{"id":112063,"date":"2026-07-02T10:25:26","date_gmt":"2026-07-02T03:25:26","guid":{"rendered":"https:\/\/www.spu.ac.th\/fac\/informatics\/?p=112063"},"modified":"2026-08-07T10:42:30","modified_gmt":"2026-08-07T03:42:30","slug":"%e0%b8%9c%e0%b8%b9%e0%b9%89%e0%b9%80%e0%b8%82%e0%b9%89%e0%b8%b2%e0%b8%ad%e0%b8%9a%e0%b8%a3%e0%b8%a1%e0%b9%82%e0%b8%8a%e0%b8%a7%e0%b9%8c%e0%b8%9c%e0%b8%a5%e0%b8%87%e0%b8%b2%e0%b8%99-ai-%e0%b9%80","status":"publish","type":"post","link":"https:\/\/www.spu.ac.th\/fac\/informatics\/%e0%b8%9c%e0%b8%b9%e0%b9%89%e0%b9%80%e0%b8%82%e0%b9%89%e0%b8%b2%e0%b8%ad%e0%b8%9a%e0%b8%a3%e0%b8%a1%e0%b9%82%e0%b8%8a%e0%b8%a7%e0%b9%8c%e0%b8%9c%e0%b8%a5%e0%b8%87%e0%b8%b2%e0%b8%99-ai-%e0%b9%80\/","title":{"rendered":"SPU \u0e40\u0e2a\u0e23\u0e34\u0e21\u0e28\u0e31\u0e01\u0e22\u0e20\u0e32\u0e1e\u0e1a\u0e38\u0e04\u0e25\u0e32\u0e01\u0e23\u0e22\u0e38\u0e04 AI \u0e1c\u0e48\u0e32\u0e19\u0e2b\u0e25\u0e31\u0e01\u0e2a\u0e39\u0e15\u0e23 Data Science \u0e41\u0e25\u0e30 AI Automation \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e01\u0e32\u0e23\u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c\u0e18\u0e38\u0e23\u0e01\u0e34\u0e08"},"content":{"rendered":"<h2 style=\"text-align: center\" data-start=\"351\" data-end=\"715\"><strong>\u0e04\u0e13\u0e30\u0e40\u0e17\u0e04\u0e42\u0e19\u0e42\u0e25\u0e22\u0e35\u0e2a\u0e32\u0e23\u0e2a\u0e19\u0e40\u0e17\u0e28 \u0e21\u0e2b\u0e32\u0e27\u0e34\u0e17\u0e22\u0e32\u0e25\u0e31\u0e22\u0e28\u0e23\u0e35\u0e1b\u0e17\u0e38\u0e21 \u0e22\u0e01\u0e23\u0e30\u0e14\u0e31\u0e1a\u0e17\u0e31\u0e01\u0e29\u0e30\u0e14\u0e49\u0e32\u0e19 Machine Learning \u0e41\u0e25\u0e30 AI Automation \u0e2a\u0e23\u0e49\u0e32\u0e07\u0e19\u0e31\u0e01\u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25<br \/>\u0e1e\u0e23\u0e49\u0e2d\u0e21\u0e02\u0e31\u0e1a\u0e40\u0e04\u0e25\u0e37\u0e48\u0e2d\u0e19\u0e2d\u0e07\u0e04\u0e4c\u0e01\u0e23\u0e2a\u0e39\u0e48\u0e22\u0e38\u0e04\u0e14\u0e34\u0e08\u0e34\u0e17\u0e31\u0e25<\/strong><\/h2>\n<p class=\"isSelectedEnd\">\u0e04\u0e13\u0e30\u0e40\u0e17\u0e04\u0e42\u0e19\u0e42\u0e25\u0e22\u0e35\u0e2a\u0e32\u0e23\u0e2a\u0e19\u0e40\u0e17\u0e28 \u0e21\u0e2b\u0e32\u0e27\u0e34\u0e17\u0e22\u0e32\u0e25\u0e31\u0e22\u0e28\u0e23\u0e35\u0e1b\u0e17\u0e38\u0e21 \u0e08\u0e31\u0e14\u0e01\u0e32\u0e23\u0e2d\u0e1a\u0e23\u0e21\u0e2b\u0e25\u0e31\u0e01\u0e2a\u0e39\u0e15\u0e23 <strong>\u201c\u0e27\u0e34\u0e17\u0e22\u0e32\u0e01\u0e32\u0e23\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e41\u0e25\u0e30\u0e23\u0e30\u0e1a\u0e1a\u0e2d\u0e31\u0e15\u0e42\u0e19\u0e21\u0e31\u0e15\u0e34\u0e14\u0e49\u0e27\u0e22\u0e1b\u0e31\u0e0d\u0e0d\u0e32\u0e1b\u0e23\u0e30\u0e14\u0e34\u0e29\u0e10\u0e4c \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e01\u0e32\u0e23\u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c\u0e18\u0e38\u0e23\u0e01\u0e34\u0e08\u201d<\/strong> \u0e43\u0e19 <strong>Module 3 \u0e41\u0e25\u0e30 Module 4<\/strong> \u0e23\u0e30\u0e2b\u0e27\u0e48\u0e32\u0e07\u0e27\u0e31\u0e19\u0e17\u0e35\u0e48 <strong>27\u201328 \u0e21\u0e34\u0e16\u0e38\u0e19\u0e32\u0e22\u0e19 