{"id":2809,"date":"2024-12-17T17:28:18","date_gmt":"2024-12-17T17:28:18","guid":{"rendered":"https:\/\/dataninjasinc.com\/data-governance-advisory-copy\/"},"modified":"2025-01-06T17:36:59","modified_gmt":"2025-01-06T17:36:59","slug":"ai-ml-governance","status":"publish","type":"page","link":"https:\/\/dataninjasinc.com\/ai-ml-governance\/","title":{"rendered":"ai-ml-governance"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"2809\" class=\"elementor elementor-2809\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7ce72c2c sub-banner e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"7ce72c2c\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-41baf92c elementor-widget elementor-widget-heading\" data-id=\"41baf92c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.23.0 - 15-07-2024 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h1 class=\"elementor-heading-title elementor-size-default\">AI &amp; ML Governance Solutions<\/h1>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-31c486e solution-single-sec e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"31c486e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3dd925a elementor-widget elementor-widget-heading\" data-id=\"3dd925a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Empower Your Data Strategy: Expert Advisory for Effective & Sustainable Data Governance<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dfdab7f elementor-widget elementor-widget-text-editor\" data-id=\"dfdab7f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.23.0 - 15-07-2024 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>In today\u2019s AI-driven world, governing machine learning (ML) models is a critical challenge for organizations. Data Ninjas offers a custom solution, leveraging Collibra and other advanced tools, to ensure AI and ML models are transparent, trustworthy, and compliant. Our solution addresses the need for effective oversight in model lifecycle management while fostering responsible AI practices.<\/p><p>The need for AI &amp; ML governance arises from the complexities of managing models throughout their lifecycle\u2014from development and deployment to monitoring and retirement. Without proper governance, organizations risk facing issues like model bias, regulatory non-compliance, lack of accountability, and data integrity problems. Our solution is designed to provide end-to-end oversight, helping organizations mitigate these risks while fostering a culture of responsible AI use.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1588733 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"1588733\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-1a938cf e-con-full solution-single-box e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"1a938cf\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6ad187e icon-after elementor-widget elementor-widget-image\" data-id=\"6ad187e\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1200\" height=\"1200\" src=\"https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/12\/assessment-6652025-FFFFFF.svg\" class=\"attachment-full size-full wp-image-2787\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5877d81 elementor-widget elementor-widget-heading\" data-id=\"5877d81\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">AI & ML Governance Assessments<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5322347 elementor-widget elementor-widget-text-editor\" data-id=\"5322347\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Our solution begins with a thorough assessment of your current AI and ML governance framework. Data Ninjas evaluates your model lifecycle, compliance requirements, and existing tools to identify gaps and opportunities. This phase includes mapping data lineage, auditing workflows, and understanding stakeholder needs to create a tailored governance strategy.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-470cdce tetx-link-btn learn-link elementor-widget elementor-widget-button\" data-id=\"470cdce\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#contactdgstrategy\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"16\" height=\"17\" viewBox=\"0 0 16 17\" fill=\"none\"><path d=\"M14.6667 0.5C14.2667 0.5 14 0.633332 13.7333 0.899999L0.4 14.2333C-0.133333 14.7667 -0.133333 15.5667 0.4 16.1C0.933333 16.6333 1.73333 16.6333 2.26667 16.1L15.6 2.76667C16.1333 2.23333 16.1333 1.43333 15.6 0.899999C15.3333 0.633332 15.0667 0.5 14.6667 0.5Z\" fill=\"#70AD47\"><\/path><path d=\"M14.6663 0.499958H2.66634C1.86634 0.499958 1.33301 1.03329 1.33301 1.83329C1.33301 2.63329 1.86634 3.16662 2.66634 3.16662H13.333V13.8333C13.333 14.6333 13.8663 15.1666 14.6663 15.1666C15.4663 15.1666 15.9997 14.6333 15.9997 13.8333V1.83329C15.9997 1.03329 15.4663 0.499958 14.6663 0.499958Z\" fill=\"#70AD47\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Learn More<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-109a2ef e-con-full solution-single-box e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"109a2ef\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b5b2755 icon-after elementor-widget elementor-widget-image\" data-id=\"b5b2755\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1200\" height=\"1200\" src=\"https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/12\/change-management-7378148-FFFFFF.svg\" class=\"attachment-full size-full wp-image-2788\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c90964d elementor-widget elementor-widget-heading\" data-id=\"c90964d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Implementation<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f21e391 elementor-widget elementor-widget-text-editor\" data-id=\"f21e391\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>We implement a comprehensive governance framework by integrating Collibra with advanced monitoring and automation tools. This includes setting up metadata management, role-based access controls, and automated workflows for streamlined operations. Our approach ensures a seamless rollout while minimizing disruptions, enabling teams to adopt the solution with ease.