{"id":3557,"date":"2025-09-09T15:12:09","date_gmt":"2025-09-09T09:42:09","guid":{"rendered":"https:\/\/symbizsolutions.com\/academy\/?page_id=3557"},"modified":"2025-09-22T15:30:04","modified_gmt":"2025-09-22T10:00:04","slug":"ai-governance-foundation","status":"publish","type":"page","link":"https:\/\/symbizsolutions.com\/academy\/ai-governance-foundation\/","title":{"rendered":"AI Governance Foundation"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"3557\" class=\"elementor elementor-3557\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5217664c elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"5217664c\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-638c30a4\" data-id=\"638c30a4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7809928b elementor-widget elementor-widget-heading\" data-id=\"7809928b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">AI Governance Foundations<span style=\"font-style: inherit\"><\/span><br><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-59fffd04 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"59fffd04\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-4d4b431b\" data-id=\"4d4b431b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-526781a4 elementor-widget elementor-widget-heading\" data-id=\"526781a4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">About the Course<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-adf81f8 elementor-widget elementor-widget-text-editor\" data-id=\"adf81f8\" data-element_type=\"widget\" data-e-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\t\t<p>This introduces AI fundamentals, governance principles, and global regulations, while covering lifecycle governance, risk assessment, and responsible AI tools. It combines theory with case studies, practical exercises, and an assessment to equip participants with actionable skills in AI governance.<\/p>\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-7de08610 elementor-widget elementor-widget-heading\" data-id=\"7de08610\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Duration: 16 hours<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b950eeb elementor-widget elementor-widget-heading\" data-id=\"3b950eeb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Mode: Classroom or Online Session<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-807ff88 elementor-tabs-view-horizontal elementor-widget elementor-widget-tabs\" data-id=\"807ff88\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"tabs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-tabs\">\n\t\t\t<div class=\"elementor-tabs-wrapper\" role=\"tablist\" >\n\t\t\t\t\t\t\t\t\t<div id=\"elementor-tab-title-1341\" class=\"elementor-tab-title elementor-tab-desktop-title\" aria-selected=\"true\" data-tab=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"elementor-tab-content-1341\" aria-expanded=\"false\">Outline<\/div>\n\t\t\t\t\t\t\t\t\t<div id=\"elementor-tab-title-1342\" class=\"elementor-tab-title elementor-tab-desktop-title\" aria-selected=\"false\" data-tab=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-1342\" aria-expanded=\"false\">Who can Join<\/div>\n\t\t\t\t\t\t\t\t\t<div id=\"elementor-tab-title-1343\" class=\"elementor-tab-title elementor-tab-desktop-title\" aria-selected=\"false\" data-tab=\"3\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-1343\" aria-expanded=\"false\">Course Outcome<\/div>\n\t\t\t\t\t\t\t\t\t<div id=\"elementor-tab-title-1344\" class=\"elementor-tab-title elementor-tab-desktop-title\" aria-selected=\"false\" data-tab=\"4\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-1344\" aria-expanded=\"false\">Instructor<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t<div class=\"elementor-tabs-content-wrapper\" role=\"tablist\" aria-orientation=\"vertical\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-tab-title elementor-tab-mobile-title\" aria-selected=\"true\" data-tab=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"elementor-tab-content-1341\" aria-expanded=\"false\">Outline<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1341\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1341\" tabindex=\"0\" hidden=\"false\"><h3 data-start=\"137\" data-end=\"178\">Foundations of AI and AI Governance<\/h3><ul data-start=\"179\" data-end=\"407\"><li data-start=\"179\" data-end=\"237\"><p data-start=\"181\" data-end=\"237\">What is AI? (Basics of ML, NLP, computer vision, etc.)