2569<\/strong> \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e1e\u0e31\u0e12\u0e19\u0e32\u0e04\u0e27\u0e32\u0e21\u0e23\u0e39\u0e49\u0e41\u0e25\u0e30\u0e17\u0e31\u0e01\u0e29\u0e30\u0e14\u0e49\u0e32\u0e19\u0e27\u0e34\u0e17\u0e22\u0e32\u0e01\u0e32\u0e23\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25 (Data Science) \u0e01\u0e32\u0e23\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e42\u0e21\u0e40\u0e14\u0e25\u0e17\u0e33\u0e19\u0e32\u0e22 (Machine Learning) \u0e41\u0e25\u0e30\u0e01\u0e32\u0e23\u0e1b\u0e23\u0e30\u0e22\u0e38\u0e01\u0e15\u0e4c\u0e43\u0e0a\u0e49\u0e23\u0e30\u0e1a\u0e1a\u0e2d\u0e31\u0e15\u0e42\u0e19\u0e21\u0e31\u0e15\u0e34\u0e14\u0e49\u0e27\u0e22\u0e1b\u0e31\u0e0d\u0e0d\u0e32\u0e1b\u0e23\u0e30\u0e14\u0e34\u0e29\u0e10\u0e4c (AI Automation) \u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c\u0e18\u0e38\u0e23\u0e01\u0e34\u0e08\u0e41\u0e25\u0e30\u0e01\u0e32\u0e23\u0e40\u0e1e\u0e34\u0e48\u0e21\u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e\u0e01\u0e32\u0e23\u0e14\u0e33\u0e40\u0e19\u0e34\u0e19\u0e07\u0e32\u0e19\u0e02\u0e2d\u0e07\u0e2d\u0e07\u0e04\u0e4c\u0e01\u0e23\u0e43\u0e19\u0e22\u0e38\u0e04\u0e14\u0e34\u0e08\u0e34\u0e17\u0e31\u0e25<\/p>\n<p class=\"isSelectedEnd\">\u0e01\u0e32\u0e23\u0e2d\u0e1a\u0e23\u0e21 <strong>Module 3: Predictive Modeling with Machine Learning<\/strong> \u0e21\u0e38\u0e48\u0e07\u0e40\u0e19\u0e49\u0e19\u0e01\u0e32\u0e23\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e04\u0e27\u0e32\u0e21\u0e40\u0e02\u0e49\u0e32\u0e43\u0e08\u0e40\u0e01\u0e35\u0e48\u0e22\u0e27\u0e01\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e1e\u0e31\u0e12\u0e19\u0e32\u0e42\u0e21\u0e40\u0e14\u0e25 <strong>Classification<\/strong> \u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e25\u0e39\u0e01\u0e04\u0e49\u0e32 \u0e1e\u0e23\u0e49\u0e2d\u0e21\u0e40\u0e23\u0e35\u0e22\u0e19\u0e23\u0e39\u0e49\u0e01\u0e32\u0e23\u0e1b\u0e23\u0e30\u0e40\u0e21\u0e34\u0e19\u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e\u0e02\u0e2d\u0e07\u0e42\u0e21\u0e40\u0e14\u0e25\u0e14\u0e49\u0e27\u0e22 <strong>Accuracy, Precision, Recall \u0e41\u0e25\u0e30 Confusion Matrix<\/strong> \u0e1c\u0e48\u0e32\u0e19\u0e01\u0e32\u0e23\u0e25\u0e07\u0e21\u0e37\u0e2d\u0e1b\u0e0f\u0e34\u0e1a\u0e31\u0e15\u0e34\u0e08\u0e23\u0e34\u0e07 \u0e1c\u0e39\u0e49\u0e40\u0e02\u0e49\u0e32\u0e2d\u0e1a\u0e23\u0e21\u0e44\u0e14\u0e49\u0e1d\u0e36\u0e01\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e42\u0e21\u0e40\u0e14\u0e25\u0e17\u0e33\u0e19\u0e32\u0e22\u0e08\u0e32\u0e01\u0e0a\u0e38\u0e14\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e17\u0e32\u0e07\u0e18\u0e38\u0e23\u0e01\u0e34\u0e08 \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e40\u0e23\u0e35\u0e22\u0e19\u0e23\u0e39\u0e49\u0e01\u0e23\u0e30\u0e1a\u0e27\u0e19\u0e01\u0e32\u0e23\u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e41\u0e25\u0e30\u0e01\u0e32\u0e23\u0e15\u0e31\u0e14\u0e2a\u0e34\u0e19\u0e43\u0e08\u0e1a\u0e19\u0e1e\u0e37\u0e49\u0e19\u0e10\u0e32\u0e19\u0e02\u0e2d\u0e07\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25 (Data-Driven Decision Making)<\/p>\n<p class=\"isSelectedEnd\">\u0e15\u0e48\u0e2d\u0e40\u0e19\u0e37\u0e48\u0e2d\u0e07\u0e43\u0e19 <strong>Module 4: AI-Driven Automation &amp; Modern AI<\/strong> \u0e1c\u0e39\u0e49\u0e40\u0e02\u0e49\u0e32\u0e2d\u0e1a\u0e23\u0e21\u0e44\u0e14\u0e49\u0e40\u0e23\u0e35\u0e22\u0e19\u0e23\u0e39\u0e49\u0e01\u0e32\u0e23\u0e1b\u0e23\u0e30\u0e22\u0e38\u0e01\u0e15\u0e4c\u0e43\u0e0a\u0e49 <strong>Robotic Process Automation (RPA)<\/strong> \u0e01\u0e32\u0e23\u0e2d\u0e2d\u0e01\u0e41\u0e1a\u0e1a Workflow \u0e2d\u0e31\u0e15\u0e42\u0e19\u0e21\u0e31\u0e15\u0e34\u0e14\u0e49\u0e27\u0e22 <strong>n8n<\/strong> \u0e41\u0e25\u0e30\u0e01\u0e32\u0e23\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e15\u0e48\u0e2d\u0e1a\u0e23\u0e34\u0e01\u0e32\u0e23 AI \u0e1c\u0e48\u0e32\u0e19 <strong>API<\/strong> \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e0a\u0e48\u0e27\u0e22\u0e25\u0e14\u0e02\u0e31\u0e49\u0e19\u0e15\u0e2d\u0e19\u0e01\u0e32\u0e23\u0e17\u0e33\u0e07\u0e32\u0e19 \u0e40\u0e1e\u0e34\u0e48\u0e21\u0e04\u0e27\u0e32\u0e21\u0e23\u0e27\u0e14\u0e40\u0e23\u0e47\u0e27 \u0e25\u0e14\u0e04\u0e27\u0e32\u0e21\u0e1c\u0e34\u0e14\u0e1e\u0e25\u0e32\u0e14 \u0e41\u0e25\u0e30\u0e22\u0e01\u0e23\u0e30\u0e14\u0e31\u0e1a\u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e\u0e02\u0e2d\u0e07\u0e01\u0e23\u0e30\u0e1a\u0e27\u0e19\u0e01\u0e32\u0e23\u0e17\u0e33\u0e07\u0e32\u0e19\u0e43\u0e19\u0e2d\u0e07\u0e04\u0e4c\u0e01\u0e23<\/p>\n<p class=\"isSelectedEnd\">\u0e44\u0e2e\u0e44\u0e25\u0e15\u0e4c\u0e2a\u0e33\u0e04\u0e31\u0e0d\u0e02\u0e2d\u0e07\u0e2b\u0e25\u0e31\u0e01\u0e2a\u0e39\u0e15\u0e23\u0e04\u0e37\u0e2d\u0e01\u0e32\u0e23\u0e1e\u0e31\u0e12\u0e19\u0e32 <strong>Capstone Project<\/strong> \u0e08\u0e32\u0e01\u0e42\u0e08\u0e17\u0e22\u0e4c\u0e18\u0e38\u0e23\u0e01\u0e34\u0e08\u0e08\u0e23\u0e34\u0e07 \u0e42\u0e14\u0e22\u0e1c\u0e39\u0e49\u0e40\u0e02\u0e49\u0e32\u0e2d\u0e1a\u0e23\u0e21\u0e44\u0e14\u0e49\u0e19\u0e33\u0e2d\u0e07\u0e04\u0e4c\u0e04\u0e27\u0e32\u0e21\u0e23\u0e39\u0e49\u0e14\u0e49\u0e32\u0e19 Data Analytics, Machine Learning \u0e41\u0e25\u0e30 AI Automation \u0e21\u0e32\u0e1b\u0e23\u0e30\u0e22\u0e38\u0e01\u0e15\u0e4c\u0e43\u0e0a\u0e49\u0e01\u0e31\u0e1a\u0e2a\u0e16\u0e32\u0e19\u0e01\u0e32\u0e23\u0e13\u0e4c\u0e2b\u0e25\u0e32\u0e01\u0e2b\u0e25\u0e32\u0e22 \u0e2d\u0e32\u0e17\u0e34 \u0e01\u0e32\u0e23\u0e1b\u0e23\u0e30\u0e40\u0e21\u0e34\u0e19\u0e21\u0e39\u0e25\u0e04\u0e48\u0e32\u0e2d\u0e2a\u0e31\u0e07\u0e2b\u0e32\u0e23\u0e34\u0e21\u0e17\u0e23\u0e31\u0e1e\u0e22\u0e4c \u0e01\u0e32\u0e23\u0e17\u0e33\u0e19\u0e32\u0e22\u0e04\u0e27\u0e32\u0e21\u0e40\u0e2a\u0e35\u0e48\u0e22\u0e07\u0e01\u0e32\u0e23\u0e15\u0e01\u0e07\u0e32\u0e19\u0e43\u0e19\u0e1b\u0e35 2030 \u0e01\u0e32\u0e23\u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c\u0e2a\u0e34\u0e19\u0e04\u0e49\u0e32\u0e17\u0e35\u0e48\u0e21\u0e31\u0e01\u0e16\u0e39\u0e01\u0e0b\u0e37\u0e49\u0e2d\u0e23\u0e48\u0e27\u0e21\u0e01\u0e31\u0e19\u0e43\u0e19\u0e23\u0e49\u0e32\u0e19\u0e01\u0e32\u0e41\u0e1f \u0e01\u0e32\u0e23\u0e15\u0e23\u0e27\u0e08\u0e08\u0e31\u0e1a\u0e04\u0e33\u0e02\u0e2d\u0e2a\u0e34\u0e19\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e40\u0e0a\u0e48\u0e32\u0e0b\u0e37\u0e49\u0e2d\u0e17\u0e35\u0e48\u0e21\u0e35\u0e04\u0e27\u0e32\u0e21\u0e19\u0e48\u0e32\u0e2a\u0e07\u0e2a\u0e31\u0e22 \u0e01\u0e32\u0e23\u0e01\u0e33\u0e2b\u0e19\u0e14\u0e01\u0e25\u0e22\u0e38\u0e17\u0e18\u0e4c\u0e23\u0e32\u0e04\u0e32\u0e2b\u0e49\u0e2d\u0e07\u0e1e\u0e31\u0e01 Airbnb Bangkok \u0e01\u0e32\u0e23\u0e17\u0e33\u0e19\u0e32\u0e22\u0e01\u0e32\u0e23\u0e25\u0e32\u0e2d\u0e2d\u0e01\u0e02\u0e2d\u0e07\u0e1e\u0e19\u0e31\u0e01\u0e07\u0e32\u0e19 \u0e41\u0e25\u0e30\u0e23\u0e30\u0e1a\u0e1a\u0e1e\u0e22\u0e32\u0e01\u0e23\u0e13\u0e4c\u0e1c\u0e25\u0e1c\u0e25\u0e34\u0e15\u0e17\u0e32\u0e07\u0e01\u0e32\u0e23\u0e40\u0e01\u0e29\u0e15\u0e23\u0e2d\u0e31\u0e08\u0e09\u0e23\u0e34\u0e22\u0e30 \u0e0b\u0e36\u0e48\u0e07\u0e2a\u0e30\u0e17\u0e49\u0e2d\u0e19\u0e28\u0e31\u0e01\u0e22\u0e20\u0e32\u0e1e\u0e43\u0e19\u0e01\u0e32\u0e23\u0e1b\u0e23\u0e30\u0e22\u0e38\u0e01\u0e15\u0e4c\u0e43\u0e0a\u0e49\u0e40\u0e17\u0e04\u0e42\u0e19\u0e42\u0e25\u0e22\u0e35 AI \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e41\u0e01\u0e49\u0e44\u0e02\u0e1b\u0e31\u0e0d\u0e2b\u0e32\u0e41\u0e25\u0e30\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e04\u0e38\u0e13\u0e04\u0e48\u0e32\u0e43\u0e2b\u0e49\u0e01\u0e31\u0e1a\u0e20\u0e32\u0e04\u0e18\u0e38\u0e23\u0e01\u0e34\u0e08\u0e41\u0e25\u0e30\u0e2a\u0e31\u0e07\u0e04\u0e21<\/p>\n<p class=\"isSelectedEnd\">\u0e01\u0e32\u0e23\u0e2d\u0e1a\u0e23\u0e21\u0e1b\u0e34\u0e14\u0e17\u0e49\u0e32\u0e22\u0e14\u0e49\u0e27\u0e22\u0e01\u0e32\u0e23\u0e19\u0e33\u0e40\u0e2a\u0e19\u0e2d\u0e1c\u0e25\u0e07\u0e32\u0e19 \u0e41\u0e25\u0e01\u0e40\u0e1b\u0e25\u0e35\u0e48\u0e22\u0e19\u0e02\u0e49\u0e2d\u0e04\u0e34\u0e14\u0e40\u0e2b\u0e47\u0e19\u0e23\u0e30\u0e2b\u0e27\u0e48\u0e32\u0e07\u0e1c\u0e39\u0e49\u0e40\u0e02\u0e49\u0e32\u0e2d\u0e1a\u0e23\u0e21\u0e41\u0e25\u0e30\u0e27\u0e34\u0e17\u0e22\u0e32\u0e01\u0e23 \u0e1e\u0e23\u0e49\u0e2d\u0e21\u0e21\u0e2d\u0e1a\u0e1b\u0e23\u0e30\u0e01\u0e32\u0e28\u0e19\u0e35\u0e22\u0e1a\u0e31\u0e15\u0e23\u0e41\u0e01\u0e48\u0e1c\u0e39\u0e49\u0e1c\u0e48\u0e32\u0e19\u0e01\u0e32\u0e23\u0e2d\u0e1a\u0e23\u0e21 \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e22\u0e37\u0e19\u0e22\u0e31\u0e19\u0e16\u0e36\u0e07\u0e28\u0e31\u0e01\u0e22\u0e20\u0e32\u0e1e\u0e43\u0e19\u0e01\u0e32\u0e23\u0e19\u0e33\u0e2d\u0e07\u0e04\u0e4c\u0e04\u0e27\u0e32\u0e21\u0e23\u0e39\u0e49\u0e14\u0e49\u0e32\u0e19 Data Science, Machine Learning \u0e41\u0e25\u0e30 AI Automation \u0e44\u0e1b\u0e1b\u0e23\u0e30\u0e22\u0e38\u0e01\u0e15\u0e4c\u0e43\u0e0a\u0e49\u0e43\u0e19\u0e01\u0e32\u0e23\u0e17\u0e33\u0e07\u0e32\u0e19\u0e08\u0e23\u0e34\u0e07 \u0e41\u0e25\u0e30\u0e2a\u0e19\u0e31\u0e1a\u0e2a\u0e19\u0e38\u0e19\u0e01\u0e32\u0e23\u0e02\u0e31\u0e1a\u0e40\u0e04\u0e25\u0e37\u0e48\u0e2d\u0e19\u0e2d\u0e07\u0e04\u0e4c\u0e01\u0e23\u0e2a\u0e39\u0e48\u0e01\u0e32\u0e23\u0e40\u0e1b\u0e25\u0e35\u0e48\u0e22\u0e19\u0e1c\u0e48\u0e32\u0e19\u0e17\u0e32\u0e07\u0e14\u0e34\u0e08\u0e34\u0e17\u0e31\u0e25\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e22\u0e31\u0e48\u0e07\u0e22\u0e37\u0e19<\/p>\n<p>\u0e01\u0e34\u0e08\u0e01\u0e23\u0e23\u0e21\u0e19\u0e35\u0e49\u0e2a\u0e30\u0e17\u0e49\u0e2d\u0e19\u0e1a\u0e17\u0e1a\u0e32\u0e17\u0e02\u0e2d\u