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-49a5a0e tetx-link-btn learn-link elementor-widget elementor-widget-button\" data-id=\"49a5a0e\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#contactdgstrategy\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"16\" height=\"17\" viewBox=\"0 0 16 17\" fill=\"none\"><path d=\"M14.6667 0.5C14.2667 0.5 14 0.633332 13.7333 0.899999L0.4 14.2333C-0.133333 14.7667 -0.133333 15.5667 0.4 16.1C0.933333 16.6333 1.73333 16.6333 2.26667 16.1L15.6 2.76667C16.1333 2.23333 16.1333 1.43333 15.6 0.899999C15.3333 0.633332 15.0667 0.5 14.6667 0.5Z\" fill=\"#70AD47\"><\/path><path d=\"M14.6663 0.499958H2.66634C1.86634 0.499958 1.33301 1.03329 1.33301 1.83329C1.33301 2.63329 1.86634 3.16662 2.66634 3.16662H13.333V13.8333C13.333 14.6333 13.8663 15.1666 14.6663 15.1666C15.4663 15.1666 15.9997 14.6333 15.9997 13.8333V1.83329C15.9997 1.03329 15.4663 0.499958 14.6663 0.499958Z\" fill=\"#70AD47\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Learn More<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c19d467 e-con-full solution-single-box e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"c19d467\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-41db721 icon-after elementor-widget elementor-widget-image\" data-id=\"41db721\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1200\" height=\"1200\" src=\"https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/12\/strategy-7426979-FFFFFF.svg\" class=\"attachment-full size-full wp-image-2789\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ea624cd elementor-widget elementor-widget-heading\" data-id=\"ea624cd\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Continuous Improvement<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f2e5fcb elementor-widget elementor-widget-text-editor\" data-id=\"f2e5fcb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>AI and ML governance is an evolving process. Our solution includes ongoing monitoring and updates to ensure models remain compliant and effective. We provide analytics to track performance, identify potential risks, and recommend enhancements, helping your organization stay aligned with regulatory changes and business goals.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-63d2aaf tetx-link-btn learn-link elementor-widget elementor-widget-button\" data-id=\"63d2aaf\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#contactdgstrategy\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"16\" height=\"17\" viewBox=\"0 0 16 17\" fill=\"none\"><path d=\"M14.6667 0.5C14.2667 0.5 14 0.633332 13.7333 0.899999L0.4 14.2333C-0.133333 14.7667 -0.133333 15.5667 0.4 16.1C0.933333 16.6333 1.73333 16.6333 2.26667 16.1L15.6 2.76667C16.1333 2.23333 16.1333 1.43333 15.6 0.899999C15.3333 0.633332 15.0667 0.5 14.6667 0.5Z\" fill=\"#70AD47\"><\/path><path d=\"M14.6663 0.499958H2.66634C1.86634 0.499958 1.33301 1.03329 1.33301 1.83329C1.33301 2.63329 1.86634 3.16662 2.66634 3.16662H13.333V13.8333C13.333 14.6333 13.8663 15.1666 14.6663 15.1666C15.4663 15.1666 15.9997 14.6333 15.9997 13.8333V1.83329C15.9997 1.03329 15.4663 0.499958 14.6663 0.499958Z\" fill=\"#70AD47\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Learn More<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-506dc65 solution-partners-sec e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"506dc65\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-51b3627 e-grid e-con-full wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"51b3627\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-f892de7 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"f892de7\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e77a188 elementor-widget elementor-widget-image\" data-id=\"e77a188\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"308\" src=\"https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/12\/IBM.png\" class=\"attachment-full size-full wp-image-2704\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ee47441 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"ee47441\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-efb7f28 elementor-widget elementor-widget-image\" data-id=\"efb7f28\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"138\" height=\"33\" src=\"https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/12\/Collibra1.svg\" class=\"attachment-full size-full wp-image-2705\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f3104bf e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"f3104bf\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9a76677 elementor-widget elementor-widget-image\" data-id=\"9a76677\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"216\" height=\"46\" src=\"https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/12\/Microsoft.png\" class=\"attachment-full size-full wp-image-2706\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2c37c3b e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"2c37c3b\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d875b70 elementor-widget elementor-widget-image\" data-id=\"d875b70\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"159\" height=\"56\" src=\"https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/12\/informatica-Logo.svg\" class=\"attachment-full size-full wp-image-2707\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d4ea6fd e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"d4ea6fd\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-82c9def elementor-widget elementor-widget-image\" data-id=\"82c9def\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"255\" height=\"71\" src=\"https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/12\/quest-logo.svg\" class=\"attachment-full size-full wp-image-2711\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-97d7b2a e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"97d7b2a\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1336bc0 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src=\"https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/12\/Databricks.svg\" class=\"attachment-full size-full wp-image-2710\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-undefined-b1d110a e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"undefined-b1d110a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-undefined-90bb93e e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"undefined-90bb93e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-undefined-8e24e95 elementor-widget-mobile__width-initial elementor-widget elementor-widget-image\" data-id=\"undefined-8e24e95\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"688\" src=\"https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/12\/dcna-collibra-screenshot-2-1024x881.webp\" class=\"attachment-large size-large wp-image-2815\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-undefined-3aba9e4 elementor-widget-mobile__width-initial elementor-widget elementor-widget-image\" data-id=\"undefined-3aba9e4\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"697\" src=\"https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/12\/dcna-collibra-screenshot-1-1024x892.png\" class=\"attachment-large size-large wp-image-2814\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-undefined-988bfa5 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"undefined-988bfa5\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-undefined-0568fd4 elementor-widget elementor-widget-heading\" data-id=\"undefined-0568fd4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">MLNinja<\/h1>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-undefined-c172f0b elementor-widget elementor-widget-text-editor\" data-id=\"undefined-c172f0b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>Our Solution at a Glance<\/strong><\/p><ul><li>Combines Collibra with performance monitoring tools for compliance and ethical checks.