{"id":37747,"date":"2025-09-19T15:44:40","date_gmt":"2025-09-19T08:44:40","guid":{"rendered":"https:\/\/f-techsolution.com\/?p=37747"},"modified":"2025-11-18T16:35:21","modified_gmt":"2025-11-18T09:35:21","slug":"ha-tang-du-lieu-ai-xay-dung-tri-tue-nhan-tao","status":"publish","type":"post","link":"https:\/\/f-techsolution.com\/en\/blog\/ha-tang-du-lieu-ai-xay-dung-tri-tue-nhan-tao\/","title":{"rendered":"H\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u AI: X\u00e2y d\u1ef1ng n\u1ec1n m\u00f3ng v\u1eefng ch\u1eafc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"37747\" class=\"elementor elementor-37747\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7452100 e-flex e-con-boxed e-con e-parent\" data-id=\"7452100\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dcffa26 elementor-widget elementor-widget-heading\" data-id=\"dcffa26\" 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<h1 class=\"elementor-heading-title elementor-size-default\">H\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u AI: X\u00e2y d\u1ef1ng n\u1ec1n m\u00f3ng v\u1eefng ch\u1eafc cho tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4e2549c elementor-widget elementor-widget-image\" data-id=\"4e2549c\" data-element_type=\"widget\" data-e-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\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/f-techsolution.com\/wp-content\/uploads\/2025\/09\/Blue-and-White-Modern-Generative-AI-for-Business-Presentation-1-1024x576.png\" class=\"attachment-large size-large wp-image-37751\" alt=\"H\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u AI\" srcset=\"https:\/\/f-techsolution.com\/wp-content\/uploads\/2025\/09\/Blue-and-White-Modern-Generative-AI-for-Business-Presentation-1-1024x576.png 1024w, https:\/\/f-techsolution.com\/wp-content\/uploads\/2025\/09\/Blue-and-White-Modern-Generative-AI-for-Business-Presentation-1-300x169.png 300w, https:\/\/f-techsolution.com\/wp-content\/uploads\/2025\/09\/Blue-and-White-Modern-Generative-AI-for-Business-Presentation-1-768x432.png 768w, https:\/\/f-techsolution.com\/wp-content\/uploads\/2025\/09\/Blue-and-White-Modern-Generative-AI-for-Business-Presentation-1-1536x864.png 1536w, https:\/\/f-techsolution.com\/wp-content\/uploads\/2025\/09\/Blue-and-White-Modern-Generative-AI-for-Business-Presentation-1.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\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-3efff94 elementor-widget elementor-widget-text-editor\" data-id=\"3efff94\" 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>Trong th\u1eddi \u0111\u1ea1i m\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) tr\u1edf th\u00e0nh \u0111\u1ed9ng l\u1ef1c ch\u00ednh c\u1ee7a chuy\u1ec3n \u0111\u1ed5i s\u1ed1, h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u AI n\u1ed5i l\u00ean nh\u01b0 y\u1ebfu t\u1ed1 s\u1ed1ng c\u00f2n \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o h\u1ec7 th\u1ed1ng AI ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3 v\u00e0 ch\u00ednh x\u00e1c. Kh\u00f4ng c\u00f3 n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u v\u1eefng ch\u1eafc, c\u00e1c m\u00f4 h\u00ecnh AI s\u1ebd d\u1ec5 m\u1eafc sai l\u1ea7m, \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n sai l\u1ec7ch v\u00e0 g\u00e2y r\u1ee7i ro cho doanh nghi\u1ec7p. Do \u0111\u00f3, vi\u1ec7c x\u00e2y d\u1ef1ng v\u00e0 qu\u1ea3n tr\u1ecb h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u kh\u00f4ng ch\u1ec9 l\u00e0 b\u01b0\u1edbc chu\u1ea9n b\u1ecb, m\u00e0 c\u00f2n l\u00e0 \u0111i\u1ec1u ki\u1ec7n ti\u00ean quy\u1ebft \u0111\u1ec3 tri\u1ec3n khai th\u00e0nh c\u00f4ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o.<\/p><h2><span style=\"color: #ff8b00;\"><strong>1. H\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u \u2013 n\u1ec1n m\u00f3ng c\u1ee7a AI<\/strong><\/span><\/h2><p>M\u1ed9t h\u1ec7 th\u1ed1ng AI m\u1ea1nh m\u1ebd \u0111\u00f2i h\u1ecfi h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u b\u00e0i b\u1ea3n. Ba th\u00e0nh ph\u1ea7n ch\u00ednh g\u1ed3m:<\/p><p>Data Lake \u2013 kho d\u1eef li\u1ec7u th\u00f4 l\u01b0u tr\u1eef \u0111a d\u1ea1ng (v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh, \u00e2m thanh).<\/p><p>Data Warehouse \u2013 h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef d\u1eef li\u1ec7u \u0111\u00e3 \u0111\u01b0\u1ee3c x\u1eed l\u00fd v\u00e0 c\u1ea5u tr\u00fac h\u00f3a.<\/p><p>Data Pipeline \u2013 quy tr\u00ecnh t\u1ef1 \u0111\u1ed9ng thu th\u1eadp, l\u00e0m s\u1ea1ch, bi\u1ebfn \u0111\u1ed5i v\u00e0 \u0111\u01b0a d\u1eef li\u1ec7u t\u1edbi m\u00f4 h\u00ecnh AI.<\/p><p>\ud83d\udca1 V\u1edbi doanh nghi\u1ec7p Vi\u1ec7t Nam, vi\u1ec7c k\u1ebft h\u1ee3p Data Lake v\u00e0 Data Warehouse trong m\u1ed9t ki\u1ebfn tr\u00fac \u201cLakehouse\u201d gi\u00fap v\u1eeba l\u01b0u tr\u1eef linh ho\u1ea1t v\u1eeba ph\u00e2n t\u00edch hi\u1ec7u qu\u1ea3.<\/p><h3><span style=\"color: #ff8b00;\"><strong>2. L\u00e0m s\u1ea1ch v\u00e0 chu\u1ea9n h\u00f3a d\u1eef li\u1ec7u<\/strong><\/span><\/h3><p>D\u1eef li\u1ec7u \u201cb\u1ea9n\u201d l\u00e0 nguy\u00ean nh\u00e2n h\u00e0ng \u0111\u1ea7u khi\u1ebfn m\u00f4 h\u00ecnh AI th\u1ea5t b\u1ea1i. M\u1ed9t h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u AI hi\u1ec7n \u0111\u1ea1i ph\u1ea3i \u0111\u1ea3m b\u1ea3o:<\/p><p>X\u00f3a tr\u00f9ng l\u1eb7p v\u00e0 thi\u1ebfu s\u00f3t: Lo\u1ea1i b\u1ecf b\u1ea3n ghi tr\u00f9ng, b\u1ed5 sung d\u1eef li\u1ec7u thi\u1ebfu.<\/p><p>Chu\u1ea9n h\u00f3a \u0111\u1ecbnh d\u1ea1ng: \u0110\u1ed3ng nh\u1ea5t c\u00e1ch vi\u1ebft ng\u00e0y th\u00e1ng, \u0111\u01a1n v\u1ecb \u0111o, ng\u00f4n ng\u1eef.<\/p><p>X\u1eed l\u00fd d\u1eef li\u1ec7u m\u1ea5t c\u00e2n b\u1eb1ng: N\u1ebfu t\u1eadp d\u1eef li\u1ec7u thi\u00ean l\u1ec7ch, m\u00f4 h\u00ecnh s\u1ebd h\u1ecdc sai (v\u00ed d\u1ee5 thi\u00ean l\u1ec7ch gi\u1edbi t\u00ednh, v\u00f9ng mi\u1ec1n).