{"id":176419,"date":"2025-05-07T06:10:35","date_gmt":"2025-05-07T06:10:35","guid":{"rendered":"https:\/\/flypix.ai\/?p=176419"},"modified":"2025-05-07T11:18:40","modified_gmt":"2025-05-07T11:18:40","slug":"geoai-books","status":"publish","type":"post","link":"https:\/\/flypix.ai\/ar\/geoai-books\/","title":{"rendered":"\u0623\u0641\u0636\u0644 \u0643\u062a\u0628 GeoAI: \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0631\u0627\u0626\u062f"},"content":{"rendered":"<p>\u064a\u062f\u0645\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0645\u0643\u0627\u0646\u064a (GeoAI) \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0644\u0625\u062d\u062f\u0627\u062b \u062b\u0648\u0631\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u062d\u0636\u0631\u064a\u060c \u0648\u0627\u0644\u0631\u0635\u062f \u0627\u0644\u0628\u064a\u0626\u064a\u060c \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0643\u0648\u0627\u0631\u062b. \u0627\u062e\u062a\u064a\u0631\u062a \u0627\u0644\u0643\u062a\u0628 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0644\u0623\u0647\u0645\u064a\u062a\u0647\u0627 \u0627\u0644\u0645\u0628\u0627\u0634\u0631\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629\u060c \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627 \u0627\u0644\u0639\u0645\u0644\u064a\u0629. \u062a\u064f\u0642\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0623\u0639\u0645\u0627\u0644\u060c \u0627\u0644\u062a\u064a \u0623\u0644\u0641\u0647\u0627 \u062e\u0628\u0631\u0627\u0621 \u0628\u0627\u0631\u0632\u0648\u0646\u060c \u0645\u0639\u0631\u0641\u0629\u064b \u0623\u0633\u0627\u0633\u064a\u0629\u064b \u0644\u0644\u0637\u0644\u0627\u0628 \u0648\u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0627\u0644\u0645\u0647\u0646\u064a\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0639\u0645\u0644\u0648\u0646 \u0639\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0645\u0643\u0627\u0646\u064a.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" width=\"180\" height=\"270\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Handbook-of-Geospatial-Artificial-Intelligence.jpg\" alt=\"\" class=\"wp-image-176422\" style=\"width:173px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Handbook-of-Geospatial-Artificial-Intelligence.jpg 180w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Handbook-of-Geospatial-Artificial-Intelligence-8x12.jpg 8w\" sizes=\"(max-width: 180px) 100vw, 180px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">1. \u062f\u0644\u064a\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u060c \u062a\u0623\u0644\u064a\u0641 \u0633\u0648\u0646\u063a \u062c\u0627\u0648\u060c \u0648\u064a\u064a\u0646\u063a\u062c\u064a \u0647\u0648\u060c \u0648\u0648\u064a\u0646 \u0648\u064a\u0646 \u0644\u064a&nbsp;<\/h2>\n\n\n\n<p>\u0646\u064f\u0634\u0631 \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0634\u0627\u0645\u0644 \u0639\u0627\u0645 \u0662\u0660\u0662\u0663\u060c \u0648\u062d\u0631\u0631\u0647 \u0633\u0648\u0646\u063a \u063a\u0627\u0648\u060c \u0648\u064a\u0646\u063a\u062c\u064a \u0647\u0648\u060c \u0648\u0648\u064a\u0646 \u0648\u064a\u0646 \u0644\u064a\u060c \u0648\u0647\u0648 \u0645\u0631\u062c\u0639 \u0634\u0627\u0645\u0644 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u060c \u064a\u063a\u0637\u064a \u0623\u0643\u062b\u0631 \u0645\u0646 \u0663\u0660 \u0645\u0648\u0636\u0648\u0639\u064b\u0627\u060c \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0625\u0644\u0649 \u0627\u0644\u062a\u0635\u0648\u0631 \u0627\u0644\u0645\u0643\u0627\u0646\u064a. \u064a\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u062f\u0644\u064a\u0644 \u0628\u0634\u0643\u0644 \u0645\u0646\u0647\u062c\u064a \u0627\u0644\u0623\u0633\u0633 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629\u060c \u062c\u0627\u0645\u0639\u064b\u0627 \u0628\u064a\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0648\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0631\u0641\u064a\u0629.<\/p>\n\n\n\n<p>\u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u0643\u062a\u0627\u0628 \u0623\u0645\u062b\u0644\u0629\u064b \u0628\u0631\u0645\u062c\u064a\u0629\u064b \u0648\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0627\u0644\u0629 \u062d\u0648\u0644 \u0631\u0635\u062f \u0627\u0644\u0628\u064a\u0626\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a \u0648\u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0644\u0643\u0648\u0627\u0631\u062b\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u062b\u0627\u0644\u064a\u064b\u0627 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u0644\u064a. \u0648\u062a\u0636\u0645\u0646 \u0645\u0633\u0627\u0647\u0645\u0627\u062a \u0643\u0628\u0627\u0631 \u0627\u0644\u062e\u0628\u0631\u0627\u0621 \u0641\u064a\u0647 \u0623\u0646\u0647 \u0636\u0631\u0648\u0631\u064a \u0644\u0625\u062a\u0642\u0627\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0639\u0628\u0631 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0623\u0643\u062b\u0631 \u0645\u0646 30 \u0641\u0635\u0644\u0627\u064b \u062d\u0648\u0644 \u0646\u0638\u0631\u064a\u0629 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a GeoAI<\/li>\n\n\n\n<li>\u064a\u062a\u0636\u0645\u0646 \u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/li>\n\n\n\n<li>\u064a\u063a\u0637\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0628\u064a\u0626\u064a\u0629 \u0648\u0627\u0644\u0643\u0648\u0627\u0631\u062b<\/li>\n\n\n\n<li>\u0645\u0646 \u062a\u0623\u0644\u064a\u0641 \u0639\u0644\u0645\u0627\u0621 GeoAI \u0627\u0644\u0631\u0627\u0626\u062f\u064a\u0646<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">&nbsp;\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0643\u062a\u0627\u0628<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u062a\u0648\u0641\u0631 \u0639\u0644\u0649: crcpress.com\/Handbook-of-Geospatial-Artificial-Intelligence\/Gao-Hu-Li\/p\/book\/9781032311661<\/li>\n\n\n\n<li>\u0627\u0644\u0646\u0627\u0634\u0631: CRC Press<\/li>\n\n\n\n<li>\u0627\u0644\u0633\u0646\u0629: 2023<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u064a\u063a\u0629: \u063a\u0644\u0627\u0641 \u0645\u0642\u0648\u0649\u060c \u0643\u062a\u0627\u0628 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a<\/li>\n\n\n\n<li>\u0631\u0642\u0645 ISBN: 978-1-032-31166-1<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u0641\u062d\u0627\u062a: 448<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0646 \u0647\u0648 \u0627\u0644\u0623\u0641\u0636\u0644 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0647<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0648\u0627\u0644\u0645\u0639\u0644\u0645\u0648\u0646 \u0641\u064a \u0645\u062c\u0627\u0644 GeoAI<\/li>\n\n\n\n<li>\u0627\u0644\u0645\u062d\u062a\u0631\u0641\u0648\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0628\u062d\u062b\u0648\u0646 \u0639\u0646 \u0645\u0631\u062c\u0639 \u0634\u0627\u0645\u0644 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a<\/li>\n\n\n\n<li>\u0627\u0644\u0637\u0644\u0627\u0628 \u0627\u0644\u0630\u064a\u0646 \u064a\u062f\u0631\u0633\u0648\u0646 \u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img fetchpriority=\"high\" decoding=\"async\" width=\"830\" height=\"1024\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Geospatial-Data-Analytics-on-AWS-830x1024.jpg\" alt=\"\" class=\"wp-image-176423\" style=\"width:200px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Geospatial-Data-Analytics-on-AWS-830x1024.jpg 830w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Geospatial-Data-Analytics-on-AWS-243x300.jpg 243w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Geospatial-Data-Analytics-on-AWS-768x947.