<\/li><li>Automates governance workflows to reduce manual effort and ensure consistency.<\/li><li>Scales to support dynamic organizational needs and evolving regulations.<\/li><\/ul><p>Partner with Data Ninjas to simplify AI &amp; ML governance while maximizing the impact of your AI initiatives. Contact us today to discover how we can help your organization stay ahead.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-undefined-ea15f25 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-vertical-align-top elementor-widget elementor-widget-icon-box\" data-id=\"undefined-ea15f25\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<link rel=\"stylesheet\" href=\"https:\/\/dataninjasinc.com\/wp-content\/plugins\/elementor\/assets\/css\/widget-icon-box.min.css\">\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon elementor-animation-\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-star\" viewBox=\"0 0 576 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M259.3 17.8L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tKey Features\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tExtensible operating model tailored for ML lifecycle data assets.<br>\nPredefined relationships between ML assets for complete data lineage and traceability.<br>\nWorkflows for model approval and production deployment.<br>\nTracking of datasets, feature management, and their impact on model effectiveness.<br>\nCentralized metadata management within a model registry.<br>\nMetadata ingestion from external ML libraries with custom ingestor support.<br>\nDefined processes for ML data lineage, including external data sources.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-undefined-5a3f56e elementor-position-left elementor-view-default elementor-mobile-position-top elementor-vertical-align-top elementor-widget elementor-widget-icon-box\" data-id=\"undefined-5a3f56e\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon elementor-animation-\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-star\" viewBox=\"0 0 576 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M259.3 17.8L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tOur Approach\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tMLNinja creates a top down operational model to deal with most ML lifecycles. The fully extensible model creates new data assets and relationships allowing full data lineage with total transparency. 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wpr-sticky-section-no e-con e-parent\" data-id=\"4ec8b10\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-70a6abe elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"70a6abe\" data-element_type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.23.0 - 15-07-2024 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1322\" height=\"793\" src=\"https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/07\/qtq80-lZqbQo.jpeg\" class=\"attachment-full size-full wp-image-2597\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4aabcc4 e-con-full slide-content e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"4aabcc4\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d27c396 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"d27c396\" data-element_type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.23.0 - 15-07-2024 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/dataninjasinc.com\/customer-story\/transforming-dg-strategy-national-retailer\/\">Transforming Data Governance Strategy for a Leading Convenience Retailer<\/a><\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-558cfda elementor-position-left customer-img elementor-vertical-align-top elementor-widget elementor-widget-image-box\" data-id=\"558cfda\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.23.0 - 15-07-2024 *\/\n.elementor-widget-image-box .elementor-image-box-content{width:100%}@media (min-width:768px){.elementor-widget-image-box.elementor-position-left .elementor-image-box-wrapper,.elementor-widget-image-box.elementor-position-right .elementor-image-box-wrapper{display:flex}.elementor-widget-image-box.elementor-position-right .elementor-image-box-wrapper{text-align:end;flex-direction:row-reverse}.elementor-widget-image-box.elementor-position-left .elementor-image-box-wrapper{text-align:start;flex-direction:row}.elementor-widget-image-box.elementor-position-top .elementor-image-box-img{margin:auto}.elementor-widget-image-box.elementor-vertical-align-top .elementor-image-box-wrapper{align-items:flex-start}.elementor-widget-image-box.elementor-vertical-align-middle .elementor-image-box-wrapper{align-items:center}.elementor-widget-image-box.elementor-vertical-align-bottom .elementor-image-box-wrapper{align-items:flex-end}}@media (max-width:767px){.elementor-widget-image-box .elementor-image-box-img{margin-left:auto!important;margin-right:auto!important;margin-bottom:15px}}.elementor-widget-image-box .elementor-image-box-img{display:inline-block}.elementor-widget-image-box .elementor-image-box-title a{color:inherit}.elementor-widget-image-box .elementor-image-box-wrapper{text-align:center}.elementor-widget-image-box .elementor-image-box-description{margin:0}<\/style><div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" src=\"https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/07\/machine-learning-slide-4.jpg\" title=\"\" alt=\"\" loading=\"lazy\" \/><\/figure><div class=\"elementor-image-box-content\"><div class=\"elementor-image-box-title\">Written by<\/div><p class=\"elementor-image-box-description\">Data Ninjas Compliance Team<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"2045\" class=\"elementor elementor-2045 swiper-slide e-loop-item e-loop-item-2685 post-2685 customer-story type-customer-story status-publish has-post-thumbnail hentry customer-story-tag-ccpa\" data-elementor-post-type=\"elementor_library\" role=\"group\" aria-roledescription=\"slide\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-4ec8b10 e-con-full success-box e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"4ec8b10\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-70a6abe elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"70a6abe\" data-element_type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1463\" src=\"https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/08\/data-catalog-hero-image-scaled.jpg\" class=\"attachment-full