<\/p><p>Th\u00eam nh\u00e3n (labeling): V\u1edbi AI h\u1ecdc m\u00e1y, d\u1eef li\u1ec7u c\u00f3 nh\u00e3n ch\u00ednh x\u00e1c quy\u1ebft \u0111\u1ecbnh 80% ch\u1ea5t l\u01b0\u1ee3ng m\u00f4 h\u00ecnh.<\/p><h3><span style=\"color: #ff8b00;\"><strong>3. B\u1ea3o m\u1eadt v\u00e0 tu\u00e2n th\u1ee7 d\u1eef li\u1ec7u<\/strong><\/span><\/h3><p>Trong b\u1ed1i c\u1ea3nh Vi\u1ec7t Nam \u0111\u00e3 ban h\u00e0nh Ngh\u1ecb \u0111\u1ecbnh b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u c\u00e1 nh\u00e2n (2023), doanh nghi\u1ec7p c\u1ea7n \u0111\u1ea3m b\u1ea3o:<\/p><p>M\u00e3 h\u00f3a d\u1eef li\u1ec7u: M\u1ecdi d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m ph\u1ea3i \u0111\u01b0\u1ee3c m\u00e3 h\u00f3a c\u1ea3 khi l\u01b0u tr\u1eef v\u00e0 truy\u1ec1n t\u1ea3i.<\/p><p>X\u00e1c th\u1ef1c \u0111a y\u1ebfu t\u1ed1 (MFA): Ch\u1ec9 ng\u01b0\u1eddi \u0111\u01b0\u1ee3c ph\u00e9p m\u1edbi c\u00f3 quy\u1ec1n truy c\u1eadp h\u1ec7 th\u1ed1ng AI.<\/p><p>Tu\u00e2n th\u1ee7 qu\u1ed1c t\u1ebf: V\u1edbi doanh nghi\u1ec7p to\u00e0n c\u1ea7u, c\u1ea7n \u0111\u1ed3ng b\u1ed9 chu\u1ea9n GDPR (EU) v\u00e0 CCPA (M\u1ef9).<\/p><p>Theo d\u00f5i truy v\u1ebft: Ghi log \u0111\u1ea7y \u0111\u1ee7 \u0111\u1ec3 ki\u1ec3m so\u00e1t ai \u0111\u00e3 truy c\u1eadp v\u00e0 ch\u1ec9nh s\u1eeda d\u1eef li\u1ec7u.<\/p><h3><span style=\"color: #ff8b00;\"><strong>4. C\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 x\u00e2y d\u1ef1ng h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u AI<\/strong><\/span><\/h3><p>Nhi\u1ec1u n\u1ec1n t\u1ea3ng hi\u1ec7n nay gi\u00fap doanh nghi\u1ec7p Vi\u1ec7t d\u1ec5 d\u00e0ng tri\u1ec3n khai:<\/p><p>Microsoft Azure AI + Data Factory: T\u00edch h\u1ee3p pipeline thu th\u1eadp, x\u1eed l\u00fd v\u00e0 \u0111\u01b0a d\u1eef li\u1ec7u v\u00e0o AI.<\/p><p>Databricks Lakehouse: K\u1ebft h\u1ee3p linh ho\u1ea1t gi\u1eefa Data Lake v\u00e0 Data Warehouse.<\/p><p>Power BI: Tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u v\u00e0 insight AI trong b\u00e1o c\u00e1o.<\/p><p>Snowflake: L\u01b0u tr\u1eef d\u1eef li\u1ec7u \u0111\u00e1m m\u00e2y cho AI v\u1edbi t\u00ednh m\u1edf r\u1ed9ng cao.<\/p><h3><span style=\"color: #ff8b00;\"><strong>5. Khi d\u1eef li\u1ec7u \u201cb\u1ea9n\u201d l\u00e0m AI th\u1ea5t b\u1ea1i<\/strong><\/span><\/h3><p>V\u00ed d\u1ee5: M\u1ed9t ng\u00e2n h\u00e0ng tri\u1ec3n khai AI \u0111\u1ec3 ph\u00e1t hi\u1ec7n gian l\u1eadn giao d\u1ecbch. Tuy nhi\u00ean, d\u1eef li\u1ec7u l\u1ecbch s\u1eed ch\u1ee9a nhi\u1ec1u giao d\u1ecbch ch\u01b0a \u0111\u01b0\u1ee3c g\u1eafn nh\u00e3n ho\u1eb7c nh\u00e3n sai. K\u1ebft qu\u1ea3: m\u00f4 h\u00ecnh AI \u0111\u00e1nh d\u1ea5u nh\u1ea7m h\u00e0ng lo\u1ea1t giao d\u1ecbch h\u1ee3p ph\u00e1p l\u00e0 gian l\u1eadn, g\u00e2y m\u1ea5t uy t\u00edn v\u1edbi kh\u00e1ch h\u00e0ng.