0e07\u0e21\u0e2b\u0e32\u0e27\u0e34\u0e17\u0e22\u0e32\u0e25\u0e31\u0e22\u0e28\u0e23\u0e35\u0e1b\u0e17\u0e38\u0e21\u0e43\u0e19\u0e01\u0e32\u0e23\u0e1e\u0e31\u0e12\u0e19\u0e32\u0e01\u0e33\u0e25\u0e31\u0e07\u0e04\u0e19\u0e04\u0e38\u0e13\u0e20\u0e32\u0e1e\u0e17\u0e35\u0e48\u0e15\u0e2d\u0e1a\u0e42\u0e08\u0e17\u0e22\u0e4c\u0e04\u0e27\u0e32\u0e21\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e02\u0e2d\u0e07\u0e20\u0e32\u0e04\u0e2d\u0e38\u0e15\u0e2a\u0e32\u0e2b\u0e01\u0e23\u0e23\u0e21 \u0e2a\u0e2d\u0e14\u0e04\u0e25\u0e49\u0e2d\u0e07\u0e01\u0e31\u0e1a <strong>SDG 4: Quality Education<\/strong> \u0e42\u0e14\u0e22\u0e40\u0e09\u0e1e\u0e32\u0e30 <strong>SDG 4.3.3 Vocational Training Events (Lifelong Learning)<\/strong> \u0e17\u0e35\u0e48\u0e2a\u0e48\u0e07\u0e40\u0e2a\u0e23\u0e34\u0e21\u0e01\u0e32\u0e23\u0e1e\u0e31\u0e12\u0e19\u0e32\u0e17\u0e31\u0e01\u0e29\u0e30\u0e27\u0e34\u0e0a\u0e32\u0e0a\u0e35\u0e1e\u0e41\u0e25\u0e30\u0e01\u0e32\u0e23\u0e40\u0e23\u0e35\u0e22\u0e19\u0e23\u0e39\u0e49\u0e15\u0e25\u0e2d\u0e14\u0e0a\u0e35\u0e27\u0e34\u0e15 \u0e23\u0e27\u0e21\u0e16\u0e36\u0e07 <strong>SDG 8: Decent Work and Economic Growth<\/strong> \u0e1c\u0e48\u0e32\u0e19 <strong>SDG 8.4.1 Proportion of Students Taking Work Placements<\/strong> \u0e43\u0e19\u0e21\u0e34\u0e15\u0e34\u0e02\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e40\u0e15\u0e23\u0e35\u0e22\u0e21\u0e04\u0e27\u0e32\u0e21\u0e1e\u0e23\u0e49\u0e2d\u0e21\u0e14\u0e49\u0e32\u0e19\u0e17\u0e31\u0e01\u0e29\u0e30\u0e17\u0e35\u0e48\u0e15\u0e25\u0e32\u0e14\u0e41\u0e23\u0e07\u0e07\u0e32\u0e19\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23 \u0e41\u0e25\u0e30 <strong>SDG 9: Industry, Innovation and Infrastructure<\/strong> \u0e17\u0e35\u0e48\u0e2a\u0e19\u0e31\u0e1a\u0e2a\u0e19\u0e38\u0e19\u0e01\u0e32\u0e23\u0e1b\u0e23\u0e30\u0e22\u0e38\u0e01\u0e15\u0e4c\u0e43\u0e0a\u0e49\u0e19\u0e27\u0e31\u0e15\u0e01\u0e23\u0e23\u0e21\u0e14\u0e34\u0e08\u0e34\u0e17\u0e31\u0e25\u0e41\u0e25\u0e30\u0e1b\u0e31\u0e0d\u0e0d\u0e32\u0e1b\u0e23\u0e30\u0e14\u0e34\u0e29\u0e10\u0e4c\u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e40\u0e1e\u0e34\u0e48\u0e21\u0e02\u0e35\u0e14\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\u0e2d\u0e07\u0e04\u0e4c\u0e01\u0e23\u0e41\u0e25\u0e30\u0e20\u0e32\u0e04\u0e18\u0e38\u0e23\u0e01\u0e34\u0e08<\/p>\n<p>\u00a0<\/p>\n<h2 style=\"text-align: center\"><strong>Sripatum University Empowers Learners with Machine Learning and AI Automation to Drive Innovation in the Digital Economy<\/strong><\/h2>\n<p class=\"isSelectedEnd\">The School of Information Technology at Sripatum University organized <strong>Modules 3 and 4<\/strong> of the training program <strong>&#8220;Data Science and AI Automation for Business Analytics&#8221;<\/strong> on <strong>27\u201328 June 2026<\/strong>. The program was designed to strengthen participants&#8217; competencies in data science, predictive analytics, machine learning, and AI-driven automation for practical business applications.