size-full wp-image-2687\" alt=\"\" srcset=\"https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/08\/data-catalog-hero-image-scaled.jpg 2560w, https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/08\/data-catalog-hero-image-1536x878.jpg 1536w, https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/08\/data-catalog-hero-image-2048x1170.jpg 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4aabcc4 e-con-full slide-content e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"4aabcc4\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d27c396 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"d27c396\" data-element_type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/dataninjasinc.com\/customer-story\/it-data-asset-inventory\/\">IT Solution for Analysis and Reporting of IT and Non-IT Data Assets<\/a><\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-558cfda elementor-position-left customer-img elementor-vertical-align-top elementor-widget elementor-widget-image-box\" data-id=\"558cfda\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" src=\"https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/07\/machine-learning-slide-4.jpg\" title=\"\" alt=\"\" loading=\"lazy\" \/><\/figure><div class=\"elementor-image-box-content\"><div class=\"elementor-image-box-title\">Written by<\/div><p class=\"elementor-image-box-description\">Data Ninjas Compliance Team<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"2045\" class=\"elementor elementor-2045 swiper-slide e-loop-item e-loop-item-2036 post-2036 customer-story type-customer-story status-publish has-post-thumbnail hentry customer-story-tag-ccpa\" data-elementor-post-type=\"elementor_library\" role=\"group\" aria-roledescription=\"slide\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-4ec8b10 e-con-full success-box e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"4ec8b10\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-70a6abe elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"70a6abe\" data-element_type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1357\" src=\"https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/07\/Data-Catalog-Project-Hero-Image-scaled.jpg\" class=\"attachment-full size-full wp-image-2679\" alt=\"\" srcset=\"https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/07\/Data-Catalog-Project-Hero-Image-scaled.jpg 2560w, https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/07\/Data-Catalog-Project-Hero-Image-1536x814.jpg 1536w, https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/07\/Data-Catalog-Project-Hero-Image-2048x1086.jpg 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4aabcc4 e-con-full slide-content e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"4aabcc4\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d27c396 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"d27c396\" data-element_type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/dataninjasinc.com\/customer-story\/it-data-catalog-national-wireless\/\">Implementing an IT Data Catalog for a National Wireless Carrier<\/a><\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-558cfda elementor-position-left customer-img elementor-vertical-align-top elementor-widget elementor-widget-image-box\" data-id=\"558cfda\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" src=\"https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/07\/Data-Compliance-Team.jpg\" title=\"\" alt=\"\" loading=\"lazy\" \/><\/figure><div class=\"elementor-image-box-content\"><div class=\"elementor-image-box-title\">Written by<\/div><p class=\"elementor-image-box-description\">Data Ninjas Compliance Team<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"2045\" class=\"elementor elementor-2045 swiper-slide e-loop-item e-loop-item-2025 post-2025 customer-story type-customer-story status-publish has-post-thumbnail hentry customer-story-tag-ccpa\" data-elementor-post-type=\"elementor_library\" role=\"group\" aria-roledescription=\"slide\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-4ec8b10 e-con-full success-box e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"4ec8b10\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-70a6abe elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"70a6abe\" data-element_type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1322\" height=\"793\" src=\"https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/07\/qtq80-lZqbQo.jpeg\" class=\"attachment-full size-full wp-image-2597\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4aabcc4 e-con-full slide-content e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"4aabcc4\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d27c396 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"d27c396\" data-element_type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/dataninjasinc.com\/customer-story\/ccpa-implementation-national-retailer\/\">CCPA Full Implementation for a International Convenience Retailer<\/a><\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-558cfda elementor-position-left customer-img elementor-vertical-align-top elementor-widget elementor-widget-image-box\" data-id=\"558cfda\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" src=\"https:\/\/dataninjasinc.com\/wp-content\/uploads\/2024\/07\/machine-learning-slide-4.jpg\" title=\"\" alt=\"\" loading=\"lazy\" \/><\/figure><div class=\"elementor-image-box-content\"><div class=\"elementor-image-box-title\">Written by<\/div><p class=\"elementor-image-box-description\">Data Ninjas Compliance Team<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-swiper-button elementor-swiper-button-prev\" role=\"button\" tabindex=\"0\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"14\" height=\"14\" viewBox=\"0 0 14 14\" 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elementor-element-1af2a411 e-con-full max-424 e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"1af2a411\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7882c9 slider-heading customer-heading elementor-widget elementor-widget-heading\" data-id=\"7882c9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Successful Customer Implementations<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2a6e860 innovative-solutions-sec after-none e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"2a6e860\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-86675b8 elementor-widget elementor-widget-heading\" data-id=\"86675b8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Latest Blog<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1295a4da elementor-grid-2 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-widget elementor-widget-loop-grid\" data-id=\"1295a4da\" data-element_type=\"widget\" 