<\/p><\/li><li data-start=\"238\" data-end=\"283\"><p data-start=\"240\" data-end=\"283\">Difference between AI, ML, and automation<\/p><\/li><li data-start=\"284\" data-end=\"313\"><p data-start=\"286\" data-end=\"313\">Why AI governance matters<\/p><\/li><li data-start=\"314\" data-end=\"347\"><p data-start=\"316\" data-end=\"347\">Risks and opportunities of AI<\/p><\/li><li data-start=\"348\" data-end=\"407\"><p data-start=\"350\" data-end=\"407\">Definitions: ethical AI, responsible AI, trustworthy AI<\/p><\/li><\/ul><h3 data-start=\"409\" data-end=\"443\">Principles of Responsible AI<\/h3><ul data-start=\"444\" data-end=\"673\"><li data-start=\"444\" data-end=\"673\"><p data-start=\"446\" data-end=\"464\">Core principles:<\/p><ul data-start=\"467\" data-end=\"673\"><li data-start=\"467\" data-end=\"479\"><p data-start=\"469\" data-end=\"479\">Fairness<\/p><\/li><li data-start=\"482\" data-end=\"498\"><p data-start=\"484\" data-end=\"498\">Transparency<\/p><\/li><li data-start=\"501\" data-end=\"519\"><p data-start=\"503\" data-end=\"519\">Accountability<\/p><\/li><li data-start=\"522\" data-end=\"533\"><p data-start=\"524\" data-end=\"533\">Privacy<\/p><\/li><li data-start=\"536\" data-end=\"561\"><p data-start=\"538\" data-end=\"561\">Safety and robustness<\/p><\/li><li data-start=\"564\" data-end=\"583\"><p data-start=\"566\" data-end=\"583\">Human oversight<\/p><\/li><li data-start=\"586\" data-end=\"673\"><p data-start=\"588\" data-end=\"673\">Aligning with company values or public standards (e.g., OECD, EU AI Act, ISO 42001)<\/p><\/li><\/ul><\/li><\/ul><h3 data-start=\"675\" data-end=\"710\">AI Regulations and Compliance<\/h3><ul data-start=\"711\" data-end=\"1036\"><li data-start=\"711\" data-end=\"1036\"><p data-start=\"713\" data-end=\"749\">Overview of global AI regulations:<\/p><ul data-start=\"752\" data-end=\"1036\"><li data-start=\"752\" data-end=\"765\"><p data-start=\"754\" data-end=\"765\">EU AI Act<\/p><\/li><li data-start=\"768\" data-end=\"821\"><p data-start=\"770\" data-end=\"821\">GDPR (as it applies to automated decision-making)<\/p><\/li><li data-start=\"824\" data-end=\"861\"><p data-start=\"826\" data-end=\"861\">NIST AI Risk Management Framework<\/p><\/li><li data-start=\"864\" data-end=\"905\"><p data-start=\"866\" data-end=\"905\">ISO\/IEC 42001 (AI management systems)<\/p><\/li><li data-start=\"908\" data-end=\"973\"><p data-start=\"910\" data-end=\"973\">Industry-specific regulations (e.g., finance, healthcare, HR)<\/p><\/li><li data-start=\"976\" data-end=\"1036\"><p data-start=\"978\" data-end=\"1036\">Obligations for high-risk and general-purpose AI systems<\/p><\/li><\/ul><\/li><\/ul><h3 data-start=\"1038\" data-end=\"1075\">Governance Structures and Roles<\/h3><ul data-start=\"1076\" data-end=\"1309\"><li data-start=\"1076\" data-end=\"1102\"><p data-start=\"1078\" data-end=\"1102\">What is AI governance?