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Geospatial-Data-Analytics-on-AWS-10x12.jpg 10w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Geospatial-Data-Analytics-on-AWS.jpg 1103w\" sizes=\"(max-width: 830px) 100vw, 830px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0639\u0644\u0649 AWS \u0628\u0642\u0644\u0645 \u0633\u0643\u0648\u062a \u0628\u0627\u062a\u0645\u0627\u0646\u060c \u0648\u062c\u0627\u0646\u0627\u0647\u0627\u0646 \u062c\u0646\u0627\u0646\u0627\u062a\u0634\u0627\u0646\u062f\u0631\u0627\u0646\u060c \u0648\u062c\u064a\u0641 \u062f\u064a\u0645\u0648\u062b&nbsp;<\/h2>\n\n\n\n<p>\u064a\u0633\u062a\u0643\u0634\u0641 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u060c \u0627\u0644\u0635\u0627\u062f\u0631 \u0639\u0627\u0645 \u0662\u0660\u0662\u0663\u060c \u0645\u0646 \u062a\u0623\u0644\u064a\u0641 \u0633\u0643\u0648\u062a \u0628\u064a\u062a\u0645\u0627\u0646 \u0648\u062c\u0627\u0646\u0627\u0647\u0627\u0646 \u062c\u0646\u0627\u0646\u0627\u062a\u0634\u0627\u0646\u062f\u0631\u0627\u0646 \u0648\u062c\u064a\u0641 \u062f\u064a\u0645\u0648\u062b\u060c \u0625\u062f\u0627\u0631\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0639\u0644\u0649 AWS. \u0648\u064a\u063a\u0637\u064a \u0627\u0644\u0643\u062a\u0627\u0628 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642\u060c \u0645\u0642\u062f\u0645\u064b\u0627 \u062d\u0644\u0648\u0644\u064b\u0627 \u0639\u0645\u0644\u064a\u0629 \u0644\u0645\u062a\u062e\u0635\u0635\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a.<\/p>\n\n\n\n<p>\u064a\u0642\u062f\u0645 \u0627\u0644\u0643\u062a\u0627\u0628 \u062f\u0631\u0648\u0633\u064b\u0627 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u062d\u0648\u0644 \u062e\u062f\u0645\u0627\u062a AWS \u0645\u062b\u0644 SageMaker \u0648GeoSpatial ML\u060c \u0645\u0639 \u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0627\u0644\u0629 \u062d\u0648\u0644 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u062f\u0646 \u0648\u0627\u0644\u0631\u0635\u062f \u0627\u0644\u0628\u064a\u0626\u064a. \u062a\u0631\u0643\u064a\u0632\u0647 \u0639\u0644\u0649 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u064a\u062c\u0639\u0644\u0647 \u0623\u0633\u0627\u0633\u064a\u064b\u0627 \u0644\u0644\u0645\u062a\u062e\u0635\u0635\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0639\u0645\u0644\u0648\u0646 \u0639\u0644\u0649 \u062a\u0648\u0633\u064a\u0639 \u0646\u0637\u0627\u0642 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0648\u0627\u0642\u0639\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 GeoAI \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a AWS \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629<\/li>\n\n\n\n<li>\u064a\u062a\u0636\u0645\u0646 \u062f\u0631\u0648\u0633\u064b\u0627 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0648\u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0627\u0644\u0629<\/li>\n\n\n\n<li>\u064a\u063a\u0637\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062d\u0636\u0631\u064a\u0629 \u0648\u0627\u0644\u0628\u064a\u0626\u064a\u0629<\/li>\n\n\n\n<li>\u0639\u0645\u0644\u064a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0645\u0633\u062a\u0646\u062f \u0625\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0643\u062a\u0627\u0628<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u062a\u0648\u0641\u0631 \u0639\u0644\u0649: packtpub.com\/product\/geospatial-data-analytics-on-aws\/9781804613825<\/li>\n\n\n\n<li>\u0627\u0644\u0646\u0627\u0634\u0631: \u062f\u0627\u0631 \u0646\u0634\u0631 \u0628\u0627\u0643\u064a\u062a<\/li>\n\n\n\n<li>\u0627\u0644\u0633\u0646\u0629: 2023<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u064a\u063a\u0629: \u063a\u0644\u0627\u0641 \u0648\u0631\u0642\u064a\u060c \u0643\u062a\u0627\u0628 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a<\/li>\n\n\n\n<li>\u0631\u0642\u0645 ISBN: 978-1-80461-382-5<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u0641\u062d\u0627\u062a: \u062d\u0648\u0627\u0644\u064a 320<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0646 \u0647\u0648 \u0627\u0644\u0623\u0641\u0636\u0644 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0647<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u064a\u0633\u062a\u062e\u062f\u0645\u0648\u0646 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u0629<\/li>\n\n\n\n<li>\u0627\u0644\u0645\u062d\u062a\u0631\u0641\u0648\u0646 \u0641\u064a \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062d\u0636\u0631\u064a\u0629<\/li>\n\n\n\n<li>\u0645\u0645\u0627\u0631\u0633\u0648 GeoAI \u064a\u0648\u0633\u0639\u0648\u0646 \u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" width=\"680\" height=\"1024\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/GeoAI-and-Human-Geography-680x1024.webp\" alt=\"\" class=\"wp-image-176424\" style=\"width:197px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/GeoAI-and-Human-Geography-680x1024.webp 680w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/GeoAI-and-Human-Geography-199x300.webp 199w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/GeoAI-and-Human-Geography-768x1157.webp 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/GeoAI-and-Human-Geography-8x12.webp 8w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/GeoAI-and-Human-Geography.webp 827w\" sizes=\"(max-width: 680px) 100vw, 680px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">3. \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0648\u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0627 \u0627\u0644\u0628\u0634\u0631\u064a\u0629: \u0641\u062c\u0631 \u0639\u0635\u0631 \u062c\u062f\u064a\u062f \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u060c \u0628\u0642\u0644\u0645 \u0634\u064a\u0627\u0648 \u0647\u0648\u0627\u0646\u063a&nbsp;<\/h2>\n\n\n\n<p>\u0646\u064f\u0634\u0631 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628 \u0645\u0646 \u062a\u0623\u0644\u064a\u0641 \u0634\u064a\u0627\u0648 \u0647\u0648\u0627\u0646\u063a \u0639\u0627\u0645 \u0662\u0660\u0662\u0665\u060c \u0648\u064a\u062a\u0646\u0627\u0648\u0644 \u0627\u0644\u062f\u0648\u0631 \u0627\u0644\u062a\u062d\u0648\u064a\u0644\u064a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0641\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0627 \u0627\u0644\u0628\u0634\u0631\u064a\u0629\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0643\u0648\u0627\u0631\u062b\u060c \u0648\u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0627\u0644\u0645\u0646\u0627\u062e\u060c \u0648\u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u062d\u0636\u0631\u064a. \u0648\u064a\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u0643\u062a\u0627\u0628 \u0643\u064a\u0641 \u064a\u064f\u0639\u0632\u0632 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u060c \u0645\u0642\u062f\u0645\u064b\u0627 \u0622\u0641\u0627\u0642\u064b\u0627 \u062c\u062f\u064a\u062f\u0629 \u0644\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0625\u0646\u0633\u0627\u0646 \u0648\u0627\u0644\u0628\u064a\u0626\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0628\u062f\u064a\u0644\u064b\u0627 \u0642\u0648\u064a\u064b\u0627 \u0644\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0625\u0646\u0633\u0627\u0646.<\/p>\n\n\n\n<p>\u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u0643\u062a\u0627\u0628 \u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0627\u0644\u0629 \u062d\u0648\u0644 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0641\u064a\u0636\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0646\u0642\u0644 \u0627\u0644\u062d\u0636\u0631\u064a\u060c \u064a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u0631\u0624\u0649 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0648\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0639\u0645\u0644\u064a\u0629. \u0646\u0647\u062c\u0647 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u062a\u062e\u0635\u0635\u0627\u062a \u064a\u062c\u0639\u0644\u0647 \u0645\u062b\u0627\u0644\u064a\u064b\u0627 \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0627\u0644\u0637\u0644\u0627\u0628 \u0627\u0644\u0630\u064a\u0646 \u064a\u0631\u0628\u0637\u0648\u0646 \u0628\u064a\u0646 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0627 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062c\u062a\u0645\u0639\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u0631\u0643\u0632 \u0639\u0644\u0649 GeoAI \u0641\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0627 \u0627\u0644\u0628\u0634\u0631\u064a\u0629<\/li>\n\n\n\n<li>\u062a\u062a\u0636\u0645\u0646 \u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0627\u0644\u0629 \u0627\u0644\u0643\u0648\u0627\u0631\u062b \u0648\u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u062d\u0636\u0631\u064a\u0629<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u0643\u0634\u0641 \u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0645\u0643\u0627\u0646\u064a<\/li>\n\n\n\n<li>\u0646\u064f\u0634\u0631\u062a \u0628\u0648\u0627\u0633\u0637\u0629 \u062f\u0627\u0631 \u0646\u0634\u0631 