<\/p>\n<p class=\"isSelectedEnd\">Module 3, <strong>Predictive Modeling with Machine Learning<\/strong>, focused on developing classification models, evaluating model performance using Accuracy, Precision, Recall, and Confusion Matrix, and applying predictive analytics to solve real business problems through hands-on practice.<\/p>\n<p class=\"isSelectedEnd\">Module 4, <strong>AI-Driven Automation &amp; Modern AI<\/strong>, introduced participants to Robotic Process Automation (RPA), workflow automation using n8n, and AI integration through APIs to streamline business processes, improve operational efficiency, and accelerate digital transformation.<\/p>\n<p class=\"isSelectedEnd\">Participants also completed capstone projects addressing real-world challenges, including property valuation, employment risk prediction, market basket analysis, fraud detection, Airbnb pricing optimization, employee attrition prediction, and smart agricultural forecasting. The program concluded with project presentations, knowledge exchange sessions, and certificate awards, demonstrating participants&#8217; readiness to apply AI, machine learning, and automation technologies in professional environments.<\/p>\n<p class=\"isSelectedEnd\">The initiative reflects SPU&#8217;s commitment to lifelong learning, workforce development, and innovation, supporting <strong>SDG 4 (Quality Education)<\/strong>, <strong>SDG 8 (Decent Work and Economic Growth)<\/strong>, and <strong>SDG 9 (Industry, Innovation and Infrastructure)<\/strong>.<\/p>\n<p class=\"isSelectedEnd\">#SPU #SPUSDGs #ITSPU #DataScience #ArtificialIntelligence #DigitalTransformation<\/p>\n<p>\u00a0<\/p>\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"112076\" src=\"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3800-1024x768.jpg.webp\" alt=\"\" class=\"wp-image-112076\" srcset=\"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3800-1024x768.jpg.webp 1024w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3800-300x225.jpg.webp 300w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3800-768x576.jpg.webp 768w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3800-1536x1152.jpg.webp 1536w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3800-2048x1536.jpg.webp 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"112082\" src=\"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3812-1024x768.jpg.webp\" alt=\"\" class=\"wp-image-112082\" srcset=\"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3812-1024x768.jpg.webp 1024w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3812-300x225.jpg.webp 300w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3812-768x576.jpg.webp 768w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3812-1536x1152.jpg.webp 1536w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3812-2048x1536.jpg.webp 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"112080\" src=\"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3823-1024x768.jpg.webp\" alt=\"\" class=\"wp-image-112080\" srcset=\"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3823-1024x768.jpg.webp 1024w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3823-300x225.jpg.webp 