<\/p><\/li><li data-start=\"1103\" data-end=\"1137\"><p data-start=\"1105\" data-end=\"1137\">Internal governance frameworks<\/p><\/li><li data-start=\"1138\" data-end=\"1309\"><p data-start=\"1140\" data-end=\"1150\">Role of:<\/p><ul data-start=\"1153\" data-end=\"1309\"><li data-start=\"1153\" data-end=\"1172\"><p data-start=\"1155\" data-end=\"1172\">AI ethics board<\/p><\/li><li data-start=\"1175\" data-end=\"1202\"><p data-start=\"1177\" data-end=\"1202\">Data protection officer<\/p><\/li><li data-start=\"1205\" data-end=\"1228\"><p data-start=\"1207\" data-end=\"1228\">AI product managers<\/p><\/li><li data-start=\"1231\" data-end=\"1262\"><p data-start=\"1233\" data-end=\"1262\">Model risk management teams<\/p><\/li><li data-start=\"1265\" data-end=\"1309\"><p data-start=\"1267\" data-end=\"1309\">Decision rights and escalation processes<\/p><\/li><\/ul><\/li><\/ul><h3 data-start=\"1311\" data-end=\"1340\">AI Lifecycle Governance<\/h3><ul data-start=\"1341\" data-end=\"1671\"><li data-start=\"1341\" data-end=\"1538\"><p data-start=\"1343\" data-end=\"1376\">How to govern AI at each stage:<\/p><ul data-start=\"1379\" data-end=\"1538\"><li data-start=\"1379\" data-end=\"1409\"><p data-start=\"1381\" data-end=\"1409\">Data collection &amp; labeling<\/p><\/li><li data-start=\"1412\" data-end=\"1444\"><p data-start=\"1414\" data-end=\"1444\">Model design and development<\/p><\/li><li data-start=\"1447\" data-end=\"1473\"><p data-start=\"1449\" data-end=\"1473\">Testing and validation<\/p><\/li><li data-start=\"1476\" data-end=\"1506\"><p data-start=\"1478\" data-end=\"1506\">Deployment and integration<\/p><\/li><li data-start=\"1509\" data-end=\"1538\"><p data-start=\"1511\" data-end=\"1538\">Monitoring and retirement<\/p><\/li><\/ul><\/li><li data-start=\"1539\" data-end=\"1671\"><p data-start=\"1541\" data-end=\"1564\">Tools for governance:<\/p><ul data-start=\"1567\" data-end=\"1671\"><li data-start=\"1567\" data-end=\"1582\"><p data-start=\"1569\" data-end=\"1582\">Model cards<\/p><\/li><li data-start=\"1585\" data-end=\"1612\"><p data-start=\"1587\" data-end=\"1612\">Datasheets for datasets<\/p><\/li><li data-start=\"1615\" data-end=\"1631\"><p data-start=\"1617\" data-end=\"1631\">Audit trails<\/p><\/li><li data-start=\"1634\" data-end=\"1671\"><p data-start=\"1636\" data-end=\"1671\">Version control and documentation<\/p><\/li><\/ul><\/li><\/ul><h3 data-start=\"1673\" data-end=\"1716\">Risk Management and Impact Assessment<\/h3><ul data-start=\"1717\" data-end=\"2061\"><li data-start=\"1717\" data-end=\"1873\"><p data-start=\"1719\" data-end=\"1768\">How to identify, assess, and mitigate AI risks:<\/p><ul data-start=\"1771\" data-end=\"1873\"><li data-start=\"1771\" data-end=\"1798\"><p data-start=\"1773\" data-end=\"1798\">Bias and discrimination<\/p><\/li><li data-start=\"1801\" data-end=\"1824\"><p data-start=\"1803\" data-end=\"1824\">Explainability gaps<\/p><\/li><li data-start=\"1827\" data-end=\"1855\"><p data-start=\"1829\" data-end=\"1855\">Security vulnerabilities<\/p><\/li><li data-start=\"1858\" data-end=\"1873\"><p data-start=\"1860\" data-end=\"1873\">Model drift<\/p><\/li><\/ul><\/li><li data-start=\"1874\" data-end=\"2061\"><p data-start=\"1876\" data-end=\"1894\">Introduction to:<\/p><ul data-start=\"1897\" data-end=\"2061\"><li data-start=\"1897\" data-end=\"1938\"><p data-start=\"1899\" data-end=\"1938\">Algorithmic Impact Assessments (AIAs)<\/p><\/li><li data-start=\"1941\" data-end=\"1987\"><p data-start=\"1943\" data-end=\"1987\">Data protection impact assessments (DPIAs)<\/p><\/li><li data-start=\"1990\" data-end=\"2061\"><p data-start=\"1992\" data-end=\"2061\">Risk scoring and categorization (e.g., low-, medium-, high-risk AI)<\/p><\/li><\/ul><\/li><\/ul><h3 data-start=\"2063\" data-end=\"2110\">Tools and Technologies for Responsible AI<\/h3><ul data-start=\"2111\" data-end=\"2329\"><li data-start=\"2111\" data-end=\"2176\"><p data-start=\"2113\" data-end=\"2176\">Fairness and bias detection tools (e.g., Fairlearn, Aequitas)<\/p><\/li><li data-start=\"2177\" data-end=\"2220\"><p data-start=\"2179\" data-end=\"2220\">Explainability tools (e.g., SHAP, LIME)<\/p><\/li><li data-start=\"2221\" data-end=\"2276\"><p data-start=\"2223\" data-end=\"2276\">Model monitoring platforms (e.g., Fiddler, WhyLabs)<\/p><\/li><li data-start=\"2277\" data-end=\"2329\"><p data-start=\"2279\" data-end=\"2329\">Governance