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0631\u0627\u0626\u062f\u0629<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0643\u062a\u0627\u0628<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u062a\u0648\u0641\u0631 \u0639\u0644\u0649: link.springer.com\/book\/9783031874208<\/li>\n\n\n\n<li>\u0627\u0644\u0646\u0627\u0634\u0631: \u0633\u0628\u0631\u064a\u0646\u063a\u0631<\/li>\n\n\n\n<li>\u0627\u0644\u0633\u0646\u0629: 2025<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u064a\u063a\u0629: \u063a\u0644\u0627\u0641 \u0645\u0642\u0648\u0649\u060c \u0643\u062a\u0627\u0628 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a<\/li>\n\n\n\n<li>\u0631\u0642\u0645 ISBN: 978-3-031-87420-8<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u0641\u062d\u0627\u062a: \u062d\u0648\u0627\u0644\u064a 300<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0646 \u0647\u0648 \u0627\u0644\u0623\u0641\u0636\u0644 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0647<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0648\u0646 \u0648\u0645\u062e\u0637\u0637\u0648 \u0627\u0644\u0645\u062f\u0646<\/li>\n\n\n\n<li>\u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0641\u064a \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0643\u0648\u0627\u0631\u062b<\/li>\n\n\n\n<li>\u0627\u0644\u0637\u0644\u0627\u0628 \u064a\u0633\u062a\u0643\u0634\u0641\u0648\u0646 \u062a\u0637\u0628\u064a\u0642\u0627\u062a GeoAI<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"257\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Advances-in-Scalable-and-Intelligent-Geospatial-Analytics.webp\" alt=\"\" class=\"wp-image-176425\" style=\"width:212px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Advances-in-Scalable-and-Intelligent-Geospatial-Analytics.webp 180w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Advances-in-Scalable-and-Intelligent-Geospatial-Analytics-8x12.webp 8w\" sizes=\"(max-width: 180px) 100vw, 180px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">4. \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0648\u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631\u060c \u0628\u0642\u0644\u0645 \u0633\u0648\u0631\u064a\u0627 \u0625\u0633. \u062f\u0648\u0631\u0628\u0627\u060c \u0648\u062c\u064a\u0628\u0648\u0646\u0627\u0646\u0627\u0646\u062f\u0627 \u0633\u0627\u0646\u064a\u0627\u0644\u060c \u0648\u0622\u062e\u0631\u064a\u0646&nbsp;<\/h2>\n\n\n\n<p>\u062a\u064f\u0631\u0643\u0632 \u0647\u0630\u0647 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0645\u064f\u062d\u0631\u064e\u0651\u0631\u0629 \u0639\u0627\u0645 \u0662\u0660\u0662\u0663\u060c \u0628\u0642\u064a\u0627\u062f\u0629 \u0633\u0648\u0631\u064a\u0627 \u0633. \u062f\u0648\u0631\u0628\u0627 \u0648\u062c\u064a\u0628\u0648\u0646\u0627\u0646\u0627\u0646\u062f\u0627 \u0633\u0627\u0646\u064a\u0627\u0644\u060c \u0639\u0644\u0649 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0645\u0643\u0627\u0646\u064a\u0629 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642. \u0648\u062a\u063a\u0637\u064a \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0639\u0646 \u0628\u064f\u0639\u062f \u0648\u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u062d\u0636\u0631\u064a\u0629\u060c \u0645\u064f\u0639\u0627\u0644\u062c\u0629\u064b \u062a\u062d\u062f\u064a\u0627\u062a \u062d\u062c\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0639\u0642\u064a\u062f\u0647\u0627.<\/p>\n\n\n\n<p>\u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u0643\u062a\u0627\u0628 \u0623\u0648\u0631\u0627\u0642\u064b\u0627 \u0628\u062d\u062b\u064a\u0629 \u062d\u0648\u0644 \u062a\u062d\u0644\u064a\u0644 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0641\u0648\u0631\u064a\u0629 \u0644\u0644\u0643\u0648\u0627\u0631\u062b\u060c \u0648\u064a\u0642\u062f\u0645 \u0631\u0624\u0649 \u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u0645\u062a\u062e\u0635\u0635\u064a\u0646. \u0648\u064a\u064f\u0639\u062f \u062a\u0631\u0643\u064a\u0632\u0647 \u0639\u0644\u0649 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0645\u0648\u0631\u062f\u064b\u0627 \u0623\u0633\u0627\u0633\u064a\u064b\u0627 \u0644\u0645\u0645\u0627\u0631\u0633\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0630\u064a\u0646 \u064a\u062a\u0639\u0627\u0645\u0644\u0648\u0646 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u063a\u0637\u064a \u062a\u0642\u0646\u064a\u0627\u062a GeoAI \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631<\/li>\n\n\n\n<li>\u064a\u0634\u0645\u0644 \u0627\u0644\u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0639\u0646 \u0628\u0639\u062f \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0643\u0648\u0627\u0631\u062b<\/li>\n\n\n\n<li>\u0645\u0648\u062c\u0647 \u0646\u062d\u0648 \u0627\u0644\u0628\u062d\u062b \u0645\u0639 \u0631\u0624\u0649 \u0639\u0645\u0644\u064a\u0629<\/li>\n\n\n\n<li>\u0646\u064f\u0634\u0631\u062a \u0628\u0648\u0627\u0633\u0637\u0629 \u0646\u0627\u0634\u0631 \u062d\u0633\u0646 \u0627\u0644\u0633\u0645\u0639\u0629<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0643\u062a\u0627\u0628<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u062a\u0648\u0641\u0631 \u0639\u0644\u0649: crcpress.com\/Advances-in-Scalable-and-Intelligent-Geospatial-Analytics\/Durbha-Sanyal\/p\/book\/9781032200316<\/li>\n\n\n\n<li>\u0627\u0644\u0646\u0627\u0634\u0631: CRC Press<\/li>\n\n\n\n<li>\u0627\u0644\u0633\u0646\u0629: 2023<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u064a\u063a\u0629: \u063a\u0644\u0627\u0641 \u0645\u0642\u0648\u0649\u060c \u0643\u062a\u0627\u0628 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a<\/li>\n\n\n\n<li>\u0631\u0642\u0645 ISBN: 978-1-032-20031-6<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u0641\u062d\u0627\u062a: \u062d\u0648\u0627\u0644\u064a 400<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0646 \u0647\u0648 \u0627\u0644\u0623\u0641\u0636\u0644 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0647<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0630\u064a\u0646 \u064a\u062a\u0639\u0627\u0645\u0644\u0648\u0646 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629<\/li>\n\n\n\n<li>\u0627\u0644\u0645\u0647\u0646\u064a\u0648\u0646 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0639\u0646 \u0628\u0639\u062f<\/li>\n\n\n\n<li>\u0628\u0627\u062d\u062b\u0648\u0646 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0637\u0648\u064a\u0631<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"683\" height=\"1024\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/GeoAI-and-its-Role-in-Planetary-Health-by-Abhijeet-Sarkar-683x1024.jpg\" alt=\"\" class=\"wp-image-176426\" style=\"width:179px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/GeoAI-and-its-Role-in-Planetary-Health-by-Abhijeet-Sarkar-683x1024.jpg 683w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/GeoAI-and-its-Role-in-Planetary-Health-by-Abhijeet-Sarkar-200x300.jpg 200w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/GeoAI-and-its-Role-in-Planetary-Health-by-Abhijeet-Sarkar-768x1152.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/GeoAI-and-its-Role-in-Planetary-Health-by-Abhijeet-Sarkar-8x12.jpg 8w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/GeoAI-and-its-Role-in-Planetary-Health-by-Abhijeet-Sarkar.jpg 800w\" sizes=\"(max-width: 683px) 100vw, 683px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">5. GeoAI \u0648\u062f\u0648\u0631\u0647 \u0641\u064a \u0635\u062d\u0629 \u0627\u0644\u0643\u0648\u0643\u0628 \u0628\u0642\u0644\u0645 \u0623\u0628\u064a\u062c\u064a\u062a \u0633\u0627\u0631\u0643\u0627\u0631&nbsp;<\/h2>\n\n\n\n<p>\u0646\u064f\u0634\u0631 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628 \u0644\u0623\u0628\u064a\u062c\u064a\u062a \u0633\u0627\u0631\u0643\u0627\u0631 \u0639\u0627\u0645 \u0662\u0660\u0662\u0664\u060c \u0648\u064a\u062a\u0646\u0627\u0648\u0644 \u062f\u0648\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0641\u064a \u0645\u0648\u0627\u062c\u0647\u0629 \u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0635\u062d\u0629 \u0627\u0644\u0643\u0648\u0643\u0628\u064a\u0629\u060c \u0645\u062b\u0644 \u062a\u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0627\u062e \u0648\u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u062a\u0646\u0648\u0639 \u0627\u0644\u0628\u064a\u0648\u0644\u0648\u062c\u064a. \u0648\u064a\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062f\u0639\u0645 \u0627\u0644\u0627\u0633\u062a\u062f\u0627\u0645\u0629 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0628\u064a\u0626\u064a.