<\/p><p>Sau khi t\u00e1i c\u1ea5u tr\u00fac h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u AI \u2013 bao g\u1ed3m l\u00e0m s\u1ea1ch, chu\u1ea9n h\u00f3a v\u00e0 g\u1eafn nh\u00e3n ch\u00ednh x\u00e1c \u2013 \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a m\u00f4 h\u00ecnh t\u0103ng t\u1eeb 65% l\u00ean 92%.<\/p><h3><span style=\"color: #ff8b00;\"><strong>6. Th\u00e1ch th\u1ee9c trong x\u00e2y d\u1ef1ng h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u AI<\/strong><\/span><\/h3><p>Kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3: Doanh nghi\u1ec7p ph\u1ea3i qu\u1ea3n l\u00fd petabyte d\u1eef li\u1ec7u.<\/p><p>Chi ph\u00ed l\u01b0u tr\u1eef v\u00e0 x\u1eed l\u00fd: Cloud gi\u00fap gi\u1ea3m chi ph\u00ed nh\u01b0ng c\u1ea7n t\u00ednh to\u00e1n k\u1ef9.<\/p><p>Thi\u1ebfu nh\u00e2n l\u1ef1c: C\u00e1c v\u1ecb tr\u00ed Data Engineer, Data Scientist c\u00f2n khan hi\u1ebfm.<\/p><p>Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng: C\u1ea7n \u0111\u1ea3m b\u1ea3o h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u AI c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n c\u00f9ng doanh nghi\u1ec7p.<\/p><h3><span style=\"color: #ff8b00;\"><strong>7. K\u1ebft lu\u1eadn<\/strong><\/span><\/h3><p>H\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u AI l\u00e0 n\u1ec1n t\u1ea3ng \u0111\u1ec3 doanh nghi\u1ec7p t\u1eadn d\u1ee5ng to\u00e0n di\u1ec7n s\u1ee9c m\u1ea1nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. M\u1ed9t chi\u1ebfn l\u01b0\u1ee3c d\u1eef li\u1ec7u b\u00e0i b\u1ea3n \u2013 t\u1eeb h\u1ea1 t\u1ea7ng, l\u00e0m s\u1ea1ch, b\u1ea3o m\u1eadt \u0111\u1ebfn c\u00f4ng c\u1ee5 \u2013 s\u1ebd gi\u00fap m\u00f4 h\u00ecnh AI ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3, ch\u00ednh x\u00e1c v\u00e0 b\u1ec1n v\u1eefng. Doanh nghi\u1ec7p n\u00e0o \u0111\u1ea7u t\u01b0 nghi\u00eam t\u00fac v\u00e0o h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u, doanh nghi\u1ec7p \u0111\u00f3 s\u1ebd d\u1eabn \u0111\u1ea7u trong k\u1ef7 nguy\u00ean AI.<\/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-f790866 elementor-widget elementor-widget-text-editor\" data-id=\"f790866\" 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<div class=\"elementor-element elementor-element-b683dab elementor-widget elementor-widget-heading\" data-id=\"b683dab\" data-element_type=\"widget\" data-widget_type=\"heading.default\"><div class=\"elementor-widget-container\"><h5 class=\"elementor-heading-title elementor-size-default\">c\u00e1c b\u00e0i vi\u1ebft li\u00ean quan<\/h5><\/div><\/div><div class=\"elementor-element elementor-element-b7ec4dd elementor-widget elementor-widget-text-editor\" data-id=\"b7ec4dd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><ul class=\"wp-block-list\"><li><a href=\"https:\/\/f-techsolution.com\/en\/blog\/ai-trong-quan-tri-du-lieu-doanh-nghiep\/\">Qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u