platforms (e.g., Credo AI, Arthur AI)<\/p><\/li><\/ul><h3 data-start=\"2331\" data-end=\"2373\">Human Oversight and Escalation Paths<\/h3><ul data-start=\"2374\" data-end=\"2533\"><li data-start=\"2374\" data-end=\"2415\"><p data-start=\"2376\" data-end=\"2415\">Designing &#8220;human-in-the-loop&#8221; systems<\/p><\/li><li data-start=\"2416\" data-end=\"2458\"><p data-start=\"2418\" data-end=\"2458\">Decision override and review processes<\/p><\/li><li data-start=\"2459\" data-end=\"2487\"><p data-start=\"2461\" data-end=\"2487\">Red flags for escalation<\/p><\/li><li data-start=\"2488\" data-end=\"2533\"><p data-start=\"2490\" data-end=\"2533\">Incident response playbooks for AI errors<\/p><\/li><\/ul><h3 data-start=\"2535\" data-end=\"2571\">Communication and Transparency<\/h3><ul data-start=\"2572\" data-end=\"2756\"><li data-start=\"2572\" data-end=\"2615\"><p data-start=\"2574\" data-end=\"2615\">Explaining AI decisions to stakeholders<\/p><\/li><li data-start=\"2616\" data-end=\"2658\"><p data-start=\"2618\" data-end=\"2658\">Communicating AI limitations and risks<\/p><\/li><li data-start=\"2659\" data-end=\"2691\"><p data-start=\"2661\" data-end=\"2691\">Disclosures and user notices<\/p><\/li><li data-start=\"2692\" data-end=\"2756\"><p data-start=\"2694\" data-end=\"2756\">Engaging external stakeholders (e.g., regulators, customers)<\/p><\/li><\/ul><h3 data-start=\"2758\" data-end=\"2800\">Case Studies and Practical Exercises<\/h3><ul data-start=\"2801\" data-end=\"3025\"><li data-start=\"2801\" data-end=\"2880\"><p data-start=\"2803\" data-end=\"2880\">Real-world failures (e.g., biased recruiting AI, facial recognition misuse)<\/p><\/li><li data-start=\"2881\" data-end=\"3025\"><p data-start=\"2883\" data-end=\"2904\">Hands-on exercises:<\/p><ul data-start=\"2907\" data-end=\"3025\"><li data-start=\"2907\" data-end=\"2945\"><p data-start=\"2909\" data-end=\"2945\">Performing a model risk assessment<\/p><\/li><li data-start=\"2948\" data-end=\"2984\"><p data-start=\"2950\" data-end=\"2984\">Designing an AI review checklist<\/p><\/li><li data-start=\"2987\" data-end=\"3025\"><p data-start=\"2989\" data-end=\"3025\">Simulating an AI incident response<\/p><\/li><\/ul><\/li><\/ul><\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-tab-title elementor-tab-mobile-title\" aria-selected=\"false\" data-tab=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-1342\" aria-expanded=\"false\">Who can Join<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1342\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1342\" tabindex=\"0\" hidden=\"hidden\"><div class=\"ul-li-content-clp\"><ul><li data-start=\"55\" data-end=\"120\"><p data-start=\"57\" data-end=\"120\">Business leaders &amp; executives (CEOs, founders, board members)<\/p><\/li><li data-start=\"121\" data-end=\"172\"><p data-start=\"123\" data-end=\"172\">Policy makers, regulators &amp; compliance officers<\/p><\/li><li data-start=\"173\" data-end=\"228\"><p data-start=\"175\" data-end=\"228\">AI\/ML engineers, data scientists &amp; product managers<\/p><\/li><li data-start=\"229\" data-end=\"295\"><p data-start=\"231\" data-end=\"295\">Model risk managers &amp; AI product leads in regulated industries<\/p><\/li><li data-start=\"296\" data-end=\"350\"><p data-start=\"298\" data-end=\"350\">AI ethics board members &amp; governance professionals<\/p><\/li><li data-start=\"351\" data-end=\"386\"><p data-start=\"353\" data-end=\"386\">Data protection officers (DPOs)<\/p><\/li><li data-start=\"387\" data-end=\"446\"><p data-start=\"389\" data-end=\"446\">Academics, students &amp; researchers in AI, law, or ethics<\/p><\/li><li data-start=\"447\" data-end=\"531\" data-is-last-node=\"\"><p data-start=\"449\" data-end=\"531\" data-is-last-node=\"\">Professionals in high-risk sectors (finance, healthcare, HR, defense, education)<\/p><\/li><\/ul><\/div><\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-tab-title elementor-tab-mobile-title\" aria-selected=\"false\" data-tab=\"3\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-1343\" aria-expanded=\"false\">Course Outcome<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1343\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1343\" tabindex=\"0\" hidden=\"hidden\"><p><strong>What you will learn<\/strong><\/p><ul><li data-start=\"85\" data-end=\"151\"><p data-start=\"87\" data-end=\"151\">Understand the <strong data-start=\"102\" data-end=\"148\">basics of AI, ML, NLP, and computer vision<\/strong>.