1QIFH7MQZ5JPJ1SZC/HD%2Bmapping%2Bin%2Bautonomous%2Bdriving.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1734020630543-ELA1QIFH7MQZ5JPJ1SZC/HD%2Bmapping%2Bin%2Bautonomous%2Bdriving.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1734020630543-ELA1QIFH7MQZ5JPJ1SZC/HD%2Bmapping%2Bin%2Bautonomous%2Bdriving.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1734020630543-ELA1QIFH7MQZ5JPJ1SZC/HD%2Bmapping%2Bin%2Bautonomous%2Bdriving.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </a> </section> <section class="blog-item-summary"> <div class="blog-item-text"> <div class="blog-meta-section"> <span class="blog-meta-primary"> <span class="blog-categories-list"> <a href="/blog/category/Autonomous+Driving" class="blog-categories">Autonomous Driving</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">12/16/24</time> </span> <span class="blog-meta-delimiter"></span> <span class="blog-meta-delimiter blog-category-delimiter"></span> <span class="blog-meta-secondary"> <span class="blog-categories-list"> <a href="/blog/category/Autonomous+Driving" class="blog-categories">Autonomous Driving</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">12/16/24</time> </span> </div> <h1 class="blog-title"> <a href="/blog/hd-mapping-in-autonomous-driving" data-no-animation> The Role of HD Mapping in Autonomous Driving: Use Cases and Techniques </a> </h1> <div class="blog-excerpt"> <div class="blog-excerpt-wrapper"><p style="white-space:pre-wrap;" data-rte-preserve-empty="true">In this blog, we will explore the importance of HD mapping in autonomous driving, and its various capabilities and techniques. </p></div> </div> <a class="blog-more-link" href="/blog/hd-mapping-in-autonomous-driving" data-animation-role="content">Read More</a> </div> </section> </article> <article class="hentry category-data-annotation author-umang-dayal post-type-text article-index-15 blog-item entry"> <section class="blog-image-wrapper"> <a href="/blog/data-labeling-and-annotation-company" class="image-wrapper" data-animation-role="image"> <img data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1733245773768-22IQ6RUVTNB72IZ96TQ5/Ground-Truth-Data-Testing.jpg" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1733245773768-22IQ6RUVTNB72IZ96TQ5/Ground-Truth-Data-Testing.jpg" data-image-dimensions="958x636" data-image-focal-point="0.5,0.5" alt="A Guide To Choosing The Best Data Labeling and Annotation Company" data-load="false" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1733245773768-22IQ6RUVTNB72IZ96TQ5/Ground-Truth-Data-Testing.jpg" width="958" height="636" alt="" sizes="(max-width:767px)225.9433962264151vw,158.16037735849056vw" class="image" style="display:block;position: absolute; height: 100%; width: 100%; object-fit: cover; object-position: 50% 50%;" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1733245773768-22IQ6RUVTNB72IZ96TQ5/Ground-Truth-Data-Testing.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1733245773768-22IQ6RUVTNB72IZ96TQ5/Ground-Truth-Data-Testing.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1733245773768-22IQ6RUVTNB72IZ96TQ5/Ground-Truth-Data-Testing.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1733245773768-22IQ6RUVTNB72IZ96TQ5/Ground-Truth-Data-Testing.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1733245773768-22IQ6RUVTNB72IZ96TQ5/Ground-Truth-Data-Testing.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1733245773768-22IQ6RUVTNB72IZ96TQ5/Ground-Truth-Data-Testing.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1733245773768-22IQ6RUVTNB72IZ96TQ5/Ground-Truth-Data-Testing.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </a> </section> <section class="blog-item-summary"> <div class="blog-item-text"> <div class="blog-meta-section"> <span class="blog-meta-primary"> <span class="blog-categories-list"> <a href="/blog/category/Data+Annotation" class="blog-categories">Data Annotation</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">12/3/24</time> </span> <span class="blog-meta-delimiter"></span> <span class="blog-meta-delimiter blog-category-delimiter"></span> <span class="blog-meta-secondary"> <span class="blog-categories-list"> <a href="/blog/category/Data+Annotation" class="blog-categories">Data Annotation</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">12/3/24</time> </span> </div> <h1 class="blog-title"> <a href="/blog/data-labeling-and-annotation-company" data-no-animation> A Guide To Choosing The Best Data Labeling and Annotation Company </a> </h1> <div class="blog-excerpt"> <div class="blog-excerpt-wrapper"><p>We will explore associated challenges when choosing a data labeling and annotation company for your ML projects and everything else you need to know before outsourcing your projects. </p></div> </div> <a class="blog-more-link" href="/blog/data-labeling-and-annotation-company" data-animation-role="content">Read More</a> </div> </section> </article> <article class="hentry category-autonomous-driving author-umang-dayal post-type-text article-index-16 blog-item entry"> <section class="blog-image-wrapper"> <a href="/blog/lidar-annotation-for-autonomous-driving" class="image-wrapper" data-animation-role="image"> <img data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732869605939-98H7YQW8JEYAM9Y8Q0QY/LiDAR%2BAnnotation%2Bfor%2Bautonomous%2Bdriving.jpg" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732869605939-98H7YQW8JEYAM9Y8Q0QY/LiDAR%2BAnnotation%2Bfor%2Bautonomous%2Bdriving.jpg" data-image-dimensions="665x665" data-image-focal-point="0.5,0.5" alt="LiDAR Annotation For Autonomous Driving Enhancing Vehicle Perception" data-load="false" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732869605939-98H7YQW8JEYAM9Y8Q0QY/LiDAR%2BAnnotation%2Bfor%2Bautonomous%2Bdriving.jpg" width="665" height="665" alt="" sizes="(max-width:767px)150vw,105vw" class="image" style="display:block;position: absolute; height: 100%; width: 100%; object-fit: cover; object-position: 50% 50%;" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732869605939-98H7YQW8JEYAM9Y8Q0QY/LiDAR%2BAnnotation%2Bfor%2Bautonomous%2Bdriving.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732869605939-98H7YQW8JEYAM9Y8Q0QY/LiDAR%2BAnnotation%2Bfor%2Bautonomous%2Bdriving.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732869605939-98H7YQW8JEYAM9Y8Q0QY/LiDAR%2BAnnotation%2Bfor%2Bautonomous%2Bdriving.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732869605939-98H7YQW8JEYAM9Y8Q0QY/LiDAR%2BAnnotation%2Bfor%2Bautonomous%2Bdriving.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732869605939-98H7YQW8JEYAM9Y8Q0QY/LiDAR%2BAnnotation%2Bfor%2Bautonomous%2Bdriving.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732869605939-98H7YQW8JEYAM9Y8Q0QY/LiDAR%2BAnnotation%2Bfor%2Bautonomous%2Bdriving.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732869605939-98H7YQW8JEYAM9Y8Q0QY/LiDAR%2BAnnotation%2Bfor%2Bautonomous%2Bdriving.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </a> </section> <section class="blog-item-summary"> <div class="blog-item-text"> <div class="blog-meta-section"> <span class="blog-meta-primary"> <span class="blog-categories-list"> <a href="/blog/category/Autonomous+Driving" class="blog-categories">Autonomous Driving</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">12/2/24</time> </span> <span class="blog-meta-delimiter"></span> <span class="blog-meta-delimiter blog-category-delimiter"></span> <span class="blog-meta-secondary"> <span class="blog-categories-list"> <a href="/blog/category/Autonomous+Driving" class="blog-categories">Autonomous Driving</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">12/2/24</time> </span> </div> <h1 class="blog-title"> <a href="/blog/lidar-annotation-for-autonomous-driving" data-no-animation> LiDAR Annotation For Autonomous Driving Enhancing Vehicle Perception </a> </h1> <div class="blog-excerpt"> <div class="blog-excerpt-wrapper"><p>Let鈥檚 dig deeper into the significance of LiDAR annotation for autonomous driving, inspect the ways in which it鈥檚 implemented, and discuss its challenges and role in creating autonomous vehicles. </p></div> </div> <a class="blog-more-link" href="/blog/lidar-annotation-for-autonomous-driving" data-animation-role="content">Read More</a> </div> </section> </article> <article class="hentry category-autonomous-driving author-umang-dayal post-type-text article-index-17 blog-item entry"> <section class="blog-image-wrapper"> <a href="/blog/data-annotation-techniques-for-autonomous-driving" class="image-wrapper" data-animation-role="image"> <img