{"id":23772,"date":"2026-05-15T17:41:03","date_gmt":"2026-05-15T10:41:03","guid":{"rendered":"https:\/\/www.bainisys.com\/?page_id=23772"},"modified":"2026-05-21T15:14:34","modified_gmt":"2026-05-21T08:14:34","slug":"real-time-data-science","status":"publish","type":"page","link":"https:\/\/www.bainisys.com\/th\/real-time-data-science\/","title":{"rendered":"Data Science Is Becoming Real-Time Decision Engine"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"23772\" class=\"elementor elementor-23772\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2eee1d5 e-flex e-con-boxed e-con e-parent\" data-id=\"2eee1d5\" data-element_type=\"container\" data-e-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-08d88be elementor-widget-mobile__width-inherit elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"08d88be\" 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\">Real-time Data Science \u0e43\u0e19\u0e23\u0e30\u0e1a\u0e1a\u0e22\u0e38\u0e04\u0e43\u0e2b\u0e21\u0e48<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-be8c6ab elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"be8c6ab\" 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 data-start=\"330\" data-end=\"617\">Real-time Data Science \u0e01\u0e33\u0e25\u0e31\u0e07\u0e01\u0e25\u0e32\u0e22\u0e40\u0e1b\u0e47\u0e19\u0e2b\u0e19\u0e36\u0e48\u0e07\u0e43\u0e19\u0e04\u0e27\u0e32\u0e21\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e2b\u0e25\u0e31\u0e01\u0e02\u0e2d\u0e07\u0e2d\u0e07\u0e04\u0e4c\u0e01\u0e23\u0e17\u0e35\u0e48\u0e15\u0e49\u0e2d\u0e07\u0e1e\u0e36\u0e48\u0e07\u0e1e\u0e32\u0e01\u0e32\u0e23\u0e15\u0e31\u0e14\u0e2a\u0e34\u0e19\u0e43\u0e08\u0e17\u0e35\u0e48\u0e23\u0e27\u0e14\u0e40\u0e23\u0e47\u0e27\u0e41\u0e25\u0e30\u0e01\u0e32\u0e23\u0e1b\u0e23\u0e31\u0e1a\u0e1b\u0e23\u0e38\u0e07\u0e23\u0e30\u0e1a\u0e1a\u0e41\u0e1a\u0e1a\u0e15\u0e48\u0e2d\u0e40\u0e19\u0e37\u0e48\u0e2d\u0e07 \u0e43\u0e19\u0e22\u0e38\u0e04\u0e17\u0e35\u0e48\u0e23\u0e30\u0e1a\u0e1a\u0e15\u0e48\u0e32\u0e07 \u0e46 \u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e15\u0e48\u0e2d\u0e01\u0e31\u0e19\u0e21\u0e32\u0e01\u0e02\u0e36\u0e49\u0e19 \u0e01\u0e32\u0e23\u0e1b\u0e23\u0e30\u0e21\u0e27\u0e25\u0e1c\u0e25\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e41\u0e1a\u0e1a\u0e40\u0e23\u0e35\u0e22\u0e25\u0e44\u0e17\u0e21\u0e4c\u0e41\u0e25\u0e30\u0e01\u0e32\u0e23\u0e14\u0e36\u0e07\u0e2d\u0e34\u0e19\u0e44\u0e0b\u0e15\u0e4c\u0e41\u0e1a\u0e1a\u0e17\u0e31\u0e19\u0e17\u0e35\u0e44\u0e21\u0e48\u0e43\u0e0a\u0e48\u0e41\u0e04\u0e48 \u201c\u0e15\u0e31\u0e27\u0e40\u0e25\u0e37\u0e2d\u0e01\u201d \u0e2d\u0e35\u0e01\u0e15\u0e48\u0e2d\u0e44\u0e1b \u0e41\u0e15\u0e48\u0e01\u0e25\u0e32\u0e22\u0e40\u0e1b\u0e47\u0e19\u0e2a\u0e34\u0e48\u0e07\u0e08\u0e33\u0e40\u0e1b\u0e47\u0e19\u0e17\u0e35\u0e48\u0e2a\u0e48\u0e07\u0e1c\u0e25\u0e42\u0e14\u0e22\u0e15\u0e23\u0e07\u0e15\u0e48\u0e2d\u0e04\u0e27\u0e32\u0e21\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e43\u0e19\u0e01\u0e32\u0e23\u0e41\u0e02\u0e48\u0e07\u0e02\u0e31\u0e19\u0e02\u0e2d\u0e07\u0e18\u0e38\u0e23\u0e01\u0e34\u0e08<\/p><p