<\/p><\/li><li data-start=\"152\" data-end=\"205\"><p data-start=\"154\" data-end=\"205\">Differentiate between <strong data-start=\"176\" data-end=\"202\">AI, ML, and automation<\/strong>.<\/p><\/li><li data-start=\"206\" data-end=\"284\"><p data-start=\"208\" data-end=\"284\">Gain knowledge of <strong data-start=\"226\" data-end=\"281\">ethical, responsible, and trustworthy AI principles<\/strong>.<\/p><\/li><li data-start=\"285\" data-end=\"427\"><p data-start=\"287\" data-end=\"427\">Learn the <strong data-start=\"297\" data-end=\"334\">core principles of Responsible AI<\/strong>: fairness, transparency, accountability, privacy, safety, robustness, and human oversight.<\/p><\/li><li data-start=\"428\" data-end=\"547\"><p data-start=\"430\" data-end=\"547\">Familiarize with <strong data-start=\"447\" data-end=\"498\">global AI regulations and compliance frameworks<\/strong> (EU AI Act, GDPR, NIST AI RMF, ISO\/IEC 42001).<\/p><\/li><li data-start=\"548\" data-end=\"626\"><p data-start=\"550\" data-end=\"626\">Understand <strong data-start=\"561\" data-end=\"597\">industry-specific AI obligations<\/strong> (finance, healthcare, HR).<\/p><\/li><li data-start=\"627\" data-end=\"734\"><p data-start=\"629\" data-end=\"734\">Learn to <strong data-start=\"638\" data-end=\"682\">design internal AI governance structures<\/strong> (ethics boards, DPO roles, escalation processes).<\/p><\/li><li data-start=\"735\" data-end=\"852\"><p data-start=\"737\" data-end=\"852\">Manage the <strong data-start=\"748\" data-end=\"775\">AI lifecycle governance<\/strong>: data, model development, testing, deployment, monitoring, and retirement.<\/p><\/li><li data-start=\"853\" data-end=\"955\"><p data-start=\"855\" data-end=\"955\">Apply tools like <strong data-start=\"872\" data-end=\"934\">model cards, datasheets, audit trails, and version control<\/strong> for AI governance.<\/p><\/li><li data-start=\"956\" data-end=\"1038\"><p data-start=\"958\" data-end=\"1038\">Conduct <strong data-start=\"966\" data-end=\"989\">AI risk assessments<\/strong> (bias, explainability, security, model drift).<\/p><\/li><li data-start=\"1039\" data-end=\"1135\"><p data-start=\"1041\" data-end=\"1135\">Use <strong data-start=\"1045\" data-end=\"1102\">AI fairness, bias detection, and explainability tools<\/strong> (e.g., SHAP, LIME, Fairlearn).<\/p><\/li><li data-start=\"1136\" data-end=\"1203\"><p data-start=\"1138\" data-end=\"1203\">Develop <strong data-start=\"1146\" data-end=\"1175\">human-in-the-loop systems<\/strong> and escalation processes.<\/p><\/li><li data-start=\"1204\" data-end=\"1285\"><p data-start=\"1206\" data-end=\"1285\">Improve <strong data-start=\"1214\" data-end=\"1248\">communication and transparency<\/strong> of AI decisions with stakeholders.<\/p><\/li><li data-start=\"1286\" data-end=\"1351\"><p data-start=\"1288\" data-end=\"1351\">Analyze <strong data-start=\"1296\" data-end=\"1322\">real-world AI failures<\/strong> and apply lessons learned.<\/p><\/li><li data-start=\"1352\" data-end=\"1468\"><p data-start=\"1354\" data-end=\"1468\">Perform <strong data-start=\"1362\" data-end=\"1384\">hands-on exercises<\/strong>: model risk assessments, AI review checklists, and incident response simulations.