data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732630411715-EDJ6DS0NAHW1FFRCVUYO/data+annotation+techniques.jpeg" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732630411715-EDJ6DS0NAHW1FFRCVUYO/data+annotation+techniques.jpeg" data-image-dimensions="6000x3300" data-image-focal-point="0.5,0.5" alt="Mastering Data Annotations Techniques for Autonomous Driving: Key Types &amp; Guidelines" data-load="false" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732630411715-EDJ6DS0NAHW1FFRCVUYO/data+annotation+techniques.jpeg" width="6000" height="3300" alt="" sizes="(max-width:767px)272.7272727272727vw,190.9090909090909vw" class="image" style="display:block;position: absolute; height: 100%; width: 100%; object-fit: cover; object-position: 50% 50%;" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732630411715-EDJ6DS0NAHW1FFRCVUYO/data+annotation+techniques.jpeg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732630411715-EDJ6DS0NAHW1FFRCVUYO/data+annotation+techniques.jpeg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732630411715-EDJ6DS0NAHW1FFRCVUYO/data+annotation+techniques.jpeg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732630411715-EDJ6DS0NAHW1FFRCVUYO/data+annotation+techniques.jpeg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732630411715-EDJ6DS0NAHW1FFRCVUYO/data+annotation+techniques.jpeg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732630411715-EDJ6DS0NAHW1FFRCVUYO/data+annotation+techniques.jpeg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732630411715-EDJ6DS0NAHW1FFRCVUYO/data+annotation+techniques.jpeg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </a> </section> <section class="blog-item-summary"> <div class="blog-item-text"> <div class="blog-meta-section"> <span class="blog-meta-primary"> <span class="blog-categories-list"> <a href="/blog/category/Autonomous+Driving" class="blog-categories">Autonomous Driving</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">11/28/24</time> </span> <span class="blog-meta-delimiter"></span> <span class="blog-meta-delimiter blog-category-delimiter"></span> <span class="blog-meta-secondary"> <span class="blog-categories-list"> <a href="/blog/category/Autonomous+Driving" class="blog-categories">Autonomous Driving</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">11/28/24</time> </span> </div> <h1 class="blog-title"> <a href="/blog/data-annotation-techniques-for-autonomous-driving" data-no-animation> Mastering Data Annotations Techniques for Autonomous Driving: Key Types & Guidelines </a> </h1> <div class="blog-excerpt"> <div class="blog-excerpt-wrapper"><p>In this blog, we will dig deeper into the various types of data annotation techniques for autonomous driving and the best guidelines to follow. </p></div> </div> <a class="blog-more-link" href="/blog/data-annotation-techniques-for-autonomous-driving" data-animation-role="content">Read More</a> </div> </section> </article> <article class="hentry category-autonomous-driving author-umang-dayal post-type-text article-index-18 blog-item entry"> <section class="blog-image-wrapper"> <a href="/blog/data-annotation-for-autonomous-cruise-control-systems" class="image-wrapper" data-animation-role="image"> <img data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732083187170-87M7LDX5L8BTCYFBWUUM/AdobeStock_595255234.jpg" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732083187170-87M7LDX5L8BTCYFBWUUM/AdobeStock_595255234.jpg" data-image-dimensions="1401x1401" data-image-focal-point="0.5,0.5" alt="The Crucial Link Between Data Annotation and Autonomous Cruise Control Systems" data-load="false" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732083187170-87M7LDX5L8BTCYFBWUUM/AdobeStock_595255234.jpg" width="1401" height="1401" alt="" sizes="(max-width:767px)150vw,105vw" class="image" style="display:block;position: absolute; height: 100%; width: 100%; object-fit: cover; object-position: 50% 50%;" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732083187170-87M7LDX5L8BTCYFBWUUM/AdobeStock_595255234.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732083187170-87M7LDX5L8BTCYFBWUUM/AdobeStock_595255234.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732083187170-87M7LDX5L8BTCYFBWUUM/AdobeStock_595255234.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732083187170-87M7LDX5L8BTCYFBWUUM/AdobeStock_595255234.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732083187170-87M7LDX5L8BTCYFBWUUM/AdobeStock_595255234.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732083187170-87M7LDX5L8BTCYFBWUUM/AdobeStock_595255234.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1732083187170-87M7LDX5L8BTCYFBWUUM/AdobeStock_595255234.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </a> </section> <section class="blog-item-summary"> <div class="blog-item-text"> <div class="blog-meta-section"> <span class="blog-meta-primary"> <span class="blog-categories-list"> <a href="/blog/category/Autonomous+Driving" class="blog-categories">Autonomous Driving</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">11/20/24</time> </span> <span class="blog-meta-delimiter"></span> <span class="blog-meta-delimiter blog-category-delimiter"></span> <span class="blog-meta-secondary"> <span class="blog-categories-list"> <a href="/blog/category/Autonomous+Driving" class="blog-categories">Autonomous Driving</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">11/20/24</time> </span> </div> <h1 class="blog-title"> <a href="/blog/data-annotation-for-autonomous-cruise-control-systems" data-no-animation> The Crucial Link Between Data Annotation and Autonomous Cruise Control Systems </a> </h1> <div class="blog-excerpt"> <div class="blog-excerpt-wrapper"><p>In this blog, we will explore the interlinking of data annotation with autonomous cruise control in autonomous vehicles, its various annotation techniques, and associated challenges.</p></div> </div> <a class="blog-more-link" href="/blog/data-annotation-for-autonomous-cruise-control-systems" data-animation-role="content">Read More</a> </div> </section> </article> <article class="hentry category-autonomous-driving author-umang-dayal post-type-text article-index-19 blog-item entry"> <section class="blog-image-wrapper"> <a href="/blog/ground-truth-data-in-autonomous-driving" class="image-wrapper" data-animation-role="image"> <img data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1731423700202-IZDILNMRRB6WEOD3UCEE/Ground%2Btruth%2Bdata%2Bfor%2Bautonomous%2Bdriving.jpg" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1731423700202-IZDILNMRRB6WEOD3UCEE/Ground%2Btruth%2Bdata%2Bfor%2Bautonomous%2Bdriving.jpg" data-image-dimensions="1120x1120" data-image-focal-point="0.5,0.5" alt="Ground Truth Data in Autonomous Driving - Challenges and Solutions" data-load="false" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1731423700202-IZDILNMRRB6WEOD3UCEE/Ground%2Btruth%2Bdata%2Bfor%2Bautonomous%2Bdriving.jpg" width="1120" height="1120" alt="" sizes="(max-width:767px)150vw,105vw" class="image" style="display:block;position: absolute; height: 100%; width: 100%; object-fit: cover; object-position: 50% 50%;" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1731423700202-IZDILNMRRB6WEOD3UCEE/Ground%2Btruth%2Bdata%2Bfor%2Bautonomous%2Bdriving.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1731423700202-IZDILNMRRB6WEOD3UCEE/Ground%2Btruth%2Bdata%2Bfor%2Bautonomous%2Bdriving.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1731423700202-IZDILNMRRB6WEOD3UCEE/Ground%2Btruth%2Bdata%2Bfor%2Bautonomous%2Bdriving.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1731423700202-IZDILNMRRB6WEOD3UCEE/Ground%2Btruth%2Bdata%2Bfor%2Bautonomous%2Bdriving.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1731423700202-IZDILNMRRB6WEOD3UCEE/Ground%2Btruth%2Bdata%2Bfor%2Bautonomous%2Bdriving.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1731423700202-IZDILNMRRB6WEOD3UCEE/Ground%2Btruth%2Bdata%2Bfor%2Bautonomous%2Bdriving.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1731423700202-IZDILNMRRB6WEOD3UCEE/Ground%2Btruth%2Bdata%2Bfor%2Bautonomous%2Bdriving.