<\/p>\n\n\n\n<p>\u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u0643\u062a\u0627\u0628 \u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0627\u0644\u0629 \u062d\u0648\u0644 \u0631\u0635\u062f \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u063a\u0627\u0628\u0627\u062a \u0648\u0631\u0633\u0645 \u062e\u0631\u0627\u0626\u0637 \u0627\u0644\u062d\u0631\u0627\u0631\u0629 \u0627\u0644\u062d\u0636\u0631\u064a\u0629\u060c \u0648\u064a\u0648\u0641\u0631 \u0623\u062f\u0648\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0635\u0627\u0646\u0639\u064a \u0627\u0644\u0633\u064a\u0627\u0633\u0627\u062a. \u0648\u064a\u062a\u0645\u0627\u0634\u0649 \u062a\u0631\u0643\u064a\u0632\u0647 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062f\u0627\u0645\u0629 \u0645\u0639 \u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0646\u0627\u0634\u0626\u0629 \u0641\u064a \u0627\u0644\u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0626\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 GeoAI \u0644\u0635\u062d\u0629 \u0627\u0644\u0643\u0648\u0643\u0628<\/li>\n\n\n\n<li>\u062a\u062a\u0636\u0645\u0646 \u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0628\u064a\u0626\u064a\u0629<\/li>\n\n\n\n<li>\u064a\u062f\u0639\u0645 \u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u0627\u0633\u062a\u062f\u0627\u0645\u0629<\/li>\n\n\n\n<li>\u0630\u0627\u062a \u0635\u0644\u0629 \u0628\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0643\u062a\u0627\u0628<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u062a\u0648\u0641\u0631 \u0639\u0644\u0649: amazon.com\/GeoAI-Role-Planetary-Health-Sustainability\/dp\/B0DT6ZPH75<\/li>\n\n\n\n<li>\u0627\u0644\u0646\u0627\u0634\u0631: \u062f\u0627\u0631 \u0646\u0634\u0631 \u0645\u0633\u062a\u0642\u0644\u0629<\/li>\n\n\n\n<li>\u0627\u0644\u0633\u0646\u0629: 2024<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u064a\u063a\u0629: \u063a\u0644\u0627\u0641 \u0648\u0631\u0642\u064a\u060c \u0643\u062a\u0627\u0628 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a<\/li>\n\n\n\n<li>\u0631\u0642\u0645 ISBN: 979-8-89699-263-9<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u0641\u062d\u0627\u062a: \u062d\u0648\u0627\u0644\u064a 200<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0646 \u0647\u0648 \u0627\u0644\u0623\u0641\u0636\u0644 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0647<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0627\u0644\u0628\u064a\u0626\u064a\u0648\u0646<\/li>\n\n\n\n<li>\u0635\u0646\u0627\u0639 \u0627\u0644\u0633\u064a\u0627\u0633\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u062f\u0627\u0645\u0629<\/li>\n\n\n\n<li>\u0645\u0645\u0627\u0631\u0633\u0648 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0626\u0629<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"675\" height=\"1024\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Deep-Learning-for-the-Earth-Sciences-675x1024.jpg\" alt=\"\" class=\"wp-image-176427\" style=\"width:201px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Deep-Learning-for-the-Earth-Sciences-675x1024.jpg 675w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Deep-Learning-for-the-Earth-Sciences-198x300.jpg 198w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Deep-Learning-for-the-Earth-Sciences-768x1164.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Deep-Learning-for-the-Earth-Sciences-8x12.jpg 8w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Deep-Learning-for-the-Earth-Sciences.jpg 897w\" sizes=\"(max-width: 675px) 100vw, 675px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">6. \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0641\u064a \u0639\u0644\u0648\u0645 \u0627\u0644\u0623\u0631\u0636\u060c \u0628\u0642\u0644\u0645 \u062c\u0648\u0633\u062a\u0627\u0648 \u0643\u0627\u0645\u0628\u0633-\u0641\u0627\u0644\u0632\u060c \u0648\u062f\u064a\u0641\u064a\u0633 \u062a\u0648\u064a\u0627\u060c \u0648\u0634\u064a\u0627\u0648 \u0634\u064a\u0627\u0646\u063a \u062a\u0634\u0648<\/h2>\n\n\n\n<p>\u0646\u064f\u0634\u0631 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628 \u0639\u0627\u0645 \u0662\u0660\u0662\u0661\u060c \u0645\u0646 \u062a\u0623\u0644\u064a\u0641 \u063a\u0648\u0633\u062a\u0627\u0648 \u0643\u0627\u0645\u0628\u0633-\u0641\u0627\u0644\u0633\u060c \u0648\u062f\u064a\u0641\u064a\u0633 \u062a\u0648\u064a\u0627\u060c \u0648\u0634\u064a\u0627\u0648 \u0634\u064a\u0627\u0646\u063a \u062a\u0634\u0648\u060c \u0648\u0647\u0648 \u064a\u064f\u0642\u062f\u0651\u0645 \u062f\u0644\u064a\u0644\u0627\u064b \u0639\u0645\u0644\u064a\u0627\u064b \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0639\u0646 \u0628\u064f\u0639\u062f\u060c \u0648\u0639\u0644\u0648\u0645 \u0627\u0644\u0645\u0646\u0627\u062e\u060c \u0648\u0639\u0644\u0648\u0645 \u0627\u0644\u0623\u0631\u0636. \u064a\u0631\u0628\u0637 \u0627\u0644\u0643\u062a\u0627\u0628 \u0628\u064a\u0646 \u0646\u0638\u0631\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u062a\u062d\u0644\u064a\u0644 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a.<\/p>\n\n\n\n<p>\u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u0643\u062a\u0627\u0628 \u0623\u0645\u062b\u0644\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0627\u0644\u0629 \u062d\u0648\u0644 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0628\u064a\u0626\u0629 \u0648\u0631\u0633\u0645 \u0627\u0644\u062e\u0631\u0627\u0626\u0637 \u0627\u0644\u062c\u064a\u0648\u0644\u0648\u062c\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0627\u0644\u0642\u064a\u0645\u0629 \u0644\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0623\u0631\u0636 \u0648\u0645\u0645\u0627\u0631\u0633\u064a GeoAI \u0627\u0644\u0630\u064a\u0646 \u064a\u0633\u0639\u0648\u0646 \u0625\u0644\u0649 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0623\u062f\u0648\u0627\u062a \u0639\u0645\u0644\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629<\/li>\n\n\n\n<li>\u064a\u062a\u0636\u0645\u0646 \u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u0629<\/li>\n\n\n\n<li>\u062a\u0637\u0628\u064a\u0642\u0627\u062a GeoAI \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062a\u062e\u0635\u0635\u0627\u062a<\/li>\n\n\n\n<li>\u064a\u064f\u0633\u062a\u0634\u0647\u062f \u0628\u0647 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u0639\u0644\u0648\u0645 \u0627\u0644\u0623\u0631\u0636<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0643\u062a\u0627\u0628<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u062a\u0648\u0641\u0631 \u0639\u0644\u0649: amazon.com\/Deep-Learning-Earth-Sciences-Comprehensive\/dp\/1119646146<\/li>\n\n\n\n<li>\u0627\u0644\u0646\u0627\u0634\u0631: \u0648\u0627\u064a\u0644\u064a<\/li>\n\n\n\n<li>\u0627\u0644\u0633\u0646\u0629: 2021<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u064a\u063a\u0629: \u063a\u0644\u0627\u0641 \u0645\u0642\u0648\u0649\u060c \u0643\u062a\u0627\u0628 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a<\/li>\n\n\n\n<li>\u0631\u0642\u0645 ISBN: 978-1-119-64614-3<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u0641\u062d\u0627\u062a: 432<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0646 \u0647\u0648 \u0627\u0644\u0623\u0641\u0636\u0644 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0647<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0628\u0627\u062d\u062b\u0648 \u0639\u0644\u0648\u0645 \u0627\u0644\u0623\u0631\u0636<\/li>\n\n\n\n<li>\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0639\u0646 \u0628\u0639\u062f<\/li>\n\n\n\n<li>\u0627\u0644\u0637\u0644\u0627\u0628 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a GeoAI<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"830\" height=\"1024\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Applied-Geospatial-Data-Science-with-Python-830x1024.jpg\" alt=\"\" class=\"wp-image-176428\" style=\"width:215px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Applied-Geospatial-Data-Science-with-Python-830x1024.jpg 830w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Applied-Geospatial-Data-Science-with-Python-243x300.jpg 243w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Applied-Geospatial-Data-Science-with-Python-768x947.