AI: N\u00e2ng cao hi\u1ec7u qu\u1ea3 v\u00e0 ra quy\u1ebft \u0111\u1ecbnh nhanh<\/a><\/li><li><a href=\"https:\/\/f-techsolution.com\/en\/blog\/xu-huong-ai-2025-cho-doanh-nghiep-viet\/\">Xu h\u01b0\u1edbng AI 2025: T\u01b0\u01a1ng lai chuy\u1ec3n \u0111\u1ed5i s\u1ed1 cho doanh nghi\u1ec7p Vi\u1ec7t<\/a><\/li><li><a href=\"https:\/\/f-techsolution.com\/en\/blog\/chuyen-doi-so-power-bi-cho-doanh-nghiep\/\">Power BI \u2013 \u0110\u00f2n b\u1ea9y cho chuy\u1ec3n \u0111\u1ed5i s\u1ed1 doanh nghi\u1ec7p<\/a><\/li><li><a href=\"https:\/\/f-techsolution.com\/en\/blog\/cau-hoi-power-bi-doanh-nghiep-thuong-gap\/\">C\u00e2u h\u1ecfi Power BI doanh nghi\u1ec7p th\u01b0\u1eddng g\u1eb7p v\u00e0 gi\u1ea3i \u0111\u00e1p<\/a><\/li><li><a href=\"https:\/\/f-techsolution.com\/en\/blog\/10-cau-hoi-ai-doanh-nghiep-thuong-gap\/\">10 c\u00e2u h\u1ecfi AI doanh nghi\u1ec7p th\u01b0\u1eddng g\u1eb7p nh\u1ea5t<\/a><\/li><\/ul><\/div><\/div><div class=\"elementor-element elementor-element-873eddf elementor-widget elementor-widget-heading\" data-id=\"873eddf\" data-element_type=\"widget\" data-widget_type=\"heading.default\"><div class=\"elementor-widget-container\"><h5 class=\"elementor-heading-title elementor-size-default\">kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a ch\u00fang t\u00f4i<\/h5><\/div><\/div><div class=\"elementor-element elementor-element-f89b8fd elementor-widget elementor-widget-text-editor\" data-id=\"f89b8fd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.jarvizapp.com\/vi\/register\/\"><strong>Jarviz<\/strong><\/a>\u00a0(Ph\u1ea7n m\u1ec1m ch\u1ea5m c\u00f4ng)<\/li><li><a href=\"https:\/\/www.seedkm.com\/vi\/register\/\"><strong>SeedKM\u00a0<\/strong><\/a>(H\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd ki\u1ebfn th\u1ee9c doanh nghi\u1ec7p)<\/li><li><a href=\"https:\/\/www.optimistic-app.com\/en\/register\/\"><strong>Optimistic<\/strong><\/a>\u00a0(Ph\u1ea7n m\u1ec1m nh\u00e2n s\u1ef1)<\/li><li><a href=\"https:\/\/www.veracity.biz\/en\/register\/\"><strong>Veracity<\/strong><\/a>\u00a0(Ch\u1eef k\u00fd s\u1ed1)<\/li><li><a href=\"https:\/\/www.cloudaccount.biz\/vi\/register\/\"><strong>CloudAccount<\/strong><\/a>\u00a0(Ph\u1ea7n m\u1ec1m k\u1ebf to\u00e1n)<\/li><\/ul><\/div><\/div>\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\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>H\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u AI: X\u00e2y d\u1ef1ng n\u1ec1n m\u00f3ng v\u1eefng ch\u1eafc cho tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o Trong th\u1eddi \u0111\u1ea1i m\u00e0 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":37748,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","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":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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