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </a> </section> <section class="blog-item-summary"> <div class="blog-item-text"> <div class="blog-meta-section"> <span class="blog-meta-primary"> <span class="blog-categories-list"> <a href="/blog/category/Autonomous+Driving" class="blog-categories">Autonomous Driving</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">11/14/24</time> </span> <span class="blog-meta-delimiter"></span> <span class="blog-meta-delimiter blog-category-delimiter"></span> <span class="blog-meta-secondary"> <span class="blog-categories-list"> <a href="/blog/category/Autonomous+Driving" class="blog-categories">Autonomous Driving</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">11/14/24</time> </span> </div> <h1 class="blog-title"> <a href="/blog/ground-truth-data-in-autonomous-driving" data-no-animation> Ground Truth Data in Autonomous Driving - Challenges and Solutions </a> </h1> <div class="blog-excerpt"> <div class="blog-excerpt-wrapper"><p>Why ground truth data for autonomous driving is critical and exploring various associated challenges and solutions.</p></div> </div> <a class="blog-more-link" href="/blog/ground-truth-data-in-autonomous-driving" data-animation-role="content">Read More</a> </div> </section> </article> <article class="hentry category-autonomous-driving author-umang-dayal post-type-text article-index-20 blog-item entry"> <section class="blog-image-wrapper"> <a href="/blog/video-annotation-for-autonomous-driving" class="image-wrapper" data-animation-role="image"> <img data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1730995593283-MATW37XZXXO9L1MDXUFM/video%2Bannotation%2Bfor%2Bautonomous%2Bdriving.jpg" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1730995593283-MATW37XZXXO9L1MDXUFM/video%2Bannotation%2Bfor%2Bautonomous%2Bdriving.jpg" data-image-dimensions="613x613" data-image-focal-point="0.5,0.5" alt="Video Annotation for Autonomous Driving: Key Techniques and Benefits" data-load="false" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1730995593283-MATW37XZXXO9L1MDXUFM/video%2Bannotation%2Bfor%2Bautonomous%2Bdriving.jpg" width="613" height="613" alt="" sizes="(max-width:767px)150vw,105vw" class="image" style="display:block;position: absolute; height: 100%; width: 100%; object-fit: cover; object-position: 50% 50%;" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1730995593283-MATW37XZXXO9L1MDXUFM/video%2Bannotation%2Bfor%2Bautonomous%2Bdriving.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1730995593283-MATW37XZXXO9L1MDXUFM/video%2Bannotation%2Bfor%2Bautonomous%2Bdriving.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1730995593283-MATW37XZXXO9L1MDXUFM/video%2Bannotation%2Bfor%2Bautonomous%2Bdriving.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1730995593283-MATW37XZXXO9L1MDXUFM/video%2Bannotation%2Bfor%2Bautonomous%2Bdriving.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1730995593283-MATW37XZXXO9L1MDXUFM/video%2Bannotation%2Bfor%2Bautonomous%2Bdriving.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1730995593283-MATW37XZXXO9L1MDXUFM/video%2Bannotation%2Bfor%2Bautonomous%2Bdriving.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/1730995593283-MATW37XZXXO9L1MDXUFM/video%2Bannotation%2Bfor%2Bautonomous%2Bdriving.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </a> </section> <section class="blog-item-summary"> <div class="blog-item-text"> <div class="blog-meta-section"> <span class="blog-meta-primary"> <span class="blog-categories-list"> <a href="/blog/category/Autonomous+Driving" class="blog-categories">Autonomous Driving</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">11/8/24</time> </span> <span class="blog-meta-delimiter"></span> <span class="blog-meta-delimiter blog-category-delimiter"></span> <span class="blog-meta-secondary"> <span class="blog-categories-list"> <a href="/blog/category/Autonomous+Driving" class="blog-categories">Autonomous Driving</a> </span> <span class="blog-author">Umang Dayal</span> <time class="blog-date" pubdate data-animation-role="date">11/8/24</time> </span> </div> <h1 class="blog-title"> <a href="/blog/video-annotation-for-autonomous-driving" data-no-animation> Video Annotation for Autonomous Driving: Key Techniques and Benefits </a> </h1> <div class="blog-excerpt"> <div class="blog-excerpt-wrapper"><p>In this blog, we explore important aspects of video annotation for autonomous driving, its various techniques, and how it鈥檚 implemented for training ADAS models.</p></div> </div> <a class="blog-more-link" href="/blog/video-annotation-for-autonomous-driving" data-animation-role="content">Read More</a> </div> </section> </article> </div> <nav class="blog-list-pagination"> <div class="newer"> </div> <div class="older"> <a href="/blog?offset=1731055492170" rel="next"> <span class="next-label">Older Posts</span> <div class="blog-list-pagination-icon icon icon--stroke"> <svg class="caret-right-icon--small" viewBox="0 0 9 16"> <polyline fill="none" stroke-miterlimit="10" points="1.6,1.2 6.5,7.9 1.6,14.7 "/> </svg> </div> </a> </div> </nav> </div> </div> </div> </section> <section data-test="page-section" data-section-theme="" class='page-section full-bleed-section layout-engine-section background-width--full-bleed section-height--small content-width--wide horizontal-alignment--center vertical-alignment--middle ' data-section-id="633f4b0b6da3e95d611c1bcf" data-controller="SectionWrapperController" data-current-styles="{ "imageOverlayOpacity": 0.15, "backgroundWidth": "background-width--full-bleed", "sectionHeight": "section-height--small", "customSectionHeight": 1, "horizontalAlignment": "horizontal-alignment--center", "verticalAlignment": "vertical-alignment--middle", "contentWidth": "content-width--wide", "customContentWidth": 50, "backgroundColor": "", "sectionTheme": "", "sectionAnimation": "none", "backgroundMode": "image" }" data-current-context="{ "video": { "playbackSpeed": 0.5, "filter": 1, "filterStrength": 0, "zoom": 0, "videoSourceProvider": "none" }, "backgroundImageId": null, "backgroundMediaEffect": { "type": "none" }, "divider": null, "typeName": "blog-side-by-side" }" data-animation="none" data-fluid-engine-section > <div class="section-border" > <div class="section-background"> </div> </div> <div class='content-wrapper' style=' ' > <div class="content" > <div data-fluid-engine="true"><style> .fe-633f4b0b396a9315c951827d { --grid-gutter: calc(var(--sqs-mobile-site-gutter, 6vw) - 11.0px); --cell-max-width: calc( ( var(--sqs-site-max-width, 1500px) - (11.0px * (8 - 1)) ) / 8 ); display: grid; position: relative; grid-area: 1/1/-1/-1; grid-template-rows: repeat(12,minmax(24px, auto)); grid-template-columns: minmax(var(--grid-gutter), 1fr) repeat(8, minmax(0, var(--cell-max-width))) minmax(var(--grid-gutter), 1fr); row-gap: 11.0px; column-gap: 11.0px; } @media (min-width: 768px) { .background-width--inset .fe-633f4b0b396a9315c951827d { --inset-padding: calc(var(--sqs-site-gutter) * 2); } .fe-633f4b0b396a9315c951827d { --grid-gutter: calc(var(--sqs-site-gutter, 4vw) - 11.0px); --cell-max-width: calc( ( var(--sqs-site-max-width, 1500px) - (11.0px * (24 - 1)) ) / 24 ); --inset-padding: 0vw; --row-height-scaling-factor: 0.0215; --container-width: min(var(--sqs-site-max-width, 1500px), calc(100vw - var(--sqs-site-gutter, 4vw) * 2 - var(--inset-padding) )); grid-template-rows: repeat(11,minmax(calc(var(--container-width) * var(--row-height-scaling-factor)), auto)); grid-template-columns: minmax(var(--grid-gutter), 1fr) repeat(24, minmax(0, var(--cell-max-width))) minmax(var(--grid-gutter), 1fr); } } .fe-block-yui_3_17_2_1_1669828046977_314216 { grid-area: 1/2/3/10; z-index: 2; @media (max-width: 767px) { } } .fe-block-yui_3_17_2_1_1669828046977_314216 .sqs-block { justify-content: flex-start; } .fe-block-yui_3_17_2_1_1669828046977_314216 .sqs-block-alignment-wrapper { align-items: flex-start; } @media (min-width: 768px) { .fe-block-yui_3_17_2_1_1669828046977_314216 { grid-area: 1/10/3/18; z-index: 2; } .fe-block-yui_3_17_2_1_1669828046977_314216 .sqs-block { justify-content: flex-start; } .fe-block-yui_3_17_2_1_1669828046977_314216 .sqs-block-alignment-wrapper { align-items: flex-start; } } .fe-block-yui_3_17_2_1_1669828046977_283514 { grid-area: 3/2/13/10; z-index: 1; @media (max-width: 767px) { } } .fe-block-yui_3_17_2_1_1669828046977_283514 .sqs-block { justify-content: flex-start; } .fe-block-yui_3_17_2_1_1669828046977_283514 .sqs-block-alignment-wrapper { align-items: flex-start; } @media (min-width: 768px) { .fe-block-yui_3_17_2_1_1669828046977_283514 { grid-area: 3/7/12/20; z-index: 1; } .fe-block-yui_3_17_2_1_1669828046977_283514 .sqs-block { justify-content: flex-start; } .fe-block-yui_3_17_2_1_1669828046977_283514 .sqs-block-alignment-wrapper { align-items: flex-start; } } </style><div class="fluid-engine fe-633f4b0b396a9315c951827d"><div class="fe-block fe-block-yui_3_17_2_1_1669828046977_314216"><div class="sqs-block html-block sqs-block-html" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-yui_3_17_2_1_1669828046977_314216"><div class="sqs-block-content"> <div class="sqs-html-content"> <p style="text-align:center;white-space:pre-wrap;" class="sqsrte-large"><strong>Sign up for our blog today!