data-start=\"619\" data-end=\"890\">\u0e40\u0e21\u0e37\u0e48\u0e2d\u0e23\u0e27\u0e21\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e41\u0e1a\u0e1a\u0e2a\u0e15\u0e23\u0e35\u0e21\u0e21\u0e34\u0e07 (streaming data) \u0e40\u0e02\u0e49\u0e32\u0e01\u0e31\u0e1a\u0e23\u0e30\u0e1a\u0e1a\u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c\u0e2d\u0e31\u0e15\u0e42\u0e19\u0e21\u0e31\u0e15\u0e34\u0e41\u0e25\u0e30\u0e01\u0e32\u0e23\u0e15\u0e31\u0e14\u0e2a\u0e34\u0e19\u0e43\u0e08\u0e14\u0e49\u0e27\u0e22\u0e23\u0e30\u0e1a\u0e1a\u0e2d\u0e31\u0e08\u0e09\u0e23\u0e34\u0e22\u0e30 \u0e2d\u0e07\u0e04\u0e4c\u0e01\u0e23\u0e08\u0e30\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e25\u0e14\u0e0a\u0e48\u0e27\u0e07\u0e40\u0e27\u0e25\u0e32\u0e23\u0e30\u0e2b\u0e27\u0e48\u0e32\u0e07 \u201c\u0e40\u0e2b\u0e15\u0e38\u0e01\u0e32\u0e23\u0e13\u0e4c\u0e17\u0e35\u0e48\u0e40\u0e01\u0e34\u0e14\u0e02\u0e36\u0e49\u0e19\u201d \u0e01\u0e31\u0e1a \u201c\u0e01\u0e32\u0e23\u0e25\u0e07\u0e21\u0e37\u0e2d\u0e41\u0e01\u0e49\u0e44\u0e02\u201d \u0e44\u0e14\u0e49\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e21\u0e35\u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e\u0e21\u0e32\u0e01\u0e02\u0e36\u0e49\u0e19 \u0e2a\u0e48\u0e07\u0e1c\u0e25\u0e43\u0e2b\u0e49\u0e17\u0e35\u0e21\u0e17\u0e33\u0e07\u0e32\u0e19\u0e44\u0e14\u0e49\u0e44\u0e27\u0e02\u0e36\u0e49\u0e19 \u0e25\u0e14\u0e04\u0e27\u0e32\u0e21\u0e40\u0e2a\u0e35\u0e48\u0e22\u0e07\u0e43\u0e19\u0e01\u0e32\u0e23\u0e14\u0e33\u0e40\u0e19\u0e34\u0e19\u0e07\u0e32\u0e19 \u0e41\u0e25\u0e30\u0e22\u0e01\u0e23\u0e30\u0e14\u0e31\u0e1a\u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e\u0e02\u0e2d\u0e07\u0e23\u0e30\u0e1a\u0e1a\u0e42\u0e14\u0e22\u0e23\u0e27\u0e21\u0e44\u0e14\u0e49\u0e43\u0e19\u0e2b\u0e25\u0e32\u0e01\u0e2b\u0e25\u0e32\u0e22\u0e2d\u0e38\u0e15\u0e2a\u0e32\u0e2b\u0e01\u0e23\u0e23\u0e21<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c43b051 e-con-full e-flex e-con e-child\" data-id=\"c43b051\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-86c979e elementor-widget elementor-widget-text-editor\" data-id=\"86c979e\" 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><span class=\"flex items-center gap-1\">2026-05-15<\/span><\/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-fa79a40 elementor-widget elementor-widget-text-editor\" data-id=\"fa79a40\" 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><span class=\"flex items-center gap-1\">\u0e14\u0e23.\u0e1e\u0e07\u0e29\u0e4c\u0e28\u0e31\u0e01\u0e14\u0e34\u0e4c \u0e27\u0e07\u0e28\u0e4c\u0e40\u0e25\u0e34\u0e28\u0e04\u0e38\u0e13\u0e32\u0e01\u0e23<\/span><\/p>\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-39d0cab e-con-full e-flex e-con e-child\" data-id=\"39d0cab\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5b73729 elementor-widget elementor-widget-text-editor\" data-id=\"5b73729\" 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 class=\"font-semibold text-foreground mb-2\">\u0e14\u0e23.