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.elementor-element.elementor-element-03e539b{width:auto;max-width:auto;}.elementor-1185 .elementor-element.elementor-element-03e539b > .elementor-widget-container{margin:0px 0px 0px 0px;padding:6px 27px 6px 27px;background-color:transparent;background-image:linear-gradient(90deg, #0070C0 0%, #70AD47 100%);border-radius:35px 35px 35px 35px;}.elementor-1185 .elementor-element.elementor-element-03e539b .elementor-icon-list-icon{width:14px;}.elementor-1185 .elementor-element.elementor-element-03e539b .elementor-icon-list-icon i{font-size:14px;}.elementor-1185 .elementor-element.elementor-element-03e539b .elementor-icon-list-icon svg{--e-icon-list-icon-size:14px;}.elementor-1185 .elementor-element.elementor-element-03e539b .elementor-icon-list-text, .elementor-1185 .elementor-element.elementor-element-03e539b .elementor-icon-list-text a{color:var( --e-global-color-43771d5 );}.elementor-1185 .elementor-element.elementor-element-03e539b .elementor-icon-list-item{font-family:\"Poppins\", Sans-serif;font-size:14px;font-weight:600;text-transform:uppercase;line-height:21px;}.elementor-1185 .elementor-element.elementor-element-26f0e2a{--display:flex;--background-transition:0.3s;}.elementor-1185 .elementor-element.elementor-element-667fc11 .elementor-icon-list-icon{width:14px;}.elementor-1185 .elementor-element.elementor-element-667fc11 .elementor-icon-list-icon i{font-size:14px;}.elementor-1185 .elementor-element.elementor-element-667fc11 .elementor-icon-list-icon svg{--e-icon-list-icon-size:14px;}.elementor-1185 .elementor-element.elementor-element-667fc11 .elementor-icon-list-text, .elementor-1185 .elementor-element.elementor-element-667fc11 .elementor-icon-list-text a{color:#737373;}.elementor-1185 .elementor-element.elementor-element-667fc11 .elementor-icon-list-item{font-family:\"Poppins\", Sans-serif;font-size:13px;font-weight:500;text-transform:uppercase;line-height:20px;}.elementor-1185 .elementor-element.elementor-element-b308a06{--display:flex;--background-transition:0.3s;border-style:none;--border-style:none;--padding-top:18px;--padding-bottom:18px;--padding-left:0px;--padding-right:0px;}.elementor-1185 .elementor-element.elementor-element-b308a06, .elementor-1185 .elementor-element.elementor-element-b308a06::before{--border-transition:0.3s;}.elementor-1185 .elementor-element.elementor-element-2990808 > .elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 12px 0px;}.elementor-1185 .elementor-element.elementor-element-5a8be66 > .elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 25px 0px;}.elementor-1185 .elementor-element.elementor-element-5a8be66 .elementor-widget-container{color:#737373;font-family:\"Poppins\", Sans-serif;font-size:15px;font-weight:500;line-height:22px;}.elementor-1185 .elementor-element.elementor-element-e8507f2 .elementor-button-content-wrapper{flex-direction:row-reverse;}.elementor-1185 .elementor-element.elementor-element-e8507f2 .elementor-button .elementor-button-content-wrapper{gap:10px;}.elementor-1185 .elementor-element.elementor-element-e8507f2 .elementor-button{font-family:\"Poppins\", Sans-serif;font-size:18px;font-weight:700;text-transform:capitalize;fill:#70AD47;color:#70AD47;background-color:#02010100;border-radius:0px 0px 0px 0px;padding:0px 0px 0px 0px;}.elementor-1185 .elementor-element.elementor-element-e8507f2 .elementor-button:hover, .elementor-1185 .elementor-element.elementor-element-e8507f2 .elementor-button:focus{color:var( --e-global-color-accent );}.elementor-1185 .elementor-element.elementor-element-e8507f2 .elementor-button:hover svg, .elementor-1185 .elementor-element.elementor-element-e8507f2 .elementor-button:focus svg{fill:var( --e-global-color-accent );}.elementor-1185 .elementor-element.elementor-element-46e58c8{--display:flex;--background-transition:0.3s;border-style:solid;--border-style:solid;border-width:1px 0px 0px 0px;--border-top-width:1px;--border-right-width:0px;--border-bottom-width:0px;--border-left-width:0px;border-color:#0000001C;--border-color:#0000001C;--padding-top:18px;--padding-bottom:0px;--padding-left:0px;--padding-right:0px;}.elementor-1185 .elementor-element.elementor-element-46e58c8, .elementor-1185 .elementor-element.elementor-element-46e58c8::before{--border-transition:0.3s;}.elementor-1185 .elementor-element.elementor-element-54b865a .elementor-icon-list-icon{width:14px;}.elementor-1185 .elementor-element.elementor-element-54b865a .elementor-icon-list-icon i{font-size:14px;}.elementor-1185 .elementor-element.elementor-element-54b865a .elementor-icon-list-icon svg{--e-icon-list-icon-size:14px;}.elementor-1185 .elementor-element.elementor-element-54b865a .elementor-icon-list-text, .elementor-1185 .elementor-element.elementor-element-54b865a .elementor-icon-list-text a{color:#737373;}.elementor-1185 .elementor-element.elementor-element-54b865a .elementor-icon-list-item{font-family:\"Poppins\", Sans-serif;font-size:16px;font-weight:500;line-height:24px;}@media(max-width:1024px){.elementor-1185 .elementor-element.elementor-element-65e88f9{--border-radius:20px 20px 20px 20px;--padding-top:20px;--padding-bottom:20px;--padding-left:20px;--padding-right:20px;}.elementor-1185 .elementor-element.elementor-element-f2f062f{--padding-top:0px;--padding-bottom:10px;--padding-left:0px;--padding-right:0px;}.elementor-1185 .elementor-element.elementor-element-b308a06{--padding-top:10px;--padding-bottom:10px;--padding-left:0px;--padding-right:0px;}.elementor-1185 .elementor-element.elementor-element-5a8be66 > .elementor-widget-container{padding:0px 0px 15px 0px;}.elementor-1185 .elementor-element.elementor-element-e8507f2 .elementor-button{font-size:16px;}.elementor-1185 .elementor-element.elementor-element-46e58c8{--padding-top:10px;--padding-bottom:0px;--padding-left:0px;--padding-right:0px;}.elementor-1185 .elementor-element.elementor-element-54b865a .elementor-icon-list-item{font-size:15px;line-height:22px;}}@media(max-width:767px){.elementor-1185 .elementor-element.elementor-element-f2f062f{--flex-wrap:nowrap;}}<\/style>\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"1185\" class=\"elementor elementor-1185 e-loop-item e-loop-item-2892 post-2892 post type-post status-publish format-standard has-post-thumbnail hentry category-blogs tag-best-practices tag-data-compliance tag-data-science tag-jaspersoft\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-65e88f9 e-con-full blog-card e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"65e88f9\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-f2f062f e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"f2f062f\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-2bb08b5 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"2bb08b5\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-03e539b elementor-widget__width-auto