</strong></p> </div> </div></div></div><div class="fe-block fe-block-yui_3_17_2_1_1669828046977_283514"><div class="sqs-block code-block sqs-block-code" data-block-type="23" id="block-yui_3_17_2_1_1669828046977_283514"><div class="sqs-block-content"><iframe src="https://www2.digitaldividedata.com/l/929533/2022-11-07/37ycf" width="100%" height="300px" type="text/html" frameborder="0" allowTransparency="true" style="border: 0"></iframe></div></div></div></div></div> </div> </div> </section> </article> <section id="itemPagination" class="item-pagination item-pagination--prev-next" data-collection-type="blog-side-by-side" > </section> </main> <footer class="sections" id="footer-sections" data-footer-sections> <section data-test="page-section" data-section-theme="bright" class='page-section full-bleed-section layout-engine-section background-width--full-bleed section-height--custom content-width--wide horizontal-alignment--center vertical-alignment--middle has-background bright' data-section-id="63236e4ef9f1b30cbc428176" data-controller="SectionWrapperController" data-current-styles="{ "backgroundImage": { "id": "6388bc34b7d1d73b2966b5dc", "recordType": 2, "addedOn": 1669905460246, "updatedOn": 1737718058999, "workflowState": 1, "publishOn": 1669905460246, "authorId": "605c87b3a824cf557b9466c0", "systemDataId": "17b95e63-70f8-48dd-ab86-921c9f036696", "systemDataVariants": "2500x1240,100w,300w,500w,750w,1000w,1500w,2500w", "systemDataSourceType": "PNG", "filename": "textureOverlay1.png", "mediaFocalPoint": { "x": 0.5, "y": 0.5, "source": 3 }, "colorData": { "topLeftAverage": "00aeef", "topRightAverage": "00aeef", "bottomLeftAverage": "00aeef", "bottomRightAverage": "00aeef", "centerAverage": "03aeef", "suggestedBgColor": "01aeef" }, "urlId": "zl2lg296qsotuljgy3i98717lqtfmx", "title": "", "body": null, "likeCount": 0, "commentCount": 0, "publicCommentCount": 0, "commentState": 2, "unsaved": false, "author": { "id": "605c87b3a824cf557b9466c0", "displayName": "Isaiah Jackson", "firstName": "Isaiah", "lastName": "Jackson", "avatarUrl": "https://images.squarespace-cdn.com/content/v2/namespaces/memberAccountAvatars/libraries/605c87b3a824cf557b9466c0/b773643a52734ab2998c520e7f0622b1/b773643a52734ab2998c520e7f0622b1.jpeg?format=300w", "bio": "", "avatarAssetUrl": "https://images.squarespace-cdn.com/content/v2/namespaces/memberAccountAvatars/libraries/605c87b3a824cf557b9466c0/b773643a52734ab2998c520e7f0622b1/b773643a52734ab2998c520e7f0622b1.jpeg?format=300w" }, "assetUrl": "https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/17b95e63-70f8-48dd-ab86-921c9f036696/textureOverlay1.png", "contentType": "image/png", "items": [ ], "pushedServices": { }, "pendingPushedServices": { }, "originalSize": "2500x1240", "recordTypeLabel": "image" }, "imageOverlayOpacity": 0.15, "backgroundWidth": "background-width--full-bleed", "sectionHeight": "section-height--custom", "customSectionHeight": 0, "horizontalAlignment": "horizontal-alignment--center", "verticalAlignment": "vertical-alignment--middle", "contentWidth": "content-width--wide", "customContentWidth": 50, "sectionTheme": "bright", "sectionAnimation": "none", "backgroundMode": "image" }" data-current-context="{ "video": { "playbackSpeed": 0.5, "filter": 1, "filterStrength": 0, "zoom": 0, "videoSourceProvider": "none" }, "backgroundImageId": null, "backgroundMediaEffect": { "type": "none" }, "divider": null, "typeName": "blog-side-by-side" }" data-animation="none" data-fluid-engine-section > <div class="section-border" > <div class="section-background"> <img alt="" data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/17b95e63-70f8-48dd-ab86-921c9f036696/textureOverlay1.png" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/17b95e63-70f8-48dd-ab86-921c9f036696/textureOverlay1.png" data-image-dimensions="2500x1240" data-image-focal-point="0.5,0.5" alt="textureOverlay1.png" data-load="false" elementtiming="nbf-background" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/17b95e63-70f8-48dd-ab86-921c9f036696/textureOverlay1.png" width="2500" height="1240" alt="" sizes="(max-width: 799px) 200vw, 100vw" style="display:block;object-position: 50% 50%" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/17b95e63-70f8-48dd-ab86-921c9f036696/textureOverlay1.png?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/17b95e63-70f8-48dd-ab86-921c9f036696/textureOverlay1.png?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/17b95e63-70f8-48dd-ab86-921c9f036696/textureOverlay1.png?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/17b95e63-70f8-48dd-ab86-921c9f036696/textureOverlay1.png?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/17b95e63-70f8-48dd-ab86-921c9f036696/textureOverlay1.png?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/17b95e63-70f8-48dd-ab86-921c9f036696/textureOverlay1.png?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/17b95e63-70f8-48dd-ab86-921c9f036696/textureOverlay1.png?format=2500w 2500w" fetchpriority="high" loading="eager" decoding="async" data-loader="sqs"> <div class="section-background-overlay" style="opacity: 0.15;"></div> </div> </div> <div class='content-wrapper' style=' padding-top: calc(0vmax / 10); padding-bottom: calc(0vmax / 10); ' > <div class="content" > <div data-fluid-engine="true"><style> .fe-63236e4e7b706ee6b21fd0f0 { --grid-gutter: calc(var(--sqs-mobile-site-gutter, 6vw) - 11.0px); --cell-max-width: calc( ( var(--sqs-site-max-width, 1500px) - (11.0px * (8 - 1)) ) / 8 ); display: grid; position: relative; grid-area: 1/1/-1/-1; grid-template-rows: repeat(22,minmax(24px, auto)); grid-template-columns: minmax(var(--grid-gutter), 1fr) repeat(8, minmax(0, var(--cell-max-width))) minmax(var(--grid-gutter), 1fr); row-gap: 11.0px; column-gap: 11.0px; } @media (min-width: 768px) { .background-width--inset .fe-63236e4e7b706ee6b21fd0f0 { --inset-padding: calc(var(--sqs-site-gutter) * 2); } .fe-63236e4e7b706ee6b21fd0f0 { --grid-gutter: calc(var(--sqs-site-gutter, 4vw) - 11.0px); --cell-max-width: calc( ( var(--sqs-site-max-width, 1500px) - (11.0px * (24 - 1)) ) / 24 ); --inset-padding: 0vw; --row-height-scaling-factor: 0.0215; --container-width: min(var(--sqs-site-max-width, 1500px), calc(100vw - var(--sqs-site-gutter, 4vw) * 2 - var(--inset-padding) )); grid-template-rows: repeat(16,minmax(calc(var(--container-width) * var(--row-height-scaling-factor)), auto)); grid-template-columns: minmax(var(--grid-gutter), 1fr) repeat(24, minmax(0, var(--cell-max-width))) minmax(var(--grid-gutter), 1fr); } } .fe-block-63236e4e0f48e131bfe3036c { grid-area: 3/6/6/10; z-index: 0; @media (max-width: 767px) { } } .fe-block-63236e4e0f48e131bfe3036c .sqs-block { justify-content: center; } .fe-block-63236e4e0f48e131bfe3036c .sqs-block-alignment-wrapper { align-items: center; } @media (min-width: 768px) { .fe-block-63236e4e0f48e131bfe3036c { grid-area: 3/7/6/13; z-index: 0; } .fe-block-63236e4e0f48e131bfe3036c .sqs-block { justify-content: flex-start; } .fe-block-63236e4e0f48e131bfe3036c .sqs-block-alignment-wrapper { align-items: flex-start; } } .fe-block-yui_3_17_2_1_1663264149006_629970 { grid-area: 3/2/6/6; z-index: 1; @media (max-width: 767px) { } } .fe-block-yui_3_17_2_1_1663264149006_629970 .sqs-block { justify-content: center; } .fe-block-yui_3_17_2_1_1663264149006_629970 .sqs-block-alignment-wrapper { align-items: center; } @media (min-width: 768px) { .fe-block-yui_3_17_2_1_1663264149006_629970 { grid-area: 3/2/6/7; z-index: 1; } .fe-block-yui_3_17_2_1_1663264149006_629970 .sqs-block { justify-content: flex-start; } .fe-block-yui_3_17_2_1_1663264149006_629970 .sqs-block-alignment-wrapper { align-items: flex-start; } } .fe-block-yui_3_17_2_1_1663264149006_643798 { grid-area: 6/2/9/10; z-index: 2; @media (max-width: 767px) { } } .fe-block-yui_3_17_2_1_1663264149006_643798 .sqs-block { justify-content: center; } .fe-block-yui_3_17_2_1_1663264149006_643798 .sqs-block-alignment-wrapper { align-items: center; } @media (min-width: 768px) { .fe-block-yui_3_17_2_1_1663264149006_643798 { grid-area: 3/15/5/26; z-index: 2; } .fe-block-yui_3_17_2_1_1663264149006_643798 .sqs-block { justify-content: flex-start; } .fe-block-yui_3_17_2_1_1663264149006_643798 .sqs-block-alignment-wrapper { align-items: flex-start; } } .fe-block-yui_3_17_2_1_1663264149006_669472 { grid-area: 9/2/14/6; z-index: 3; @media (max-width: 767px) { } } .fe-block-yui_3_17_2_1_1663264149006_669472 .sqs-block { justify-content: flex-start; } .fe-block-yui_3_17_2_1_1663264149006_669472 .sqs-block-alignment-wrapper { align-items: flex-start; } @media (min-width: 768px) { .fe-block-yui_3_17_2_1_1663264149006_669472 { grid-area: 7/3/13/7; z-index: 3; } .fe-block-yui_3_17_2_1_1663264149006_669472 .sqs-block { justify-content: flex-start; } .fe-block-yui_3_17_2_1_1663264149006_669472 .sqs-block-alignment-wrapper { align-items: flex-start; } } .fe-block-d531cacb1fb08ec46952 { grid-area: 9/6/14/10; z-index: 4; @media (max-width: 767px) { } } .fe-block-d531cacb1fb08ec46952 .sqs-block { justify-content: flex-start; } .fe-block-d531cacb1fb08ec46952 .sqs-block-alignment-wrapper { align-items: flex-start; } @media (min-width: 768px) { .fe-block-d531cacb1fb08ec46952 { grid-area: 7/8/12/12; z-index: 4; } .fe-block-d531cacb1fb08ec46952 .sqs-block { justify-content: flex-start; } .fe-block-d531cacb1fb08ec46952 .sqs-block-alignment-wrapper { align-items: flex-start; } } .fe-block-87ecf5e4297ffd464f51 { grid-area: 14/2/19/6; z-index: 5; @media (max-width: 767px) { } } .fe-block-87ecf5e4297ffd464f51 .sqs-block { justify-content: flex-start; } .fe-block-87ecf5e4297ffd464f51 .sqs-block-alignment-wrapper { align-items: flex-start; } @media (min-width: 768px) { .fe-block-87ecf5e4297ffd464f51 { grid-area: 7/13/12/17; z-index: 5; } .fe-block-87ecf5e4297ffd464f51 .sqs-block { justify-content: flex-start; } .fe-block-87ecf5e4297ffd464f51 .sqs-block-alignment-wrapper { align-items: flex-start; } } .fe-block-427ed319bb41680b5cba { grid-area: 14/6/18/10; z-index: 6; @media (max-width: 767px) { } } .fe-block-427ed319bb41680b5cba .sqs-block { justify-content: flex-start; } .fe-block-427ed319bb41680b5cba .sqs-block-alignment-wrapper { align-items: flex-start; } @media (min-width: 768px) { .fe-block-427ed319bb41680b5cba { grid-area: 7/18/12/22; z-index: 6; } .fe-block-427ed319bb41680b5cba .sqs-block { justify-content: flex-start; } .fe-block-427ed319bb41680b5cba .sqs-block-alignment-wrapper { align-items: flex-start; } } .fe-block-yui_3_17_2_1_1665703464583_209096 { grid-area: 19/1/23/11; z-index: 7; @media (max-width: 767px) { } } .fe-block-yui_3_17_2_1_1665703464583_209096 .sqs-block { justify-content: flex-start; } .fe-block-yui_3_17_2_1_1665703464583_209096 .sqs-block-alignment-wrapper { align-items: flex-start; } @media (min-width: 768px) { .fe-block-yui_3_17_2_1_1665703464583_209096 { grid-area: 14/2/17/26; z-index: 7; } .fe-block-yui_3_17_2_1_1665703464583_209096 .sqs-block { justify-content: center; } .fe-block-yui_3_17_2_1_1665703464583_209096 .sqs-block-alignment-wrapper { align-items: center; } } </style><div class="fluid-engine fe-63236e4e7b706ee6b21fd0f0"><div class="fe-block fe-block-63236e4e0f48e131bfe3036c"><div class="sqs-block html-block sqs-block-html" data-blend-mode="NORMAL" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-63236e4e0f48e131bfe3036c"><div class="sqs-block-content"> <div class="sqs-html-content"> <p class="sqsrte-large" style="white-space:pre-wrap;"><span class="sqsrte-text-color--custom" style="color: #343642">Changing How <br>the World Works</span></p> </div> </div></div></div><div class="fe-block fe-block-yui_3_17_2_1_1663264149006_629970"><div class="sqs-block image-block sqs-block-image sqs-stretched" data-block-type="5" id="block-yui_3_17_2_1_1663264149006_629970"><div class="sqs-block-content"> <div class=" image-block-outer-wrapper layout-caption-below design-layout-fluid image-position-left combination-animation-site-default individual-animation-site-default " data-test="image-block-fluid-outer-wrapper" > <div class="fluid-image-animation-wrapper sqs-image sqs-block-alignment-wrapper" data-animation-role="image" > <div class="fluid-image-container sqs-image-content" style="overflow: hidden;-webkit-mask-image: -webkit-radial-gradient(white, black);position: relative;width: 100%;height: 100%;" > <div class="content-fit"> <img data-stretch="false" data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/7d282147-cfcc-40fa-b82f-64f870d3cffc/DDD_Logo_Name-GrayWhite.png" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/7d282147-cfcc-40fa-b82f-64f870d3cffc/DDD_Logo_Name-GrayWhite.png" data-image-dimensions="1500x499" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/7d282147-cfcc-40fa-b82f-64f870d3cffc/DDD_Logo_Name-GrayWhite.png" width="1500" height="499" alt="" sizes="(max-width: 640px) 100vw, (max-width: 767px) 50vw, 20.833333333333336vw" style="display:block;object-fit: contain; object-position: 50% 50%" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/7d282147-cfcc-40fa-b82f-64f870d3cffc/DDD_Logo_Name-GrayWhite.png?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/7d282147-cfcc-40fa-b82f-64f870d3cffc/DDD_Logo_Name-GrayWhite.png?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/7d282147-cfcc-40fa-b82f-64f870d3cffc/DDD_Logo_Name-GrayWhite.png?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/7d282147-cfcc-40fa-b82f-64f870d3cffc/DDD_Logo_Name-GrayWhite.png?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/7d282147-cfcc-40fa-b82f-64f870d3cffc/DDD_Logo_Name-GrayWhite.png?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/7d282147-cfcc-40fa-b82f-64f870d3cffc/DDD_Logo_Name-GrayWhite.png?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/7d282147-cfcc-40fa-b82f-64f870d3cffc/DDD_Logo_Name-GrayWhite.png?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> <div class="fluidImageOverlay"></div> </div> </div> </div> </div> <style> .sqs-block-image .sqs-block-content { height: 100%; width: 100%; } .fe-block-yui_3_17_2_1_1663264149006_629970 .fluidImageOverlay { position: absolute; top: 0; left: 0; width: 100%; height: 100%; mix-blend-mode: ; opacity: 0; } </style> </div></div></div><div class="fe-block fe-block-yui_3_17_2_1_1663264149006_643798"><div class="sqs-block socialaccountlinks-v2-block sqs-block-socialaccountlinks-v2" data-block-type="54" id="block-yui_3_17_2_1_1663264149006_643798"><div class="sqs-block-content"> <div class="sqs-svg-icon--outer social-icon-alignment-right social-icons-color- social-icons-size-extra-large social-icons-style-regular " > <style> #block-yui_3_17_2_1_1663264149006_643798 .social-icons-style-border .sqs-svg-icon--wrapper { box-shadow: 0 0 0 2px inset; border: none; } </style> <nav class="sqs-svg-icon--list"> <a href="https://www.linkedin.com/company/digital-divide-data/" target="_blank" class="sqs-svg-icon--wrapper linkedin-unauth" aria-label="LinkedIn"> <div> <svg class="sqs-svg-icon--social" viewBox="0 0 64 64"> <use class="sqs-use--icon" xlink:href="#linkedin-unauth-icon"></use> <use class="sqs-use--mask" xlink:href="#linkedin-unauth-mask"></use> </svg> </div> </a><a href="https://www.facebook.com/digitaldividedata" target="_blank" class="sqs-svg-icon--wrapper facebook-unauth" aria-label="Facebook"> <div> <svg class="sqs-svg-icon--social" viewBox="0 0 64 64"> <use class="sqs-use--icon" xlink:href="#facebook-unauth-icon"></use> <use class="sqs-use--mask" xlink:href="#facebook-unauth-mask"></use> </svg> </div> </a><a href="https://twitter.com/digdivdata" target="_blank" class="sqs-svg-icon--wrapper twitter-unauth" aria-label="Twitter"> <div> <svg class="sqs-svg-icon--social" viewBox="0 0 64 64"> <use class="sqs-use--icon" xlink:href="#twitter-unauth-icon"></use> <use class="sqs-use--mask" xlink:href="#twitter-unauth-mask"></use> </svg> </div> </a> </nav> </div> </div></div></div><div class="fe-block fe-block-yui_3_17_2_1_1663264149006_669472"><div class="sqs-block html-block sqs-block-html" data-blend-mode="NORMAL" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-yui_3_17_2_1_1663264149006_669472"><div class="sqs-block-content"> <div class="sqs-html-content"> <p class="" style="white-space:pre-wrap;"><strong>SOLUTIONS</strong></p><p class="" style="white-space:pre-wrap;"><a href="/computer-vision"><span style="text-decoration:underline">Computer Vision</span></a></p><p class="" style="white-space:pre-wrap;"><a href="/natural-language-processing">Natural Language <br>Processing</a></p><p class="" style="white-space:pre-wrap;"><a href="/generative-ai">Generative AI</a></p><p class="" style="white-space:pre-wrap;"><a href="/data-content-services">Data & Content Services </a></p> </div> </div></div></div><div class="fe-block fe-block-d531cacb1fb08ec46952"><div class="sqs-block html-block sqs-block-html" data-blend-mode="NORMAL" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-d531cacb1fb08ec46952"><div class="sqs-block-content"> <div class="sqs-html-content"> <p class="" style="white-space:pre-wrap;"><strong>INDUSTRIES</strong></p><p class="" style="white-space:pre-wrap;"><a