300w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3823-768x576.jpg.webp 768w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3823-1536x1152.jpg.webp 1536w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3823-2048x1536.jpg.webp 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"112079\" src=\"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3827-1024x768.jpg.webp\" alt=\"\" class=\"wp-image-112079\" srcset=\"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3827-1024x768.jpg.webp 1024w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3827-300x225.jpg.webp 300w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3827-768x576.jpg.webp 768w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3827-1536x1152.jpg.webp 1536w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3827-2048x1536.jpg.webp 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"112081\" src=\"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3829-1024x768.jpg.webp\" alt=\"\" class=\"wp-image-112081\" srcset=\"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3829-1024x768.jpg.webp 1024w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3829-300x225.jpg.webp 300w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3829-768x576.jpg.webp 768w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3829-1536x1152.jpg.webp 1536w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3829-2048x1536.jpg.webp 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"112086\" src=\"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3831-1024x768.jpg.webp\" alt=\"\" class=\"wp-image-112086\" srcset=\"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3831-1024x768.jpg.webp 1024w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3831-300x225.jpg.webp 300w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3831-768x576.jpg.webp 768w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3831-1536x1152.jpg.webp 1536w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3831-2048x1536.jpg.webp 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"112093\" src=\"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/P1013614-1024x768.jpg.webp\" alt=\"\" class=\"wp-image-112093\" srcset=\"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/P1013614-1024x768.jpg.webp 1024w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/P1013614-300x225.jpg.webp 300w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/P1013614-768x576.jpg.webp 768w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/P1013614-1536x1152.jpg.webp 1536w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/P1013614-2048x1536.jpg.webp 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"112092\" src=\"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/P1013625-1024x768.jpg.webp\" alt=\"\" class=\"wp-image-112092\" srcset=\"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/P1013625-1024x768.jpg.webp 1024w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/P1013625-300x225.jpg.webp 300w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/P1013625-768x576.jpg.webp 768w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/P1013625-1536x1152.jpg.webp 