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Applied-Geospatial-Data-Science-with-Python-10x12.jpg 10w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Applied-Geospatial-Data-Science-with-Python.jpg 1103w\" sizes=\"(max-width: 830px) 100vw, 830px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">7. \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0628\u0642\u0644\u0645 \u062f\u064a\u0641\u064a\u062f \u0633. \u062c\u0648\u0631\u062f\u0627\u0646<\/h2>\n\n\n\n<p>\u064a\u0642\u062f\u0645 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u060c \u0627\u0644\u0635\u0627\u062f\u0631 \u0639\u0627\u0645 \u0662\u0660\u0662\u0663\u060c \u0645\u0646 \u062a\u0623\u0644\u064a\u0641 \u062f\u064a\u0641\u064a\u062f \u0633. \u062c\u0648\u0631\u062f\u0627\u0646 \u062f\u0644\u064a\u0644\u0627\u064b \u0639\u0645\u0644\u064a\u0627\u064b \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0648\u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0628\u064a\u0626\u064a\u0629. \u064a\u063a\u0637\u064a \u0627\u0644\u0643\u062a\u0627\u0628 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u062b\u0627\u0644\u064a\u0627\u064b \u0644\u0644\u0645\u062a\u0639\u0644\u0645\u064a\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u064a\u0646 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a.<\/p>\n\n\n\n<p>\u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u0643\u062a\u0627\u0628 \u0623\u0645\u062b\u0644\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0627\u0644\u0629 \u062d\u0648\u0644 \u0631\u0633\u0645 \u062e\u0631\u0627\u0626\u0637 \u0627\u0644\u062a\u0644\u0648\u062b \u0648\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0645\u0648\u0627\u0626\u0644\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0623\u0647\u0645\u064a\u062a\u0647 \u0644\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0626\u0629 \u0648\u0645\u0645\u0627\u0631\u0633\u064a GeoAI \u0627\u0644\u0630\u064a\u0646 \u064a\u0633\u0639\u0648\u0646 \u0625\u0644\u0649 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0623\u062f\u0648\u0627\u062a \u0639\u0645\u0644\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>GeoAI \u0627\u0644\u0639\u0645\u0644\u064a \u0645\u0639 \u0628\u0627\u064a\u062b\u0648\u0646<\/li>\n\n\n\n<li>\u062a\u062a\u0636\u0645\u0646 \u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0628\u064a\u0626\u064a\u0629<\/li>\n\n\n\n<li>\u0623\u0645\u062b\u0644\u0629 \u0639\u0645\u0644\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629<\/li>\n\n\n\n<li>\u0630\u0627\u062a \u0635\u0644\u0629 \u0628\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0643\u062a\u0627\u0628<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u062a\u0648\u0641\u0631 \u0639\u0644\u0649: packtpub.com\/product\/applied-geospatial-data-science-with-python\/9781803238128<\/li>\n\n\n\n<li>\u0627\u0644\u0646\u0627\u0634\u0631: \u062f\u0627\u0631 \u0646\u0634\u0631 \u0628\u0627\u0643\u064a\u062a<\/li>\n\n\n\n<li>\u0627\u0644\u0633\u0646\u0629: 2023<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u064a\u063a\u0629: \u063a\u0644\u0627\u0641 \u0648\u0631\u0642\u064a\u060c \u0643\u062a\u0627\u0628 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a<\/li>\n\n\n\n<li>\u0631\u0642\u0645 ISBN: 978-1-80323-812-8<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u0641\u062d\u0627\u062a: \u062d\u0648\u0627\u0644\u064a 280<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0646 \u0647\u0648 \u0627\u0644\u0623\u0641\u0636\u0644 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0647<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0628\u064a\u0626\u064a\u0629<\/li>\n\n\n\n<li>\u0645\u0633\u062a\u062e\u062f\u0645\u0648 \u0628\u0627\u064a\u062b\u0648\u0646 \u0641\u064a GeoAI<\/li>\n\n\n\n<li>\u0627\u0644\u0637\u0644\u0627\u0628 \u064a\u062a\u0639\u0644\u0645\u0648\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"830\" height=\"1024\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Learning-Geospatial-Analysis-with-Python-830x1024.jpg\" alt=\"\" class=\"wp-image-176429\" style=\"width:208px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Learning-Geospatial-Analysis-with-Python-830x1024.jpg 830w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Learning-Geospatial-Analysis-with-Python-243x300.jpg 243w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Learning-Geospatial-Analysis-with-Python-768x947.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Learning-Geospatial-Analysis-with-Python-10x12.jpg 10w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Learning-Geospatial-Analysis-with-Python.jpg 1103w\" sizes=\"(max-width: 830px) 100vw, 830px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">8. \u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0645\u0643\u0627\u0646\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0628\u0642\u0644\u0645 \u062c\u0648\u064a\u0644 \u0644\u0648\u0647\u064a\u062f<\/h2>\n\n\n\n<p>\u0643\u062a\u0627\u0628 \u062c\u0648\u064a\u0644 \u0644\u0648\u0647\u064a\u062f (\u0627\u0644\u0637\u0628\u0639\u0629 \u0627\u0644\u0631\u0627\u0628\u0639\u0629\u060c 2023) \u0647\u0648 \u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0645\u0643\u0627\u0646\u064a \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0646\u0638\u0645 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0639\u0646 \u0628\u064f\u0639\u062f. \u064a\u063a\u0637\u064a \u0627\u0644\u0643\u062a\u0627\u0628 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0645\u0644\u0627\u0621\u0645\u062a\u0647 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u062d\u062f\u064a\u062b\u0629.<\/p>\n\n\n\n<p>\u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u0643\u062a\u0627\u0628 \u062f\u0631\u0648\u0633\u064b\u0627 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0648\u0623\u0645\u062b\u0644\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0644\u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0639\u0645\u0644\u064a\u064b\u0627 \u0644\u0644\u0637\u0644\u0627\u0628 \u0648\u0627\u0644\u0645\u062d\u062a\u0631\u0641\u064a\u0646. \u0648\u064a\u0639\u0643\u0633 \u0645\u062d\u062a\u0648\u0627\u0647 \u0627\u0644\u0645\u064f\u062d\u062f\u0651\u062b \u0623\u062d\u062f\u062b \u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0648\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>GeoAI \u0627\u0644\u0634\u0627\u0645\u0644 \u0645\u0639 Python<\/li>\n\n\n\n<li>\u064a\u062a\u0636\u0645\u0646 \u062f\u0631\u0648\u0633\u064b\u0627 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u062d\u0648\u0644 \u0646\u0638\u0645 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0639\u0646 \u0628\u0639\u062f<\/li>\n\n\n\n<li>\u062a\u0645 \u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0637\u0628\u0639\u0629 \u0627\u0644\u0631\u0627\u0628\u0639\u0629<\/li>\n\n\n\n<li>\u0639\u0645\u0644\u064a \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u0644\u064a<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0643\u062a\u0627\u0628<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u062a\u0648\u0641\u0631 \u0639\u0644\u0649: packtpub.com\/product\/learning-geospatial-analysis-with-python-fourth-edition\/9781837639175<\/li>\n\n\n\n<li>\u0627\u0644\u0646\u0627\u0634\u0631: \u062f\u0627\u0631 \u0646\u0634\u0631 \u0628\u0627\u0643\u064a\u062a<\/li>\n\n\n\n<li>\u0627\u0644\u0633\u0646\u0629: 2023<\/li>\n\n\n\n<li>\u0627\u0644\u0637\u0628\u0639\u0629: \u0627\u0644\u0631\u0627\u0628\u0639\u0629<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u064a\u063a\u0629: \u063a\u0644\u0627\u0641 \u0648\u0631\u0642\u064a\u060c \u0643\u062a\u0627\u0628 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a<\/li>\n\n\n\n<li>\u0631\u0642\u0645 ISBN: 978-1-83763-917-5<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u0641\u062d\u0627\u062a: \u062d\u0648\u0627\u0644\u064a 450<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0646 \u0647\u0648 \u0627\u0644\u0623\u0641\u0636\u0644 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0647<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0637\u0644\u0627\u0628 \u0648\u0645\u062d\u062a\u0631\u0641\u0648 \u0646\u0638\u0645 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629<\/li>\n\n\n\n<li>\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0639\u0646 \u0628\u0639\u062f<\/li>\n\n\n\n<li>\u0645\u0633\u062a\u062e\u062f\u0645\u0648 \u0628\u0627\u064a\u062b\u0648\u0646 \u0641\u064a GeoAI<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"780\" height=\"1024\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Python-for-Geospatial-Data-Analysis-780x1024.jpg\" alt=\"\" class=\"wp-image-176430\" style=\"width:209px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Python-for-Geospatial-Data-Analysis-780x1024.jpg 780w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Python-for-Geospatial-Data-Analysis-229x300.jpg 229w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Python-for-Geospatial-Data-Analysis-768x1008.