cat-btn elementor-widget elementor-widget-post-info\" data-id=\"03e539b\" data-element_type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<link rel=\"stylesheet\" href=\"https:\/\/dataninjasinc.com\/wp-content\/plugins\/elementor\/assets\/css\/widget-icon-list.min.css\"><link rel=\"stylesheet\" href=\"https:\/\/dataninjasinc.com\/wp-content\/plugins\/elementor-pro\/assets\/css\/widget-theme-elements.min.css?ver=1721323316\">\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-43e7ad7 elementor-inline-item\" itemprop=\"about\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-terms\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-post-info__terms-list\">\n\t\t\t\t<span class=\"elementor-post-info__terms-list-item\">Blogs<\/span>\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-26f0e2a e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"26f0e2a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-667fc11 elementor-align-right elementor-widget elementor-widget-post-info\" data-id=\"667fc11\" data-element_type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-1a7f6cf elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t<a href=\"https:\/\/dataninjasinc.com\/2025\/01\/07\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>January 7, 2025<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b308a06 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"b308a06\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2990808 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"2990808\" data-element_type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/dataninjasinc.com\/2025\/01\/dashboard-designs-principles-using-jaspersoft\/\">Dashboard Designs Principles using Jaspersoft<\/a><\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5a8be66 elementor-widget elementor-widget-theme-post-excerpt\" data-id=\"5a8be66\" data-element_type=\"widget\" data-widget_type=\"theme-post-excerpt.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\tAs Jaspersoft gains popularity, the challenge of designing effective dashboards and visualizations becomes more pressing. \t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e8507f2 blog-link elementor-widget elementor-widget-button\" data-id=\"e8507f2\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/dataninjasinc.com\/2025\/01\/dashboard-designs-principles-using-jaspersoft\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"16\" height=\"17\" viewBox=\"0 0 16 17\" fill=\"none\"><path d=\"M14.6667 0.5C14.2667 0.5 14 0.633332 13.7333 0.899999L0.4 14.2333C-0.133333 14.7667 -0.133333 15.5667 0.4 16.1C0.933333 16.6333 1.73333 16.6333 2.26667 16.1L15.6 2.76667C16.1333 2.23333 16.1333 1.43333 15.6 0.899999C15.3333 0.633332 15.0667 0.5 14.6667 0.5Z\" fill=\"#70AD47\"><\/path><path d=\"M14.6663 0.499958H2.66634C1.86634 0.499958 1.33301 1.03329 1.33301 1.83329C1.33301 2.63329 1.86634 3.16662 2.66634 3.16662H13.333V13.8333C13.333 14.6333 13.8663 15.1666 14.6663 15.1666C15.4663 15.1666 15.9997 14.6333 15.9997 13.8333V1.83329C15.9997 1.03329 15.4663 0.499958 14.6663 0.499958Z\" fill=\"#70AD47\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Read More<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-46e58c8 e-con-full blog-tag-row e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"46e58c8\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-54b865a blog-tag elementor-widget elementor-widget-post-info\" data-id=\"54b865a\" data-element_type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-f42b33f elementor-inline-item\" itemprop=\"about\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-terms\">\n\t\t\t\t\t\t\t<span class=\"elementor-post-info__item-prefix\">Tags :<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-post-info__terms-list\">\n\t\t\t\t<span class=\"elementor-post-info__terms-list-item\">Best Practices<\/span>, <span class=\"elementor-post-info__terms-list-item\">Data Compliance<\/span>, <span class=\"elementor-post-info__terms-list-item\">data science<\/span>, <span class=\"elementor-post-info__terms-list-item\">Jaspersoft<\/span>\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"1185\" class=\"elementor elementor-1185 e-loop-item e-loop-item-2890 post-2890 post type-post status-publish format-standard has-post-thumbnail hentry category-blogs tag-best-practices tag-data-compliance tag-data-management tag-data-science\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-65e88f9 e-con-full blog-card e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"65e88f9\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-f2f062f e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"f2f062f\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-2bb08b5 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"2bb08b5\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-03e539b elementor-widget__width-auto cat-btn elementor-widget elementor-widget-post-info\" data-id=\"03e539b\" data-element_type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-43e7ad7 elementor-inline-item\" itemprop=\"about\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-terms\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-post-info__terms-list\">\n\t\t\t\t<span class=\"elementor-post-info__terms-list-item\">Blogs<\/span>\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-26f0e2a e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"26f0e2a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-667fc11 elementor-align-right elementor-widget elementor-widget-post-info\" data-id=\"667fc11\" data-element_type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-1a7f6cf elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t<a href=\"https:\/\/dataninjasinc.com\/2025\/01\/06\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>January 6, 2025<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b308a06 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"b308a06\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2990808 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"2990808\" data-element_type=\"widget\" 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However, merely analyzing data doesn\u2019t always lead to actionable decisions. To become a data-driven decision-making organization, it\u2019s essential to grasp the core of data science and its role in decision-making.