href="/autonomous-driving">Autonomous Driving</a></p><p class="" style="white-space:pre-wrap;"><a href="/agricultural-technology">AgTech</a></p><p class="" style="white-space:pre-wrap;"><a href="/cultural-heritage">Cultural Heritage</a></p><p class="" style="white-space:pre-wrap;"><a href="/more-industries">More Industries</a></p> </div> </div></div></div><div class="fe-block fe-block-87ecf5e4297ffd464f51"><div class="sqs-block html-block sqs-block-html" data-blend-mode="NORMAL" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-87ecf5e4297ffd464f51"><div class="sqs-block-content"> <div class="sqs-html-content"> <p class="" style="white-space:pre-wrap;"><strong>RESOURCES</strong></p><p class="" style="white-space:pre-wrap;"><a href="/content-library">Content Library</a></p><p class="" style="white-space:pre-wrap;"><a href="/blog">Blog</a></p><p class="" style="white-space:pre-wrap;"><a href="/events">Events</a></p> </div> </div></div></div><div class="fe-block fe-block-427ed319bb41680b5cba"><div class="sqs-block html-block sqs-block-html" data-blend-mode="NORMAL" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-427ed319bb41680b5cba"><div class="sqs-block-content"> <div class="sqs-html-content"> <p class="" style="white-space:pre-wrap;"><strong>ABOUT</strong></p><p class="" style="white-space:pre-wrap;"><a href="/company">Company</a></p><p class="" style="white-space:pre-wrap;"><a href="/impact">Impact</a></p><p class="" style="white-space:pre-wrap;"><a href="/corporate-information">Corporate Information</a></p> </div> </div></div></div><div class="fe-block fe-block-yui_3_17_2_1_1665703464583_209096"><div class="sqs-block html-block sqs-block-html" data-blend-mode="NORMAL" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-yui_3_17_2_1_1665703464583_209096"><div class="sqs-block-content"> <div class="sqs-html-content"> <p style="text-align:center;white-space:pre-wrap;" class="sqsrte-small"><a href="/terms-of-use">TERMS OF USE</a> <a href="/privacy-policy">PRIVACY POLICY</a> <a href="/isms-policy">ISMS POLICY</a></p><pre style="text-align:center;"><code>Copyright 漏2023 DDD | All Rights Reserved</code></pre> </div> </div></div></div></div></div> </div> </div> </section> </footer> </div> <script defer="true" src="https://static1.squarespace.com/static/vta/5c5a519771c10ba3470d8101/scripts/site-bundle.7a52a694fd4248c18775c6aa813a0358.js" type="text/javascript"></script> <script src="https://cdn.jsdelivr.net/gh/willmyethewebsiteguy/sectionSlider@3.3/javascript.min.js"></script> <script src="https://cdnjs.cloudflare.com/ajax/libs/slick-carousel/1.6.0/slick.js"></script> <script type="text/javascript"> piAId = '930533'; piCId = '42597'; piHostname = 'pi.pardot.com'; (function() { function async_load(){ var s = document.createElement('script'); s.type = 'text/javascript'; s.src = ('https:' == document.location.protocol ? 'https://pi' : 'http://cdn') + '.pardot.com/pd.js'; var c = document.getElementsByTagName('script')[0]; c.parentNode.insertBefore(s, c); } if(window.attachEvent) { window.attachEvent('onload', async_load); } else { window.addEventListener('load', async_load, false); } })(); </script> <script type="text/javascript"> _linkedin_partner_id = "4489788"; window._linkedin_data_partner_ids = window._linkedin_data_partner_ids || []; window._linkedin_data_partner_ids.push(_linkedin_partner_id); </script><script type="text/javascript"> (function(l) { if (!l){window.lintrk = function(a,b){window.lintrk.q.push([a,b])}; window.lintrk.q=[]} var s = document.getElementsByTagName("script")[0]; var b = document.createElement("script"); b.type = "text/javascript";b.async = true; b.src = "https://snap.licdn.com/li.lms-analytics/insight.min.js"; s.parentNode.insertBefore(b, s);})(window.lintrk); </script> <noscript> <img height="1" width="1" style="display:none;" alt="" src="https://px.ads.linkedin.com/collect/?pid=4489788&fmt=gif" /> </noscript> <!-- Google Tag Manager (noscript) --> <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-5HNTNXN" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript> <!-- End Google Tag Manager (noscript) --> <!-- Initialize Slick Slider --> <script> $(document).ready(function() { $('.slider').slick({ infinite: true, // Enables infinite scrolling slidesToShow: 9, // Show 3 slides for all devices slidesToScroll: 1, // Scroll 1 slide at a time autoplay: true, // Enable autoplay autoplaySpeed: 1000, // Slide change interval (in milliseconds) arrows: false, // Enable next/prev arrows responsive: [{ breakpoint: 1024, // For tablets and laptops (<= 1024px) settings: { slidesToShow: 4, // 3 slides for tablets slidesToScroll: 1, } }, { breakpoint: 768, // For phones (<= 768px) settings: { slidesToShow: 2, // 3 slides for phones slidesToScroll: 1, } }] }); }); </script> <script> document.addEventListener('DOMContentLoaded', function () { const slidesContainer = document.querySelector('.user-items-list-carousel__slides'); const slides = document.querySelectorAll('.user-items-list-carousel__slide'); const slideWidth = slides[0].offsetWidth + parseInt(getComputedStyle(slidesContainer).gridGap); let currentIndex = 0; let interval; // Function to move the slides // Function to start auto-sliding function startAutoSlide() { interval = setInterval(() => { const nextIndex = (currentIndex + 1) % slides.length; slideToIndex(nextIndex); }, 2000); // Change 3000 to adjust speed (milliseconds) } // Function to stop auto-sliding function stopAutoSlide() { clearInterval(interval); } // Add event listeners to pause on hover slidesContainer.addEventListener('mouseenter', stopAutoSlide); slidesContainer.addEventListener('mouseleave', startAutoSlide); // Initial slide and auto-slide start slideToIndex(currentIndex); startAutoSlide(); }); </script> <!-- coutner js --> <script type="text/javascript"> const observer = new IntersectionObserver( (entries) => { entries.forEach((entry) => { if (entry.isIntersecting) { const counter = entry.target; let endValue = counter.textContent; let startValue = 0; let updating = setInterval(() => { startValue += endValue / 200; counter.textContent = startValue.toFixed(0); if (startValue > endValue) { counter.textContent = endValue; clearInterval(updating); observer.unobserve(counter); } }, 10); } }); }, { threshold: 1 } ); document.querySelectorAll(".counter").forEach((counter) => observer.observe(counter)); </script> <!-- counter js end here --> <!-- ----------------Slider--------------- --> <script> const carouselInner = document.querySelector('.carousel-inner'); const prevButton = document.getElementById('prev'); const nextButton = document.getElementById('next'); const cards = document.querySelectorAll('.carousel-card'); const cardWidth = cards[0].offsetWidth + 20; function updateCarousel() { carouselInner.style.transform = `translateX(-${currentIndex * cardWidth}px)`; } prevButton.addEventListener('click', () => { if (currentIndex > 0) { currentIndex--; updateCarousel(); } }); nextButton.addEventListener('click', () => { if (currentIndex < cards.length - 3) { currentIndex++; updateCarousel(); } }); </script> <!-- accordion js start here--> <script> // Select all the menu items const menuItems = document.querySelectorAll('.menu li'); const displayImage = document.getElementById('display-image'); const descriptionSections = document.querySelectorAll('.data-description'); // Select all description sections // Function to show description and image for the clicked item function showDescriptionAndImage(item) { // Hide all description sections descriptionSections.forEach(section => { section.style.display = 'none'; }); // Show the description for the clicked item const description = item.querySelector('.data-description'); if (description) { description.style.display = 'block'; } // Get the image from the data attribute const imageSrc = item.getAttribute('data-image'); // Update and show the image if (displayImage) { displayImage.src = imageSrc; displayImage.style.display = 'block'; } } function toggleIcon(item) { const iconPath = item.querySelector('.icon-path'); if (iconPath) { // Check if iconPath exists if (item.classList.contains('active')) { // Down arrow icon for active state iconPath.setAttribute("d", "M201.4 374.6c12.5 12.5 32.8 12.5 45.3 0l160-160c12.5-12.5 12.5-32.8 0-45.3s-32.8-12.5-45.3 0L224 306.7 86.6 169.4c-12.5-12.5-32.8-12.5-45.3 0s-12.5 32.8 0 45.3l160 160z"); } else { // Up arrow icon for inactive state iconPath.setAttribute("d", "M278.6 233.4c12.5 12.5 12.5 32.8 0 45.3l-160 160c-12.5 12.5-32.8 12.5-45.3 0s-12.5-32.8 0-45.3L210.7 256 73.4 