1536w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/P1013625-2048x1536.jpg.webp 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"112098\" src=\"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/P1013633-1024x768.jpg.webp\" alt=\"\" class=\"wp-image-112098\" srcset=\"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/P1013633-1024x768.jpg.webp 1024w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/P1013633-300x225.jpg.webp 300w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/P1013633-768x576.jpg.webp 768w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/P1013633-1536x1152.jpg.webp 1536w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/P1013633-2048x1536.jpg.webp 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"112101\" src=\"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3848-1024x768.jpg.webp\" alt=\"\" class=\"wp-image-112101\" srcset=\"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3848-1024x768.jpg.webp 1024w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3848-300x225.jpg.webp 300w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3848-768x576.jpg.webp 768w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3848-1536x1152.jpg.webp 1536w, https:\/\/www.spu.ac.th\/fac\/informatics\/wp-content\/smush-webp\/sites\/10\/2026\/07\/IMG_3848-2048x1536.jpg.webp 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/figure>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0e04\u0e13\u0e30\u0e40\u0e17\u0e04\u0e42\u0e19\u0e42\u0e25\u0e22\u0e35\u0e2a\u0e32\u0e23\u0e2a\u0e19\u0e40\u0e17\u0e28 \u0e21\u0e2b\u0e32\u0e27\u0e34\u0e17\u0e22\u0e32\u0e25\u0e31\u0e22\u0e28\u0e23\u0e35\u0e1b\u0e17\u0e38\u0e21 \u0e22\u0e01\u0e23\u0e30\u0e14\u0e31\u0e1a\u0e17\u0e31\u0e01\u0e29\u0e30\u0e14\u0e49\u0e32 [&hellip;]<\/p>\n","protected":false},"author":47,"featured_media":112064,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[28,312,313,308],"tags":[],"class_list":["post-112063","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-28","category-decent-work-and-economic-growth-sdg-8","category-industry-innovation-and-infrastructure-sdg-9","category-quality-education-sdg-4"],"_links":{"self":[{"href":"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-json\/wp\/v2\/posts\/112063","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-json\/wp\/v2\/users\/47"}],"replies":[{"embeddable":true,"href":"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-json\/wp\/v2\/comments?post=112063"}],"version-history":[{"count":0,"href":"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-json\/wp\/v2\/posts\/112063\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-json\/wp\/v2\/media\/112064"}],"wp:attachment":[{"href":"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-json\/wp\/v2\/media?parent=112063"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-json\/wp\/v2\/categories?post=112063"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.spu.ac.th\/fac\/informatics\/wp-json\/wp\/v2\/tags?post=112063"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}