\u0e1e\u0e07\u0e29\u0e4c\u0e28\u0e31\u0e01\u0e14\u0e34\u0e4c \u0e27\u0e07\u0e28\u0e4c\u0e40\u0e25\u0e34\u0e28\u0e04\u0e38\u0e13\u0e32\u0e01\u0e23<\/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-07110c0 elementor-widget elementor-widget-text-editor\" data-id=\"07110c0\" 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>\u0e17\u0e35\u0e48\u0e1b\u0e23\u0e36\u0e01\u0e29\u0e32\u0e14\u0e49\u0e32\u0e19\u0e2a\u0e16\u0e32\u0e19\u0e17\u0e35\u0e48\u0e17\u0e33\u0e07\u0e32\u0e19<\/li><\/ul><ul class=\"space-y-1 text-sm text-muted-foreground\"><li>\u0e1b\u0e23\u0e34\u0e0d\u0e0d\u0e32\u0e40\u0e2d\u0e01 (Ph.D.) \u0e2a\u0e32\u0e02\u0e32\u0e01\u0e32\u0e23\u0e08\u0e31\u0e14\u0e01\u0e32\u0e23\u0e08\u0e32\u0e01\u0e2a\u0e16\u0e32\u0e1a\u0e31\u0e19\u0e1a\u0e31\u0e13\u0e11\u0e34\u0e15\u0e1e\u0e31\u0e12\u0e19\u0e1a\u0e23\u0e34\u0e2b\u0e32\u0e23\u0e28\u0e32\u0e2a\u0e15\u0e23\u0e4c<\/li><li>\u0e1b\u0e23\u0e34\u0e0d\u0e0d\u0e32\u0e42\u0e17 (M.S.) \u0e2a\u0e32\u0e02\u0e32\u0e27\u0e34\u0e17\u0e22\u0e32\u0e01\u0e32\u0e23\u0e04\u0e2d\u0e21\u0e1e\u0e34\u0e27\u0e40\u0e15\u0e2d\u0e23\u0e4c\u0e41\u0e25\u0e30\u0e2a\u0e32\u0e23\u0e2a\u0e19\u0e40\u0e17\u0e28\u0e08\u0e32\u0e01 \u0e21\u0e2b\u0e32\u0e27\u0e34\u0e17\u0e22\u0e32\u0e25\u0e31\u0e22\u0e40\u0e1e\u0e19\u0e0b\u0e34\u0e25\u0e40\u0e27\u0e40\u0e19\u0e35\u0e22<\/li><li>\u0e1b\u0e23\u0e34\u0e0d\u0e0d\u0e32\u0e15\u0e23\u0e35 (B.Eng.) \u0e2a\u0e32\u0e02\u0e32\u0e27\u0e34\u0e28\u0e27\u0e01\u0e23\u0e23\u0e21\u0e04\u0e2d\u0e21\u0e1e\u0e34\u0e27\u0e40\u0e15\u0e2d\u0e23\u0e4c\u0e08\u0e32\u0e01 \u0e08\u0e38\u0e2c\u0e32\u0e25\u0e07\u0e01\u0e23\u0e13\u0e4c\u0e21\u0e2b\u0e32\u0e27\u0e34\u0e17\u0e22\u0e32\u0e25\u0e31\u0e22<\/li><\/ul>\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 class=\"elementor-element elementor-element-3cac7f2 elementor-widget__width-inherit elementor-widget elementor-widget-image\" data-id=\"3cac7f2\" 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=\"800\" height=\"487\" src=\"https:\/\/www.bainisys.com\/wp-content\/uploads\/2026\/05\/Data-Science-Is-Becoming-Real-Time-Decision-Engine_-1024x623.png\" class=\"attachment-large size-large wp-image-23774\" alt=\"Real-time Data Science in Modern Systems diagram\" srcset=\"https:\/\/www.bainisys.com\/wp-content\/uploads\/2026\/05\/Data-Science-Is-Becoming-Real-Time-Decision-Engine_-1024x623.png 1024w, https:\/\/www.bainisys.com\/wp-content\/uploads\/2026\/05\/Data-Science-Is-Becoming-Real-Time-Decision-Engine_-300x183.png 300w, https:\/\/www.bainisys.com\/wp-content\/uploads\/2026\/05\/Data-Science-Is-Becoming-Real-Time-Decision-Engine_-768x467.png 768w, https:\/\/www.bainisys.com\/wp-content\/uploads\/2026\/05\/Data-Science-Is-Becoming-Real-Time-Decision-Engine_-1536x935.png 