118.6c-12.5-12.5-12.5-32.8 0-45.3s32.8-12.5 45.3 0l160 160z"); } } else { console.warn('No icon-path found in:', item); } } // Add click event listeners to each menu item menuItems.forEach(item => { item.addEventListener('click', () => { // Remove 'active' class from all items and reset icons menuItems.forEach(i => { i.classList.remove('active'); toggleIcon(i); }); showDescriptionAndImage(item); item.classList.add('active'); toggleIcon(item); }); }); // Automatically trigger the first image when the page loads window.addEventListener('DOMContentLoaded', () => { const firstItem = menuItems[0]; // Choose the first item by default if (firstItem) { // Display the first image only const firstImageSrc = firstItem.getAttribute('data-image'); if (displayImage) { displayImage.src = firstImageSrc; displayImage.style.display = 'block'; } // Hide all descriptions initially descriptionSections.forEach(section => { section.style.display = 'none'; }); } else { console.warn('No menu items found.'); } }); </script> <script type="text/javascript"> // Select all the menu items const menuItemsnew = document.querySelectorAll('.menunew li'); const displayImagenew = document.getElementById('display-image-new'); const descriptionSectionsnew = document.querySelectorAll('.data-description-new'); // Select all description sections // Function to show description and image for the clicked item function showDescriptionAndImageNew(item) { // Hide all description sections descriptionSectionsnew.forEach(section => { section.style.display = 'none'; }); // Show the description for the clicked item const descriptionnew = item.querySelector('.data-description-new'); if (descriptionnew) { descriptionnew.style.display = 'block'; } // Get the image from the data attribute const imageSrcnew = item.getAttribute('data-image-new'); // Update and show the image if (displayImagenew) { displayImagenew.src = imageSrcnew; displayImagenew.style.display = 'block'; } } function toggleIconNew(item) { const iconPathNew = item.querySelector('.icon-path-new'); if (iconPathNew) { // Check if iconPath exists if (item.classList.contains('active')) { // Down arrow icon for active state iconPathNew.setAttribute("d", "M201.4 374.6c12.5 12.5 32.8 12.5 45.3 0l160-160c12.5-12.5 12.5-32.8 0-45.3s-32.8-12.5-45.3 0L224 306.7 86.6 169.4c-12.5-12.5-32.8-12.5-45.3 0s-12.5 32.8 0 45.3l160 160z"); } else { // Up arrow icon for inactive state iconPathNew.setAttribute("d", "M278.6 233.4c12.5 12.5 12.5 32.8 0 45.3l-160 160c-12.5 12.5-32.8 12.5-45.3 0s-12.5-32.8 0-45.3L210.7 256 73.4 118.6c-12.5-12.5-12.5-32.8 0-45.3s32.8-12.5 45.3 0l160 160z"); } } else { console.warn('No icon-path found in:', item); } } // Add click event listeners to each menu item menuItemsnew.forEach(item => { item.addEventListener('click', () => { // Remove 'active' class from all items and reset icons menuItemsnew.forEach(i => { i.classList.remove('active'); toggleIconNew(i); }); showDescriptionAndImageNew(item); item.classList.add('active'); toggleIconNew(item); }); }); // Automatically trigger the first image when the page loads window.addEventListener('DOMContentLoaded', () => { const firstItemNew = menuItemsnew[0]; // Choose the first item by default if (firstItemNew) { // Display the first image only (no description) const firstImageSrcNew = firstItemNew.getAttribute('data-image-new'); if (displayImagenew) { displayImagenew.src = firstImageSrcNew; displayImagenew.style.display = 'block'; } // Hide all descriptions initially descriptionSectionsnew.forEach(section => { section.style.display = 'none'; }); } else { console.warn('No menu items found.'); } }); </script> <script> const menuItemsCustom = document.querySelectorAll('.menuCustom li'); const displayImageCustom = document.getElementById('display-image-custom'); const descriptionSectionsCustom = document.querySelectorAll('.data-description-custom'); // Select all description sections // Function to show or hide description and image for the clicked item function toggleDescriptionAndImageCustom(item) { const isActiveCustom = item.classList.contains('active'); // Reset all items and hide all description sections menuItemsCustom.forEach(i => { i.classList.remove('active'); i.style.borderBottom = '1px solid #fff'; // Reset all items to have a border i.style.marginBottom = '10px'; // Reset margin for all items toggleIconCustom(i); }); descriptionSectionsCustom.forEach(section => { section.style.display = 'none'; }); // If the clicked item was not active, show its description and image if (!isActiveCustom) { // Show the description for the clicked item const descriptionCustom = item.querySelector('.data-description-custom'); if (descriptionCustom) { descriptionCustom.style.display = 'block'; } // Style the previous item (if exists) const previousItem = item.previousElementSibling; if (previousItem) { previousItem.style.borderBottom = 'none'; // Remove border-bottom previousItem.style.marginBottom = '0px'; } // Get the image from the data attribute const imageSrcCustom = item.getAttribute('data-image'); // Update the image (without hiding it) if (displayImageCustom && imageSrcCustom) { displayImageCustom.src = imageSrcCustom; } // Add 'active' class to the clicked item item.classList.add('active'); toggleIconCustom(item); } } // Function to toggle icon state function toggleIconCustom(item) { const iconPathCustom = item.querySelector('.icon-path'); if (iconPathCustom) { if (item.classList.contains('active')) { // Top arrow icon for active state iconPathCustom.setAttribute( "d", "M221.4,36.3c12.512.5,32.812.5,45.3,0l160,160c12.5,12.5,12.5,32.8,0,45.3s-32.8,12.5-45.3,0L244,104.2L106.6,241.5c-12.5,12.5-32.8,12.5-45.3,0s-12.5-32.8,0-45.3l160-160L221.4,36.3z" ); } else { // Down arrow icon for inactive state iconPathCustom.setAttribute( "d", "M201.4 374.6c12.5 12.5 32.8 12.5 45.3 0l160-160c12.5-12.5 12.5-32.8 0-45.3s-32.8-12.5-45.3 0L224 306.7 86.6 169.4c-12.5-12.5-32.8-12.5-45.3 0s-12.5 32.8 0 45.3l160 160z" ); } } else { console.warn("No icon-path found in:", item); } } // Add click event listeners to each menu item menuItemsCustom.forEach(item => { item.addEventListener('click', () => { toggleDescriptionAndImageCustom(item); }); }); // Automatically set the first image on page load window.addEventListener('DOMContentLoaded', () => { const firstItemCustom = menuItemsCustom[0]; // Get the first item if (firstItemCustom) { const imageSrcCustom = firstItemCustom.getAttribute('data-image'); if (displayImageCustom && imageSrcCustom) { displayImageCustom.src = imageSrcCustom; // Display the first item's image } } else { console.warn('No menu items found.'); } }); </script> <!-- accordion js end here --> <!-- testimonial js start here --> <script> $(document).ready(function () { // Initialize Slick carousel $('.carousel-slide').slick({ slidesToShow: 2, slidesToScroll: 1, infinite: true, autoplay: true, // Enable autoplay autoplaySpeed: 2000, // Slide change interval (in milliseconds) arrows: false, // Disable default arrows responsive: [ { breakpoint: 1024, settings: { slidesToShow: 2, slidesToScroll: 1, } }, { breakpoint: 600, settings: { slidesToShow: 1, slidesToScroll: 1 } } ] }); }); $(document).ready(function () { // Gen Ai Slick carousel $('.ai-carousel-slide').slick({ slidesToShow: 2, slidesToScroll: 1, infinite: true, autoplay: true, // Enable autoplay autoplaySpeed: 2000, // Slide change interval (in milliseconds) arrows: true, nav:true,// Disable default arrows dots:true, responsive: [ { breakpoint: 1024, settings: { slidesToShow: 2, slidesToScroll: 1, } }, { breakpoint: 600, settings: { slidesToShow: 1, slidesToScroll: 1 } } ] }); }); $(document).ready(function () { // Initialize Slick carousel $('.testimonial_carousel-slide').slick({ slidesToShow: 1, slidesToScroll: 1, infinite: true, autoplay: true, // Enable autoplay autoplaySpeed: 2000, // Slide change interval (in milliseconds) arrows: false, // Disable default arrows dots:true, responsive: [ { breakpoint: 1024, settings: { slidesToShow: 1, slidesToScroll: 1, } }, { breakpoint: 600, settings: { slidesToShow: 1, slidesToScroll: 1 } } ] }); }); $(document).ready(function () { // Initialize Slick carousel $('.carousel-client-slide').slick({ slidesToShow: 2, slidesToScroll: 1, dots: true, infinite: true, autoplay: true, // Enable autoplay autoplaySpeed: 2000, // Slide change interval (in milliseconds) arrows: false, // Disable default arrows responsive: [ { breakpoint: 1024, settings: { slidesToShow: 2, slidesToScroll: 1, } }, { breakpoint: 600, settings: { slidesToShow: 1, slidesToScroll: 1 } } ] }); }); </script> <!