<\/p><\/li><li>\u00a0<\/li><\/ul><\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-tab-title elementor-tab-mobile-title\" aria-selected=\"false\" data-tab=\"4\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-1344\" aria-expanded=\"false\">Instructor<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1344\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1344\" tabindex=\"0\" hidden=\"hidden\"><p><strong>Ganesh Kannan<span class=\"bold\">(PMP)<\/span><\/strong>\u00a0has more than 15 years of IT experience in Software testing, test Consulting, Project and Change management. He has worked for Investment Banks like Barclays Capital and IT services firm like Zensar Technologies. He has managed the testing tools and process function for a top tier investment bank and have managed large off-shore testing teams. He possess extensive project management and consulting experience in delivering IT applications and spearheads the classroom Fundamentals of software testing in Singapore.<\/p><\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-5ec5787e\" data-id=\"5ec5787e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-64e8a755 elementor-widget elementor-widget-heading\" data-id=\"64e8a755\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Related Course<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23abca95 elementor-widget elementor-widget-text-editor\" data-id=\"23abca95\" data-element_type=\"widget\" data-e-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\t\t<ul><li><a style=\"text-decoration: none;\" href=\"https:\/\/www.symbizsolutions.com\/academy\/software-testing-fundamentals-course\/\">Software Testing Fundamentals Course<\/a><\/li><li><a style=\"text-decoration: none;\" href=\"https:\/\/www.symbizsolutions.com\/academy\/test-automation-using-selenium-java\/\">Test Automation Using Selenium and Java<\/a><\/li><\/ul>\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-704fa979 elementor-widget elementor-widget-video\" data-id=\"704fa979\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/E5zfweJjHI8&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6ffaa96e elementor-align-center elementor-invisible elementor-widget elementor-widget-button\" data-id=\"6ffaa96e\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md elementor-animation-shrink\" href=\"https:\/\/www.symbizsolutions.com\/academy\/contact\/\">\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\">jOIN now<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>AI Governance Foundations About the Course This introduces AI fundamentals, governance principles, and global regulations, while covering lifecycle governance, risk assessment, and responsible AI tools. It combines theory with case studies, practical exercises, and an assessment to equip participants with actionable skills in AI governance. Duration: 16 hours Mode: Classroom or Online Session Outline Who [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-site-content-layout":"full-width-container","site-content-style":"unboxed","site-sidebar-style":"unboxed","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-3557","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/symbizsolutions.com\/academy\/wp-json\/wp\/v2\/pages\/3557","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/symbizsolutions.com\/academy\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/symbizsolutions.com\/academy\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/symbizsolutions.com\/academy\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/symbizsolutions.com\/academy\/wp-json\/wp\/v2\/comments?post=3557"}],"version-history":[{"count":51,"href":"https:\/\/symbizsolutions.com\/academy\/wp-json\/wp\/v2\/pages\/3557\/revisions"}],"predecessor-version":[{"id":3637,"href":"https:\/\/symbizsolutions.com\/academy\/wp-json\/wp\/v2\/pages\/3557\/revisions\/3637"}],"wp:attachment":[{"href":"https:\/\/symbizsolutions.com\/academy\/wp-json\/wp\/v2\/media?parent=3557"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}