\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e8507f2 blog-link elementor-widget elementor-widget-button\" data-id=\"e8507f2\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/dataninjasinc.com\/2025\/01\/data-science-for-everyone\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"16\" height=\"17\" viewBox=\"0 0 16 17\" fill=\"none\"><path d=\"M14.6667 0.5C14.2667 0.5 14 0.633332 13.7333 0.899999L0.4 14.2333C-0.133333 14.7667 -0.133333 15.5667 0.4 16.1C0.933333 16.6333 1.73333 16.6333 2.26667 16.1L15.6 2.76667C16.1333 2.23333 16.1333 1.43333 15.6 0.899999C15.3333 0.633332 15.0667 0.5 14.6667 0.5Z\" fill=\"#70AD47\"><\/path><path d=\"M14.6663 0.499958H2.66634C1.86634 0.499958 1.33301 1.03329 1.33301 1.83329C1.33301 2.63329 1.86634 3.16662 2.66634 3.16662H13.333V13.8333C13.333 14.6333 13.8663 15.1666 14.6663 15.1666C15.4663 15.1666 15.9997 14.6333 15.9997 13.8333V1.83329C15.9997 1.03329 15.4663 0.499958 14.6663 0.499958Z\" fill=\"#70AD47\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Read More<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-46e58c8 e-con-full blog-tag-row e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"46e58c8\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-54b865a blog-tag elementor-widget elementor-widget-post-info\" data-id=\"54b865a\" data-element_type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-f42b33f elementor-inline-item\" itemprop=\"about\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-terms\">\n\t\t\t\t\t\t\t<span class=\"elementor-post-info__item-prefix\">Tags :<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-post-info__terms-list\">\n\t\t\t\t<span class=\"elementor-post-info__terms-list-item\">Best Practices<\/span>, <span class=\"elementor-post-info__terms-list-item\">Data Compliance<\/span>, <span class=\"elementor-post-info__terms-list-item\">data management<\/span>, <span class=\"elementor-post-info__terms-list-item\">data science<\/span>\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-55a58f68 elementor-align-center web-btn elementor-widget elementor-widget-button\" data-id=\"55a58f68\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/dataninjasinc.com\/blog\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">View More<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-179228a9 contact-ninja-sec  e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"179228a9\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-3022804 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"3022804\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-628c2086 elementor-widget elementor-widget-heading\" data-id=\"628c2086\" data-element_type=\"widget\" id=\"contactdgstrategy\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Contact Data Ninjas<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2efd31d9 elementor-widget elementor-widget-text-editor\" data-id=\"2efd31d9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Regardless of the data governance you choose, we will deliver sustainable results for you!<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-34bf3691 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"34bf3691\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-712e81a8 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"712e81a8\" data-element_type=\"container\">\n\t\t\t\t<div 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Data Ninjas offers a custom solution, leveraging Collibra and other advanced tools, to ensure AI and ML models are transparent, trustworthy, and compliant. Our solution addresses the need for effective oversight in model lifecycle management while fostering responsible AI practices. The need for AI &amp; ML governance arises from the complexities of managing models throughout their lifecycle\u2014from development and deployment to monitoring and retirement. Without proper governance, organizations risk facing issues like model bias, regulatory non-compliance, lack of accountability, and data integrity problems. Our solution is designed to provide end-to-end oversight, helping organizations mitigate these risks while fostering a culture of responsible AI use. AI &#038; ML Governance Assessments Our solution begins with a thorough assessment of your current AI and ML governance framework. Data Ninjas evaluates your model lifecycle, compliance requirements, and existing tools to identify gaps and opportunities. This phase includes mapping data lineage, auditing workflows, and understanding stakeholder needs to create a tailored governance strategy. Learn More Implementation We implement a comprehensive governance framework by integrating Collibra with advanced monitoring and automation tools. This includes setting up metadata management, role-based access controls, and automated workflows for streamlined operations. Our approach ensures a seamless rollout while minimizing disruptions, enabling teams to adopt the solution with ease. Learn More Continuous Improvement AI and ML governance is an evolving process. Our solution includes ongoing monitoring and updates to ensure models remain compliant and effective. We provide analytics to track performance, identify potential risks, and recommend enhancements, helping your organization stay aligned with regulatory changes and business goals. Learn More MLNinja Our Solution at a Glance Combines Collibra with performance monitoring tools for compliance and ethical checks. Automates governance workflows to reduce manual effort and ensure consistency. Scales to support dynamic organizational needs and evolving regulations. Partner with Data Ninjas to simplify AI &amp; ML governance while maximizing the impact of your AI initiatives. Contact us today to discover how we can help your organization stay ahead. Key Features Extensible operating model tailored for ML lifecycle data assets. Predefined relationships between ML assets for complete data lineage and traceability. Workflows for model approval and production deployment. Tracking of datasets, feature management, and their impact on model effectiveness. Centralized metadata management within a model registry. Metadata ingestion from external ML libraries with custom ingestor support. Defined processes for ML data lineage, including external data sources. Our Approach MLNinja creates a top down operational model to deal with most ML lifecycles. The fully extensible model creates new data assets and relationships allowing full data lineage with total transparency. This allows governing and tracking all ML changes over an extended period of time with historical audit capability. Successful Customer Implementations Latest Blog View More Contact Data Ninjas Regardless of the data governance you choose, we will deliver sustainable results for you!<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","footnotes":""},"class_list":["post-2809","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.10 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>ai-ml-governance - Data Ninjas inc.<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dataninjasinc.com\/ai-ml-governance\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"ai-ml-governance - Data Ninjas inc.