-- testmonial js end here --> <!-- popup moda js start here --> <script> function checkdata(){ var pdfurl = document.getElementById("pdfhidden").value; window.open(pdfurl, "_blank"); return true; } function openPopup(img_url,pdf){ var modal = document.getElementById("myModal"); var closeModal = document.getElementsByClassName("close")[0]; var modalImg = document.getElementById("modal_img"); var form = document.getElementById("modal_form"); var pdfhidden = document.getElementById("pdfhidden"); pdfhidden.value=pdf; modalImg.src = img_url; modal.style.display = "block"; closeModal.onclick = function () { modal.style.display = "none"; }; } function openModalForm(){ var modalform = document.getElementById("myModalForm"); var closeModalform = document.getElementsByClassName("closeform")[0]; modalform.style.display = "block"; closeModalform.onclick = function () { modalform.style.display = "none"; }; } </script> <!-- pdf download slider --> <script> $(document).ready(function () { // Initialize Slick carousel $('.carousel-inner').slick({ slidesToShow: 3, slidesToScroll: 1, infinite: true, arrows: false, // Disable default arrows responsive: [ { breakpoint: 1024, settings: { slidesToShow: 2, slidesToScroll: 1, } }, { breakpoint: 600, settings: { slidesToShow: 1, slidesToScroll: 1 } } ] }); // Custom buttons $('#prev').click(function () { $('.carousel-inner').slick('slickPrev'); }); $('#next').click(function () { $('.carousel-inner').slick('slickNext'); }); }); </script> <!-- hover on rectangle --> <script> document.addEventListener('DOMContentLoaded' , function () { const box = document.querySelector('.fe-block-a19421c16cd166cfa564 .sqs-shape.sqs-shape-rectangle'); box.addEventListener('mouseover', function() { this.style.background = '#00ADEE'; } } </script> <!-- Genrative Ai Script --> <script> const accordions = document.querySelectorAll('.accordion-tech'); const panels = document.querySelectorAll('.panel'); const rightImage = document.querySelector('.right-side'); const rightImages = [ 'https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/2acdc64d-2eb5-42fc-95d2-f95c382aa95c/Prompt+Engineering.jpg?format=500w', 'https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/d5fa061d-e041-4b5f-b0f8-1c7c0ede84ff/LLM.jpg?format=500w', 'https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/781e5ff6-5e8a-400b-acb4-829797d601e7/workflow.jpg?format=500w' ]; accordions.forEach((accordion, index) => { accordion.addEventListener('click', () => { panels.forEach((panel, i) => { if (i !== index) { panel.classList.remove('show'); accordions[i].classList.remove('active'); } }); const panel = panels[index]; panel.classList.toggle('show'); accordion.classList.toggle('active'); rightImage.src = rightImages[index]; }); }); </script> <!-- Ml-Slider --> <script> document.addEventListener("DOMContentLoaded", function () { const filterButtons = document.querySelectorAll(".ml-container .ml-filter-btn .ml-btn"); const cards = document.querySelectorAll(".ml-container .ml-content"); const prevButtons = document.querySelectorAll(".ml-container .ml-prev"); const nextButtons = document.querySelectorAll(".ml-container .ml-next"); let currentIndex = 0; function updateButtons() { prevButtons.forEach(btn => { btn.disabled = currentIndex === 0; btn.style.backgroundColor = currentIndex === 0 ? "#ccc" : "#000"; }); nextButtons.forEach(btn => { btn.disabled = currentIndex === cards.length - 1; btn.style.backgroundColor = currentIndex === cards.length - 1 ? "#ccc" : "#000"; }); } function showCard(index) { // Hide all cards cards.forEach(card => card.style.display = "none"); // Show selected card cards[index].style.display = "flex"; // Update active filter button filterButtons.forEach(btn => btn.classList.remove("active")); filterButtons[index].classList.add("active"); currentIndex = index; updateButtons(); } // Initial setup showCard(currentIndex); // Filter button functionality filterButtons.forEach((button, index) => { button.addEventListener("click", function () { showCard(index); }); }); // Next and Previous button functionality nextButtons.forEach((btn, index) => { btn.addEventListener("click", function () { if (index < cards.length - 1) { showCard(currentIndex + 1); } }); }); prevButtons.forEach((btn, index) => { btn.addEventListener("click", function () { if (index > 0) { showCard(currentIndex - 1); } }); }); updateButtons(); }); </script> <!-- autonomy page --> <script> document.addEventListener("DOMContentLoaded", function () { // Show all boxes on page load document.querySelectorAll('.oc-box').forEach(el => { el.classList.remove('dnone'); el.classList.add('dblock'); }); // Set all buttons text to 'Close' on page load document.querySelectorAll('.btn-text').forEach(b => { b.textContent = 'Close'; }); }); function LearnMore(button, box) { let btn = document.getElementById(button); let boxElement = document.getElementById(box); if (boxElement.classList.contains('dnone')) { // Hide all other boxes before showing the current one document.querySelectorAll('.oc-box').forEach(el => { el.classList.add('dnone'); el.classList.remove('dblock'); }); document.querySelectorAll('.btn-text').forEach(b => { b.textContent = 'Learn More'; }); boxElement.classList.remove('dnone'); boxElement.classList.add('dblock'); btn.textContent = 'Close'; } else { boxElement.classList.remove('dblock'); boxElement.classList.add('dnone'); btn.textContent = 'Learn More'; } } </script> <style> #autonomyModal.modal .modal-content{ max-width:500px; @media(max-width:756px){ max-width:360px; padding: 20px; margin:50% auto; } } </style> <div id="autonomyModal" class="modal"> <!-- Modal content --> <div class="modal-content"> <span onclick="closeModalform()" class="close">×</span> <iframe src="https://www2.digitaldividedata.com/l/929533/2025-02-16/5g6n2" width="100%" height="440" type="text/html" frameborder="0" allowTransparency="true" style="border: 0"></iframe> </div> </div> <script> function openModalform(){ const modal = document.getElementById('autonomyModal'); modal.style.display='block'; } function closeModalform(){ const modal = document.getElementById('autonomyModal'); modal.style.display = "none"; } </script><svg xmlns="http://www.w3.org/2000/svg" version="1.1" style="display:none" data-usage="social-icons-svg"><symbol id="linkedin-unauth-icon" viewBox="0 0 64 64"><path d="M20.4,44h5.4V26.6h-5.4V44z M23.1,18c-1.7,0-3.1,1.4-3.1,3.1c0,1.7,1.4,3.1,3.1,3.1 c1.7,0,3.1-1.4,3.1-3.1C26.2,19.4,24.8,18,23.1,18z M39.5,26.2c-2.6,0-4.4,1.4-5.1,2.8h-0.1v-2.4h-5.2V44h5.4v-8.6 c0-2.3,0.4-4.5,3.2-4.5c2.8,0,2.8,2.6,2.8,4.6V44H46v-9.5C46,29.8,45,26.2,39.5,26.2z"/></symbol><symbol id="linkedin-unauth-mask" viewBox="0 0 64 64"><path d="M0,0v64h64V0H0z M25.8,44h-5.4V26.6h5.4V44z M23.1,24.3c-1.7,0-3.1-1.4-3.1-3.1c0-1.7,1.4-3.1,3.1-3.1 c1.7,0,3.1,1.4,3.1,3.1C26.2,22.9,24.8,24.3,23.1,24.3z M46,44h-5.4v-8.4c0-2,0-4.6-2.8-4.6c-2.8,0-3.2,2.2-3.2,4.5V44h-5.4V26.6 h5.2V29h0.1c0.7-1.4,2.5-2.8,5.1-2.8c5.5,0,6.5,3.6,6.5,8.3V44z"/></symbol><symbol id="facebook-unauth-icon" viewBox="0 0 64 64"><path d="M34.1,47V33.3h4.6l0.7-5.3h-5.3v-3.4c0-1.5,0.4-2.6,2.6-2.6l2.8,0v-4.8c-0.5-0.1-2.2-0.2-4.1-0.2 c-4.1,0-6.9,2.5-6.9,7V28H24v5.3h4.6V47H34.1z"/></symbol><symbol id="facebook-unauth-mask" viewBox="0 0 64 64"><path d="M0,0v64h64V0H0z M39.6,22l-2.8,0c-2.2,0-2.6,1.1-2.6,2.6V28h5.3l-0.7,5.3h-4.6V47h-5.5V33.3H24V28h4.6V24 c0-4.6,2.8-7,6.9-7c2,0,3.6,0.1,4.1,0.2V22z"/></symbol><symbol id="twitter-unauth-icon" viewBox="0 0 64 64"><path d="M48,22.1c-1.2,0.5-2.4,0.9-3.8,1c1.4-0.8,2.4-2.1,2.9-3.6c-1.3,0.8-2.7,1.3-4.2,1.6 C41.7,19.8,40,19,38.2,19c-3.6,0-6.6,2.9-6.6,6.6c0,0.5,0.1,1,0.2,1.5c-5.5-0.3-10.3-2.9-13.5-6.9c-0.6,1-0.9,2.1-0.9,3.3 c0,2.3,1.2,4.3,2.9,5.5c-1.1,0-2.1-0.3-3-0.8c0,0,0,0.1,0,0.1c0,3.2,2.3,5.8,5.3,6.4c-0.6,0.1-1.1,0.2-1.7,0.2c-0.4,0-0.8,0-1.2-0.1 c0.8,2.6,3.3,4.5,6.1,4.6c-2.2,1.8-5.1,2.8-8.2,2.8c-0.5,0-1.1,0-1.6-0.1c2.9,1.9,6.4,2.9,10.1,2.9c12.1,0,18.7-10,18.7-18.7 c0-0.3,0-0.6,0-0.8C46,24.5,47.1,23.4,48,22.1z"/></symbol><symbol id="twitter-unauth-mask" viewBox="0 0 64 64"><path d="M0,0v64h64V0H0z M44.7,25.5c0,0.3,0,0.6,0,0.8C44.7,35,38.1,45,26.1,45c-3.7,0-7.2-1.1-10.1-2.9 c0.5,0.1,1,0.1,1.6,0.1c3.1,0,5.9-1,8.2-2.8c-2.9-0.1-5.3-2-6.1-4.6c0.4,0.1,0.8,0.1,1.2,0.1c0.6,0,1.2-0.1,1.7-0.2 c-3-0.6-5.3-3.3-5.3-6.4c0,0,0-0.1,0-0.1c0.9,0.5,1.9,0.8,3,0.8c-1.8-1.2-2.9-3.2-2.9-5.5c0-1.2,0.3-2.3,0.9-3.3 c3.2,4,8.1,6.6,13.5,6.9c-0.1-0.5-0.2-1-0.2-1.5c0-3.6,2.9-6.6,6.6-6.6c1.9,0,3.6,0.8,4.8,2.1c1.5-0.3,2.9-0.8,4.2-1.6 c-0.5,1.5-1.5,2.8-2.9,3.6c1.3-0.2,2.6-0.5,3.8-1C47.1,23.4,46,24.5,44.7,25.5z"/></symbol></svg> </body> </html>