1536w, https:\/\/www.bainisys.com\/wp-content\/uploads\/2026\/05\/Data-Science-Is-Becoming-Real-Time-Decision-Engine_-18x12.png 18w, https:\/\/www.bainisys.com\/wp-content\/uploads\/2026\/05\/Data-Science-Is-Becoming-Real-Time-Decision-Engine_.png 1727w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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-8291ac6 elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"8291ac6\" 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<h3 class=\"elementor-heading-title elementor-size-default\">\u0e23\u0e30\u0e1a\u0e1a\u0e01\u0e32\u0e23\u0e17\u0e33\u0e07\u0e32\u0e19\u0e02\u0e2d\u0e07 Streaming Data Systems<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc1fb37 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"fc1fb37\" 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 data-start=\"930\" data-end=\"1068\">\u0e23\u0e30\u0e1a\u0e1a\u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e41\u0e1a\u0e1a\u0e14\u0e31\u0e49\u0e07\u0e40\u0e14\u0e34\u0e21 (Traditional Analytics) \u0e21\u0e31\u0e01\u0e43\u0e0a\u0e49\u0e01\u0e32\u0e23\u0e1b\u0e23\u0e30\u0e21\u0e27\u0e25\u0e1c\u0e25\u0e41\u0e1a\u0e1a\u0e40\u0e1b\u0e47\u0e19\u0e23\u0e2d\u0e1a \u0e46 \u0e2b\u0e23\u0e37\u0e2d batch processing \u0e0b\u0e36\u0e48\u0e07\u0e2b\u0e21\u0e32\u0e22\u0e04\u0e27\u0e32\u0e21\u0e27\u0e48\u0e32\u0e08\u0e30\u0e15\u0e49\u0e2d\u0e07\u0e23\u0e2d\u0e43\u0e2b\u0e49\u0e40\u0e01\u0e47\u0e1a\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e43\u0e2b\u0e49\u0e04\u0e23\u0e1a\u0e01\u0e48\u0e2d\u0e19 \u0e41\u0e25\u0e49\u0e27\u0e04\u0e48\u0e2d\u0e22\u0e19\u0e33\u0e21\u0e32\u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c\u0e17\u0e35\u0e40\u0e14\u0e35\u0e22\u0e27 \u0e17\u0e33\u0e43\u0e2b\u0e49\u0e40\u0e01\u0e34\u0e14 \u201c\u0e04\u0e27\u0e32\u0e21\u0e25\u0e48\u0e32\u0e0a\u0e49\u0e32\u201d \u0e23\u0e30\u0e2b\u0e27\u0e48\u0e32\u0e07\u0e01\u0e32\u0e23\u0e44\u0e14\u0e49 insight \u0e01\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e25\u0e07\u0e21\u0e37\u0e2d\u0e17\u0e33\u0e08\u0e23\u0e34\u0e07<\/p><p data-start=\"1070\" data-end=\"1220\">\u0e43\u0e19\u0e02\u0e13\u0e30\u0e17\u0e35\u0e48\u0e23\u0e30\u0e1a\u0e1a\u0e22\u0e38\u0e04\u0e43\u0e2b\u0e21\u0e48\u0e08\u0e30\u0e40\u0e1b\u0e25\u0e35\u0e48\u0e22\u0e19\u0e21\u0e32\u0e43\u0e0a\u0e49\u0e01\u0e32\u0e23\u0e1b\u0e23\u0e30\u0e21\u0e27\u0e25\u0e1c\u0e25\u0e41\u0e1a\u0e1a\u0e15\u0e48\u0e2d\u0e40\u0e19\u0e37\u0e48\u0e2d\u0e07 (streaming pipelines) \u0e41\u0e25\u0e30\u0e2a\u0e16\u0e32\u0e1b\u0e31\u0e15\u0e22\u0e01\u0e23\u0e23\u0e21\u0e41\u0e1a\u0e1a event-based \u0e0b\u0e36\u0e48\u0e07\u0e0a\u0e48\u0e27\u0e22\u0e43\u0e2b\u0e49\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e08\u0e31\u0e14\u0e01\u0e32\u0e23\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e17\u0e35\u0e48\u0e40\u0e02\u0e49\u0e32\u0e21\u0e32\u0e41\u0e1a\u0e1a\u0e40\u0e23\u0e35\u0e22\u0e25\u0e44\u0e17\u0e21\u0e4c\u0e44\u0e14\u0e49\u0e17\u0e31\u0e19\u0e17\u0e35 \u0e2a\u0e48\u0e07\u0e1c\u0e25\u0e43\u0e2b\u0e49\u0e23\u0e30\u0e1a\u0e1a\u0e15\u0e2d\u0e1a\u0e2a\u0e19\u0e2d\u0e07\u0e15\u0e48\u0e2d\u0e40\u0e2b\u0e15\u0e38\u0e01\u0e32\u0e23\u0e13\u0e4c\u0e15\u0e48\u0e32\u0e07 \u0e46 \u0e44\u0e14\u0e49\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e23\u0e27\u0e14\u0e40\u0e23\u0e47\u0e27\u0e02\u0e36\u0e49\u0e19\u0e41\u0e1a\u0e1a\u0e41\u0e17\u0e1a\u0e44\u0e21\u0e48\u0e15\u0e49\u0e2d\u0e07\u0e23\u0e2d<\/p><p data-start=\"1222\" data-end=\"1283\">\ud83d\udc49 \u0e2d\u0e49\u0e32\u0e07\u0e2d\u0e34\u0e07\u0e20\u0e32\u0e22\u0e19\u0e2d\u0e01: <a class=\"decorated-link\" href=\"https:\/\/aws.amazon.com\/streaming-data\/\" target=\"_new\" rel=\"noopener\" data-start=\"1245\" data-end=\"1283\">amazon<\/a><\/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-be39559 elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"be39559\" 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<h3 class=\"elementor-heading-title elementor-size-default\">\u0e01\u0e32\u0e23\u0e43\u0e0a\u0e49\u0e07\u0e32\u0e19 Real-time Data Science \u0e43\u0e19\u0e20\u0e32\u0e04\u0e18\u0e38\u0e23\u0e01\u0e34\u0e08<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9f0e1de elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"9f0e1de\" 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 data-start=\"853\" data-end=\"933\">\u0e41\u0e19\u0e27\u0e17\u0e32\u0e07\u0e19\u0e35\u0e49\u0e16\u0e39\u0e01\u0e19\u0e33\u0e44\u0e1b\u0e43\u0e0a\u0e49\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e41\u0e1e\u0e23\u0e48\u0e2b\u0e25\u0e32\u0e22\u0e43\u0e19\u0e23\u0e30\u0e1a\u0e1a\u0e22\u0e38\u0e04\u0e43\u0e2b\u0e21\u0e48 \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e0a\u0e48\u0e27\u0e22\u0e40\u0e1e\u0e34\u0e48\u0e21\u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e\u0e41\u0e25\u0e30\u0e22\u0e01\u0e23\u0e30\u0e14\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e17\u0e33\u0e07\u0e32\u0e19\u0e43\u0e19\u0e2b\u0e25\u0e32\u0e22\u0e2d\u0e38\u0e15\u0e2a\u0e32\u0e2b\u0e01\u0e23\u0e23\u0e21 \u0e40\u0e0a\u0e48\u0e19<\/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-f32287e elementor-widget__width-inherit elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"f32287e\" 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><p data-start=\"2634\" data-end=\"2728\">\u0e23\u0e30\u0e1a\u0e1a\u0e2d\u0e32\u0e04\u0e32\u0e23\u0e2d\u0e31\u0e08\u0e09\u0e23\u0e34\u0e22\u0e30 (Smart Building) \u0e17\u0e35\u0e48\u0e0a\u0e48\u0e27\u0e22\u0e1b\u0e23\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e43\u0e0a\u0e49\u0e1e\u0e25\u0e31\u0e07\u0e07\u0e32\u0e19\u0e43\u0e2b\u0e49\u0e40\u0e2b\u0e21\u0e32\u0e30\u0e2a\u0e21\u0e15\u0e32\u0e21\u0e23\u0e39\u0e1b\u0e41\u0e1a\u0e1a\u0e01\u0e32\u0e23\u0e43\u0e0a\u0e49\u0e07\u0e32\u0e19\u0e02\u0e2d\u0e07\u0e1c\u0e39\u0e49\u0e04\u0e19\u0e43\u0e19\u0e2d\u0e32\u0e04\u0e32\u0e23\u0e41\u0e1a\u0e1a\u0e40\u0e23\u0e35\u0e22\u0e25\u0e44\u0e17\u0e21\u0e4c<\/p><\/li><li><p