\" \/>\n<meta property=\"og:description\" content=\"AI &amp; ML Governance Solutions Empower Your Data Strategy: Expert Advisory for Effective &#038; Sustainable Data Governance In today\u2019s AI-driven world, governing machine learning (ML) models is a critical challenge for organizations. Data Ninjas offers a custom solution, leveraging Collibra and other advanced tools, to ensure AI and ML models are transparent, trustworthy, and compliant. Our solution addresses the need for effective oversight in model lifecycle management while fostering responsible AI practices. The need for AI &amp; ML governance arises from the complexities of managing models throughout their lifecycle\u2014from development and deployment to monitoring and retirement. Without proper governance, organizations risk facing issues like model bias, regulatory non-compliance, lack of accountability, and data integrity problems. Our solution is designed to provide end-to-end oversight, helping organizations mitigate these risks while fostering a culture of responsible AI use. AI &#038; ML Governance Assessments Our solution begins with a thorough assessment of your current AI and ML governance framework. Data Ninjas evaluates your model lifecycle, compliance requirements, and existing tools to identify gaps and opportunities. This phase includes mapping data lineage, auditing workflows, and understanding stakeholder needs to create a tailored governance strategy. Learn More Implementation We implement a comprehensive governance framework by integrating Collibra with advanced monitoring and automation tools. This includes setting up metadata management, role-based access controls, and automated workflows for streamlined operations. Our approach ensures a seamless rollout while minimizing disruptions, enabling teams to adopt the solution with ease. Learn More Continuous Improvement AI and ML governance is an evolving process. Our solution includes ongoing monitoring and updates to ensure models remain compliant and effective. We provide analytics to track performance, identify potential risks, and recommend enhancements, helping your organization stay aligned with regulatory changes and business goals. Learn More MLNinja Our Solution at a Glance Combines Collibra with performance monitoring tools for compliance and ethical checks. Automates governance workflows to reduce manual effort and ensure consistency. Scales to support dynamic organizational needs and evolving regulations. Partner with Data Ninjas to simplify AI &amp; ML governance while maximizing the impact of your AI initiatives. Contact us today to discover how we can help your organization stay ahead. Key Features Extensible operating model tailored for ML lifecycle data assets. Predefined relationships between ML assets for complete data lineage and traceability. Workflows for model approval and production deployment. Tracking of datasets, feature management, and their impact on model effectiveness. Centralized metadata management within a model registry. Metadata ingestion from external ML libraries with custom ingestor support. Defined processes for ML data lineage, including external data sources. Our Approach MLNinja creates a top down operational model to deal with most ML lifecycles. The fully extensible model creates new data assets and relationships allowing full data lineage with total transparency. This allows governing and tracking all ML changes over an extended period of time with historical audit capability. 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Data Ninjas offers a custom solution, leveraging Collibra and other advanced tools, to ensure AI and ML models are transparent, trustworthy, and compliant. Our solution addresses the need for effective oversight in model lifecycle management while fostering responsible AI practices. The need for AI &amp; ML governance arises from the complexities of managing models throughout their lifecycle\u2014from development and deployment to monitoring and retirement. Without proper governance, organizations risk facing issues like model bias, regulatory non-compliance, lack of accountability, and data integrity problems. Our solution is designed to provide end-to-end oversight, helping organizations mitigate these risks while fostering a culture of responsible AI use. AI &#038; ML Governance Assessments Our solution begins with a thorough assessment of your current AI and ML governance framework. Data Ninjas evaluates your model lifecycle, compliance requirements, and existing tools to identify gaps and opportunities. This phase includes mapping data lineage, auditing workflows, and understanding stakeholder needs to create a tailored governance strategy. Learn More Implementation We implement a comprehensive governance framework by integrating Collibra with advanced monitoring and automation tools. This includes setting up metadata management, role-based access controls, and automated workflows for streamlined operations. Our approach ensures a seamless rollout while minimizing disruptions, enabling teams to adopt the solution with ease. Learn More Continuous Improvement AI and ML governance is an evolving process. Our solution includes ongoing monitoring and updates to ensure models remain compliant and effective. We provide analytics to track performance, identify potential risks, and recommend enhancements, helping your organization stay aligned with regulatory changes and business goals. Learn More MLNinja Our Solution at a Glance Combines Collibra with performance monitoring tools for compliance and ethical checks. Automates governance workflows to reduce manual effort and ensure consistency. Scales to support dynamic organizational needs and evolving regulations. Partner with Data Ninjas to simplify AI &amp; ML governance while maximizing the impact of your AI initiatives. Contact us today to discover how we can help your organization stay ahead. Key Features Extensible operating model tailored for ML lifecycle data assets. Predefined relationships between ML assets for complete data lineage and traceability. Workflows for model approval and production deployment. Tracking of datasets, feature management, and their impact on model effectiveness. Centralized metadata management within a model registry. Metadata ingestion from external ML libraries with custom ingestor support. Defined processes for ML data lineage, including external data sources. Our Approach MLNinja creates a top down operational model to deal with most ML lifecycles. The fully extensible model creates new data assets and relationships allowing full data lineage with total transparency. This allows governing and tracking all ML changes over an extended period of time with historical audit capability. 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