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Python-for-Geospatial-Data-Analysis-9x12.jpg 9w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Python-for-Geospatial-Data-Analysis.jpg 1143w\" sizes=\"(max-width: 780px) 100vw, 780px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">9. \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0628\u0642\u0644\u0645 \u0628\u0648\u0646\u064a \u0628. \u0645\u0627\u0643\u0644\u0627\u064a\u0646<\/h2>\n\n\n\n<p>\u0646\u064f\u0634\u0631 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628 \u0645\u0646 \u062a\u0623\u0644\u064a\u0641 \u0628\u0648\u0646\u064a \u0628. \u0645\u0627\u0643\u0644\u064a\u0646 \u0639\u0627\u0645 \u0662\u0660\u0662\u0662\u060c \u0648\u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0645\u0639 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644\u064a \u0627\u0633\u062a\u062e\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0648\u0642\u0639 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062d\u0636\u0631\u064a\u0629. \u064a\u0648\u0641\u0631 \u0627\u0644\u0643\u062a\u0627\u0628 \u0623\u062f\u0648\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0641\u064a \u0645\u062a\u0646\u0627\u0648\u0644 \u0645\u062a\u062e\u0635\u0635\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a.<\/p>\n\n\n\n<p>\u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u0643\u062a\u0627\u0628 \u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0627\u0644\u0629 \u0641\u064a \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u062d\u0636\u0631\u064a \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0626\u064a\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0641\u0627\u0626\u062f\u0629\u064b \u0644\u0644\u0645\u0647\u0646\u064a\u064a\u0646 \u0648\u0627\u0644\u0637\u0644\u0627\u0628. \u0623\u0633\u0644\u0648\u0628\u0647 \u0627\u0644\u0645\u0628\u0627\u0634\u0631 \u064a\u062c\u0639\u0644\u0647 \u0645\u062b\u0627\u0644\u064a\u064b\u0627 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0623\u0648 \u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0639\u0646 \u0645\u0647\u0627\u0631\u0627\u062a \u0639\u0645\u0644\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u0631\u0643\u0632 \u0639\u0644\u0649 GeoAI \u0645\u0639 Python<\/li>\n\n\n\n<li>\u062a\u062a\u0636\u0645\u0646 \u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u062d\u0636\u0631\u064a\u0629 \u0648\u0627\u0644\u0628\u064a\u0626\u064a\u0629<\/li>\n\n\n\n<li>\u0645\u062a\u0627\u062d \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646<\/li>\n\n\n\n<li>\u0639\u0645\u0644\u064a \u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0645\u0648\u0642\u0639<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0643\u062a\u0627\u0628<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u062a\u0648\u0641\u0631 \u0639\u0644\u0649: amazon.com\/Python-Geospatial-Data-Analysis-Intelligence\/dp\/109810479X<\/li>\n\n\n\n<li>\u0627\u0644\u0646\u0627\u0634\u0631: \u0623\u0648\u0631\u064a\u0644\u064a \u0645\u064a\u062f\u064a\u0627<\/li>\n\n\n\n<li>\u0627\u0644\u0633\u0646\u0629: 2022<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u064a\u063a\u0629: \u063a\u0644\u0627\u0641 \u0648\u0631\u0642\u064a\u060c \u0643\u062a\u0627\u0628 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a<\/li>\n\n\n\n<li>\u0631\u0642\u0645 ISBN: 978-1-09810-479-5<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u0641\u062d\u0627\u062a: \u062d\u0648\u0627\u0644\u064a 300<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0646 \u0647\u0648 \u0627\u0644\u0623\u0641\u0636\u0644 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0647<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u062d\u0644\u0644\u0648\u0646 \u062d\u0636\u0631\u064a\u0648\u0646 \u0648\u0639\u0644\u0645\u0627\u0621 \u0628\u064a\u0627\u0646\u0627\u062a<\/li>\n\n\n\n<li>\u0627\u0644\u0637\u0644\u0627\u0628 \u064a\u062a\u0639\u0644\u0645\u0648\u0646 GeoAI<\/li>\n\n\n\n<li>\u0645\u062a\u062e\u0635\u0635\u0648\u0646 \u0641\u064a \u0627\u0633\u062a\u062e\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0648\u0642\u0639<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"664\" height=\"1000\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Advances-in-Machine-Learning-and-Image-Analysis-for-GeoAI.jpg\" alt=\"\" class=\"wp-image-176431\" style=\"width:193px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Advances-in-Machine-Learning-and-Image-Analysis-for-GeoAI.jpg 664w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Advances-in-Machine-Learning-and-Image-Analysis-for-GeoAI-199x300.jpg 199w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Advances-in-Machine-Learning-and-Image-Analysis-for-GeoAI-8x12.jpg 8w\" sizes=\"(max-width: 664px) 100vw, 664px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0661\u0660. \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0648\u0631 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u060c \u0628\u0642\u0644\u0645 \u0633\u0648\u0631\u0627\u0628 \u0628\u0631\u0627\u0633\u0627\u062f\u060c \u0648\u062c\u0648\u0633\u0644\u064a\u0646 \u062a\u0634\u0627\u0646\u0648\u0633\u0648\u062a\u060c \u0648\u062c\u0648\u0646 \u0644\u064a<\/h2>\n\n\n\n<p>\u0646\u064f\u0634\u0631 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628 \u0639\u0627\u0645 \u0662\u0660\u0662\u0664\u060c \u0645\u0646 \u062a\u0623\u0644\u064a\u0641 \u0633\u0648\u0631\u0627\u0628 \u0628\u0631\u0627\u0633\u0627\u062f \u0648\u062c\u0648\u0633\u0644\u064a\u0646 \u062a\u0634\u0627\u0646\u0648\u0633\u0648\u062a \u0648\u062c\u0648\u0646 \u0644\u064a\u060c \u0648\u064a\u0633\u062a\u0643\u0634\u0641 \u0623\u062d\u062f\u062b \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0648\u0631 \u0641\u064a \u0627\u0644\u0633\u064a\u0627\u0642\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629. \u0648\u064a\u062a\u0639\u0645\u0642 \u0627\u0644\u0643\u062a\u0627\u0628 \u0641\u064a \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629\u060c \u0645\u062a\u0637\u0631\u0642\u064b\u0627 \u0625\u0644\u0649 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u063a\u0637\u0627\u0621 \u0627\u0644\u0623\u0631\u0636\u064a \u0648\u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0644\u0643\u0648\u0627\u0631\u062b.<\/p>\n\n\n\n<p>\u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u0643\u062a\u0627\u0628 \u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0627\u0644\u0629 \u0639\u0645\u0644\u064a\u0629 \u0648\u0623\u0645\u062b\u0644\u0629 \u0628\u0631\u0645\u062c\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u0648\u0631\u062f\u064b\u0627 \u0642\u064a\u0651\u0645\u064b\u0627 \u0644\u0645\u0645\u0627\u0631\u0633\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0630\u064a\u0646 \u064a\u0639\u0645\u0644\u0648\u0646 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642. \u0648\u064a\u0636\u0645\u0646 \u062a\u0631\u0643\u064a\u0632\u0647 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0623\u0647\u0645\u064a\u0629\u064b \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0627\u0644\u0645\u062a\u062e\u0635\u0635\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0648\u0627\u062c\u0647\u0648\u0646 \u062a\u062d\u062f\u064a\u0627\u062a \u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0645\u0643\u0627\u0646\u064a\u0629 \u0645\u0639\u0642\u062f\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0644\u062a\u062d\u0644\u064a\u0644 \u0635\u0648\u0631 GeoAI<\/li>\n\n\n\n<li>\u062a\u062a\u0636\u0645\u0646 \u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0627\u0644\u0629 \u062d\u0648\u0644 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629<\/li>\n\n\n\n<li>\u064a\u0642\u062f\u0645 \u0623\u0645\u062b\u0644\u0629 \u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u0643\u0648\u062f<\/li>\n\n\n\n<li>\u0630\u0627\u062a \u0635\u0644\u0629 \u0628\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0644\u0643\u0648\u0627\u0631\u062b\u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0643\u062a\u0627\u0628<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u062a\u0648\u0641\u0631 \u0639\u0644\u0649: shop.elsevier.com\/books\/advances-in-machine-learning-and-image-analysis-for-geoai\/prasad\/978-0-443-19077-3<\/li>\n\n\n\n<li>\u0627\u0644\u0646\u0627\u0634\u0631: \u0625\u0644\u0633\u0641\u064a\u0631<\/li>\n\n\n\n<li>\u0627\u0644\u0633\u0646\u0629: 2024<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u064a\u063a\u0629: \u063a\u0644\u0627\u0641 \u0645\u0642\u0648\u0649\u060c \u0643\u062a\u0627\u0628 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a<\/li>\n\n\n\n<li>\u0631\u0642\u0645 ISBN: 978-0-323-85277-7<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u0641\u062d\u0627\u062a: \u062d\u0648\u0627\u0644\u064a 360<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0646 \u0647\u0648 \u0627\u0644\u0623\u0641\u0636\u0644 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0647<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0648\u0631<\/li>\n\n\n\n<li>\u0628\u0627\u062d\u062b\u0648 GeoAI \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0639\u0646 \u0628\u0639\u062f<\/li>\n\n\n\n<li>\u0627\u0644\u0645\u0647\u0646\u064a\u0648\u0646 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0644\u0643\u0648\u0627\u0631\u062b<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">11. GeoAI \u0644\u062a\u0635\u0648\u064a\u0631 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0623\u0631\u0636\u060c \u0628\u0642\u0644\u0645 \u062f\u0627\u0644\u062a\u0648\u0646 \u0644\u0648\u0646\u063a\u0627 \u0648\u0631\u0648\u0646\u064a \u0647\u0627\u0646\u0634<\/h2>\n\n\n\n<p>\u064a\u0642\u062f\u0645 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u060c \u0627\u0644\u0635\u0627\u062f\u0631 \u0639\u0627\u0645 \u0662\u0660\u0662\u0664\u060c \u0645\u0646 \u062a\u0623\u0644\u064a\u0641 \u062f\u0627\u0644\u062a\u0648\u0646 \u0644\u0648\u0646\u063a\u0627 \u0648\u0631\u0648\u0646\u064a \u0647\u0627\u0646\u0634\u060c \u062f\u0644\u064a\u0644\u0627\u064b \u0634\u0627\u0645\u0644\u0627\u064b \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0641\u064a \u0635\u0648\u0631 \u0631\u0635\u062f \u0627\u0644\u0623\u0631\u0636\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629. \u0648\u064a\u063a\u0637\u064a \u0627\u0644\u0643\u062a\u0627\u0628 \u062a\u0642\u0646\u064a\u0627\u062a \u0643\u0634\u0641 \u0627\u0644\u0623\u062c\u0633\u0627\u0645\u060c \u0648\u0643\u0634\u0641 \u0627\u0644\u062a\u063a\u064a\u0631\u0627\u062a\u060c \u0648\u0627\u0644\u0631\u0635\u062f \u0627\u0644\u0628\u064a\u0626\u064a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u0639\u0644\u0648\u0645 \u0627\u0644\u0623\u0631\u0636 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a.<\/p>\n\n\n\n<p>\u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u0643\u062a\u0627\u0628 \u062f\u0631\u0648\u0633\u064b\u0627 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0648\u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0627\u0644\u0627\u062a \u062d\u0648\u0644 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0643\u0648\u0627\u0631\u062b \u0648\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0645\u0646\u0627\u062e\u060c \u0648\u064a\u0648\u0641\u0631 \u0623\u062f\u0648\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0627\u0644\u0645\u0645\u0627\u0631\u0633\u064a\u0646. \u062a\u0631\u0643\u064a\u0632\u0647 \u0639\u0644\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u064a\u0636\u0645\u0646 \u0643\u0648\u0646\u0647 \u0645\u0648\u0631\u062f\u064b\u0627 \u0623\u0633\u0627\u0633\u064a\u064b\u0627 \u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0641\u064a \u0645\u062c\u0627\u0644 \u0631\u0635\u062f \u0627\u0644\u0623\u0631\u0636.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u063a\u0637\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0623\u0631\u0636<\/li>\n\n\n\n<li>\u062a\u062a\u0636\u0645\u0646 \u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0627\u0644\u0629 \u0627\u0644\u0643\u0648\u0627\u0631\u062b \u0648\u0627\u0644\u0645\u0646\u0627\u062e<\/li>\n\n\n\n<li>\u064a\u0642\u062f\u0645 \u062f\u0631\u0648\u0633\u064b\u0627 \u0639\u0645\u0644\u064a\u0629<\/li>\n\n\n\n<li>\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629\u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0643\u062a\u0627\u0628<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u062a\u0648\u0641\u0631 \u0639\u0644\u0649: amazon.com\/GeoAI-Earth-Observation-Imagery-Fundamentals-ebook\/dp\/B0DXDYSKB8<\/li>\n\n\n\n<li>\u0627\u0644\u0646\u0627\u0634\u0631: \u0633\u0628\u0631\u064a\u0646\u063a\u0631<\/li>\n\n\n\n<li>\u0627\u0644\u0633\u0646\u0629: 2024<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u064a\u063a\u0629: \u0643\u062a\u0627\u0628 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u0641\u062d\u0627\u062a: \u062d\u0648\u0627\u0644\u064a 320<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0646 \u0647\u0648 \u0627\u0644\u0623\u0641\u0636\u0644 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0647<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0623\u0631\u0636 \u064a\u0633\u062a\u062e\u062f\u0645\u0648\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629<\/li>\n\n\n\n<li>\u0645\u0645\u0627\u0631\u0633\u0648 GeoAI \u0641\u064a \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0643\u0648\u0627\u0631\u062b<\/li>\n\n\n\n<li>\u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0635\u062f \u0627\u0644\u0628\u064a\u0626\u064a<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"675\" height=\"1024\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Geoinformatics-in-Sustainable-Ecosystem-and-Society--675x1024.jpg\" alt=\"\" class=\"wp-image-176432\" style=\"width:186px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Geoinformatics-in-Sustainable-Ecosystem-and-Society--675x1024.jpg 675w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Geoinformatics-in-Sustainable-Ecosystem-and-Society--198x300.jpg 198w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Geoinformatics-in-Sustainable-Ecosystem-and-Society--768x1165.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Geoinformatics-in-Sustainable-Ecosystem-and-Society--8x12.jpg 8w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Geoinformatics-in-Sustainable-Ecosystem-and-Society-.jpg 827w\" sizes=\"(max-width: 675px) 100vw, 675px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0661\u0662. \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u064a\u0629 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0641\u064a \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0628\u064a\u0626\u064a \u0648\u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0627\u0644\u0645\u0633\u062a\u062f\u0627\u0645\u064a\u0646\u060c \u0628\u0642\u0644\u0645 \u064a\u064a\u062a\u0634\u0648\u0646 \u0634\u064a\u0647 \u0648\u064a\u0648\u0646\u063a \u0644\u064a \u0648\u0622\u062e\u0631\u064a\u0646<\/h2>\n\n\n\n<p>\u0646\u064f\u0634\u0631\u062a \u0647\u0630\u0647 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0645\u064f\u062d\u0631\u064e\u0651\u0631\u0629 \u0639\u0627\u0645 \u0662\u0660\u0662\u0660\u060c \u0645\u0646 \u062a\u0623\u0644\u064a\u0641 \u064a\u064a\u062a\u0634\u0648\u0646 \u0634\u064a \u0648\u064a\u0648\u0646\u063a \u0644\u064a \u0648\u0622\u062e\u0631\u064a\u0646\u060c \u0648\u062a\u0633\u062a\u0643\u0634\u0641 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0641\u064a \u0627\u0644\u0646\u0638\u0645 \u0627\u0644\u0628\u064a\u0626\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u062f\u0627\u0645\u0629 \u0648\u0627\u0644\u062a\u0646\u0645\u064a\u0629 \u0627\u0644\u0645\u062c\u062a\u0645\u0639\u064a\u0629. \u0648\u062a\u063a\u0637\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0626\u0629 \u0648\u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u062d\u0636\u0631\u064a \u0648\u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0645\u0648\u0627\u0631\u062f\u060c \u0645\u064f\u0642\u062f\u0650\u0651\u0645\u0629\u064b \u0645\u0646\u0638\u0648\u0631\u064b\u0627 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u062a\u062e\u0635\u0635\u0627\u062a.