data-start=\"2634\" data-end=\"2728\">\u0e41\u0e1e\u0e25\u0e15\u0e1f\u0e2d\u0e23\u0e4c\u0e21\u0e04\u0e49\u0e32\u0e1b\u0e25\u0e35\u0e01 (Retail Platforms) \u0e17\u0e35\u0e48\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e1b\u0e23\u0e31\u0e1a\u0e23\u0e32\u0e04\u0e32\u0e41\u0e25\u0e30\u0e41\u0e19\u0e30\u0e19\u0e33\u0e2a\u0e34\u0e19\u0e04\u0e49\u0e32\u0e43\u0e2b\u0e49\u0e40\u0e2b\u0e21\u0e32\u0e30\u0e01\u0e31\u0e1a\u0e25\u0e39\u0e01\u0e04\u0e49\u0e32\u0e44\u0e14\u0e49\u0e17\u0e31\u0e19\u0e17\u0e35\u0e15\u0e32\u0e21\u0e1e\u0e24\u0e15\u0e34\u0e01\u0e23\u0e23\u0e21\u0e17\u0e35\u0e48\u0e40\u0e01\u0e34\u0e14\u0e02\u0e36\u0e49\u0e19<\/p><\/li><li><p data-start=\"2634\" data-end=\"2728\">\u0e23\u0e30\u0e1a\u0e1a\u0e02\u0e19\u0e2a\u0e48\u0e07 (Transportation Systems) \u0e17\u0e35\u0e48\u0e0a\u0e48\u0e27\u0e22\u0e15\u0e34\u0e14\u0e15\u0e32\u0e21\u0e01\u0e32\u0e23\u0e44\u0e2b\u0e25\u0e02\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e08\u0e23\u0e32\u0e08\u0e23\u0e41\u0e25\u0e30\u0e25\u0e14\u0e1b\u0e31\u0e0d\u0e2b\u0e32\u0e04\u0e27\u0e32\u0e21\u0e41\u0e2d\u0e2d\u0e31\u0e14\u0e1a\u0e19\u0e17\u0e49\u0e2d\u0e07\u0e16\u0e19\u0e19<\/p><\/li><li><p data-start=\"2634\" data-end=\"2728\">\u0e23\u0e30\u0e1a\u0e1a\u0e08\u0e31\u0e14\u0e01\u0e32\u0e23\u0e1c\u0e39\u0e49\u0e40\u0e02\u0e49\u0e32\u0e0a\u0e21 (Visitor Management Platforms) \u0e17\u0e35\u0e48\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e15\u0e34\u0e14\u0e15\u0e32\u0e21\u0e41\u0e25\u0e30\u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c\u0e08\u0e33\u0e19\u0e27\u0e19\u0e04\u0e19\u0e40\u0e02\u0e49\u0e32-\u0e2d\u0e2d\u0e01\u0e44\u0e14\u0e49\u0e41\u0e1a\u0e1a\u0e17\u0e31\u0e19\u0e17\u0e35 \u0e0a\u0e48\u0e27\u0e22\u0e43\u0e2b\u0e49\u0e1a\u0e23\u0e34\u0e2b\u0e32\u0e23\u0e1e\u0e37\u0e49\u0e19\u0e17\u0e35\u0e48\u0e44\u0e14\u0e49\u0e41\u0e21\u0e48\u0e19\u0e22\u0e33\u0e02\u0e36\u0e49\u0e19<\/p><\/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-4c8788e elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"4c8788e\" 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 data-start=\"3021\" data-end=\"3194\">\u0e15\u0e31\u0e27\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e01\u0e32\u0e23\u0e43\u0e0a\u0e49\u0e07\u0e32\u0e19\u0e43\u0e19\u0e23\u0e30\u0e1a\u0e1a Roomminister\n\u0e08\u0e30\u0e21\u0e35\u0e01\u0e32\u0e23\u0e43\u0e0a\u0e49\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e41\u0e1a\u0e1a\u0e40\u0e23\u0e35\u0e22\u0e25\u0e44\u0e17\u0e21\u0e4c\u0e40\u0e02\u0e49\u0e32\u0e21\u0e32\u0e0a\u0e48\u0e27\u0e22\u0e15\u0e34\u0e14\u0e15\u0e32\u0e21\u0e01\u0e32\u0e23\u0e43\u0e0a\u0e49\u0e07\u0e32\u0e19\u0e1e\u0e37\u0e49\u0e19\u0e17\u0e35\u0e48\u0e2b\u0e49\u0e2d\u0e07 \u0e01\u0e32\u0e23\u0e44\u0e2b\u0e25\u0e40\u0e27\u0e35\u0e22\u0e19\u0e02\u0e2d\u0e07\u0e1c\u0e39\u0e49\u0e40\u0e02\u0e49\u0e32\u0e0a\u0e21 \u0e41\u0e25\u0e30\u0e01\u0e32\u0e23\u0e08\u0e31\u0e14\u0e01\u0e32\u0e23\u0e1e\u0e37\u0e49\u0e19\u0e17\u0e35\u0e48\u0e08\u0e2d\u0e14\u0e23\u0e16 \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e43\u0e2b\u0e49\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e1a\u0e23\u0e34\u0e2b\u0e32\u0e23\u0e08\u0e31\u0e14\u0e01\u0e32\u0e23\u0e01\u0e32\u0e23\u0e43\u0e0a\u0e49\u0e07\u0e32\u0e19\u0e44\u0e14\u0e49\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e21\u0e35\u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e\u0e21\u0e32\u0e01\u0e02\u0e36\u0e49\u0e19 \u0e25\u0e14\u0e04\u0e27\u0e32\u0e21\u0e41\u0e2d\u0e2d\u0e31\u0e14 \u0e41\u0e25\u0e30\u0e0a\u0e48\u0e27\u0e22\u0e43\u0e2b\u0e49\u0e01\u0e32\u0e23\u0e14\u0e33\u0e40\u0e19\u0e34\u0e19\u0e07\u0e32\u0e19\u0e42\u0e14\u0e22\u0e23\u0e27\u0e21\u0e40\u0e1b\u0e47\u0e19\u0e23\u0e30\u0e1a\u0e1a\u0e41\u0e25\u0e30\u0e25\u0e37\u0e48\u0e19\u0e44\u0e2b\u0e25\u0e21\u0e32\u0e01\u0e22\u0e34\u0e48\u0e07\u0e02\u0e36\u0e49\u0e19<\/p><p data-start=\"3196\" data-end=\"3242\"><img decoding=\"async\" class=\"emoji\" role=\"img\" draggable=\"false\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/17.0.2\/svg\/1f449.svg\" alt=\"\ud83d\udc49\" \/> \u0e14\u0e39\u0e23\u0e32\u0e22\u0e25\u0e30\u0e40\u0e2d\u0e35\u0e22\u0e14\u0e42\u0e0b\u0e25\u0e39\u0e0a\u0e31\u0e19\u0e40\u0e1e\u0e34\u0e48\u0e21\u0e40\u0e15\u0e34\u0e21 : <a href=\"https:\/\/www.bainisys.com\/th\/roomminister\/\">ROOMMINISTER<\/a><\/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-a857e1b elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"a857e1b\" 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<h3 class=\"elementor-heading-title elementor-size-default\">\u0e17\u0e33\u0e44\u0e21 Data Science \u0e41\u0e1a\u0e1a\u0e40\u0e23\u0e35\u0e22\u0e25\u0e44\u0e17\u0e21\u0e4c\u0e16\u0e36\u0e07\u0e2a\u0e33\u0e04\u0e31\u0e0d<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-147ebe4 elementor-widget__width-inherit elementor-widget 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As systems become more connected, the ability to process live data and generate instant insights is no longer optional but essential for competitiveness. By combining streaming data, automated analytics, and intelligent [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-23772","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Real-time Data Science for Modern Decision Intelligence<\/title>\n<meta name=\"description\" content=\"Real-time Data Science enables instant decision-making with live data processing for faster and smarter business operations.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.bainisys.com\/th\/real-time-data-science\/\" \/>\n<meta property=\"og:locale\" content=\"th_TH\" \/>\n<meta property=\"og:type\" 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