<\/p>\n\n\n\n<p>\u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u0643\u062a\u0627\u0628 \u0623\u0648\u0631\u0627\u0642\u064b\u0627 \u0628\u062d\u062b\u064a\u0629 \u062a\u062a\u0646\u0627\u0648\u0644 \u0645\u0648\u0627\u0636\u064a\u0639 \u0645\u062b\u0644 \u0631\u0633\u0645 \u062e\u0631\u0627\u0626\u0637 \u0627\u0644\u062a\u0646\u0648\u0639 \u0627\u0644\u0628\u064a\u0648\u0644\u0648\u062c\u064a \u0648\u0627\u0644\u0646\u0645\u0648 \u0627\u0644\u062d\u0636\u0631\u064a \u0627\u0644\u0645\u0633\u062a\u062f\u0627\u0645\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0642\u064a\u0651\u0645\u064b\u0627 \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0635\u0627\u0646\u0639\u064a \u0627\u0644\u0633\u064a\u0627\u0633\u0627\u062a. \u0648\u064a\u062a\u0645\u0627\u0634\u0649 \u062a\u0631\u0643\u064a\u0632\u0647 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062f\u0627\u0645\u0629 \u0645\u0639 \u0627\u0644\u062f\u0648\u0631 \u0627\u0644\u0645\u062a\u0646\u0627\u0645\u064a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0641\u064a \u0645\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 GeoAI \u0645\u0646 \u0623\u062c\u0644 \u0627\u0644\u0627\u0633\u062a\u062f\u0627\u0645\u0629<\/li>\n\n\n\n<li>\u062a\u062a\u0636\u0645\u0646 \u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0627\u0644\u0629 \u0627\u0644\u062a\u0646\u0648\u0639 \u0627\u0644\u0628\u064a\u0648\u0644\u0648\u062c\u064a \u0648\u0627\u0644\u062d\u0636\u0631\u064a<\/li>\n\n\n\n<li>\u0623\u0648\u0631\u0627\u0642 \u0628\u062d\u062b\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062a\u062e\u0635\u0635\u0627\u062a<\/li>\n\n\n\n<li>\u0630\u0627\u062a \u0635\u0644\u0629 \u0628\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0626\u0629\u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0643\u062a\u0627\u0628<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u062a\u0648\u0641\u0631 \u0639\u0644\u0649: amazon.com\/Geoinformatics-Sustainable-Ecosystem-Society-Communications\/dp\/9811561052<\/li>\n\n\n\n<li>\u0627\u0644\u0646\u0627\u0634\u0631: \u0633\u0628\u0631\u064a\u0646\u063a\u0631<\/li>\n\n\n\n<li>\u0627\u0644\u0633\u0646\u0629: 2020<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u064a\u063a\u0629: \u063a\u0644\u0627\u0641 \u0648\u0631\u0642\u064a\u060c \u0643\u062a\u0627\u0628 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a<\/li>\n\n\n\n<li>\u0631\u0642\u0645 ISBN: 978-981-15-6105-4<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u0641\u062d\u0627\u062a: \u062d\u0648\u0627\u0644\u064a 460<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0646 \u0647\u0648 \u0627\u0644\u0623\u0641\u0636\u0644 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0647<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0627\u0644\u0628\u064a\u0626\u064a\u0648\u0646<\/li>\n\n\n\n<li>\u0645\u062e\u0637\u0637\u0648 \u0627\u0644\u0645\u062f\u0646 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 GeoAI<\/li>\n\n\n\n<li>\u0635\u0646\u0627\u0639 \u0627\u0644\u0633\u064a\u0627\u0633\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u062f\u0627\u0645\u0629<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"830\" height=\"1024\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Esri-Advanced-Guide-to-Python-in-ArcGIS-830x1024.jpg\" alt=\"\" class=\"wp-image-176433\" style=\"width:195px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Esri-Advanced-Guide-to-Python-in-ArcGIS-830x1024.jpg 830w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Esri-Advanced-Guide-to-Python-in-ArcGIS-243x300.jpg 243w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Esri-Advanced-Guide-to-Python-in-ArcGIS-768x947.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Esri-Advanced-Guide-to-Python-in-ArcGIS-10x12.jpg 10w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/Esri-Advanced-Guide-to-Python-in-ArcGIS.jpg 1216w\" sizes=\"(max-width: 830px) 100vw, 830px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">13. \u062f\u0644\u064a\u0644 Esri \u0627\u0644\u0645\u062a\u0642\u062f\u0645 \u0644\u0640 Python \u0641\u064a ArcGIS \u0628\u0642\u0644\u0645 \u062f\u064a\u0641 \u0643\u0631\u0648\u0641\u0648\u0631\u062f \u0648\u062f\u0627\u0646\u064a\u0627\u0644 \u064a\u0627\u0648<\/h2>\n\n\n\n<p>\u064a\u0642\u062f\u0645 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u060c \u0627\u0644\u0635\u0627\u062f\u0631 \u0639\u0627\u0645 \u0662\u0660\u0662\u0663\u060c \u0645\u0646 \u062a\u0623\u0644\u064a\u0641 \u062f\u064a\u0641 \u0643\u0631\u0648\u0641\u0648\u0631\u062f \u0648\u062f\u0627\u0646\u064a\u0627\u0644 \u064a\u0627\u0648\u060c \u062f\u0644\u064a\u0644\u0627\u064b \u0645\u062a\u0642\u062f\u0645\u0627\u064b \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0636\u0645\u0646 \u0645\u0646\u0635\u0629 ArcGIS. \u064a\u0631\u0643\u0632 \u0627\u0644\u0643\u062a\u0627\u0628 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629\u060c \u0645\u0642\u062f\u0645\u0627\u064b \u062a\u0642\u0646\u064a\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0644\u0623\u062a\u0645\u062a\u0629 \u0633\u064a\u0631 \u0639\u0645\u0644 \u0646\u0638\u0645 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629.<\/p>\n\n\n\n<p>\u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u0643\u062a\u0627\u0628 \u062f\u0631\u0648\u0633\u064b\u0627 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0648\u0623\u0645\u062b\u0644\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0645\u0635\u0645\u0645\u0629 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a ArcGIS\u060c \u0648\u064a\u063a\u0637\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062d\u0636\u0631\u064a\u0629 \u0648\u0631\u0633\u0645 \u0627\u0644\u062e\u0631\u0627\u0626\u0637 \u0627\u0644\u0628\u064a\u0626\u064a\u0629. \u0623\u0633\u0644\u0648\u0628\u0647 \u0627\u0644\u0639\u0645\u0644\u064a \u064a\u062c\u0639\u0644\u0647 \u0645\u062b\u0627\u0644\u064a\u064b\u0627 \u0644\u0645\u062d\u062a\u0631\u0641\u064a \u0646\u0638\u0645 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0648\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0630\u064a\u0646 \u064a\u062f\u0645\u062c\u0648\u0646 GeoAI \u0641\u064a \u0628\u064a\u0626\u0627\u062a ArcGIS.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 GeoAI \u0645\u0639 ArcGIS \u0648Python<\/li>\n\n\n\n<li>\u064a\u062a\u0636\u0645\u0646 \u062f\u0631\u0648\u0633\u064b\u0627 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u062d\u0648\u0644 \u0623\u062a\u0645\u062a\u0629 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629<\/li>\n\n\n\n<li>\u064a\u063a\u0637\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062d\u0636\u0631\u064a\u0629 \u0648\u0627\u0644\u0628\u064a\u0626\u064a\u0629<\/li>\n\n\n\n<li>\u0639\u0645\u0644\u064a \u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a ArcGIS<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0643\u062a\u0627\u0628<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u062a\u0648\u0641\u0631 \u0639\u0644\u0649: amazon.com\/Advanced-Guide-Python-ArcGIS\/dp\/1589488237<\/li>\n\n\n\n<li>\u0627\u0644\u0646\u0627\u0634\u0631: Esri Press<\/li>\n\n\n\n<li>\u0627\u0644\u0633\u0646\u0629: 2023<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u064a\u063a\u0629: \u063a\u0644\u0627\u0641 \u0648\u0631\u0642\u064a\u060c \u0643\u062a\u0627\u0628 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a<\/li>\n\n\n\n<li>\u0631\u0642\u0645 ISBN: 978-1-58948-823-6<\/li>\n\n\n\n<li>\u0627\u0644\u0635\u0641\u062d\u0627\u062a: \u062d\u0648\u0627\u0644\u064a 400<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0646 \u0647\u0648 \u0627\u0644\u0623\u0641\u0636\u0644 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0647<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u062d\u062a\u0631\u0641\u0648 \u0646\u0638\u0645 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u064a\u0633\u062a\u062e\u062f\u0645\u0648\u0646 ArcGIS<\/li>\n\n\n\n<li>\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629<\/li>\n\n\n\n<li>\u0645\u0645\u0627\u0631\u0633\u0648 GeoAI \u064a\u0642\u0648\u0645\u0648\u0646 \u0628\u0623\u062a\u0645\u062a\u0629 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"311\" height=\"67\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2022\/10\/flypixai-footer-logo-1.png\" alt=\"\" class=\"wp-image-155529\" style=\"width:339px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2022\/10\/flypixai-footer-logo-1.png 311w, https:\/\/flypix.ai\/wp-content\/uploads\/2022\/10\/flypixai-footer-logo-1-300x65.png 300w\" sizes=\"(max-width: 311px) 100vw, 311px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u0646 FlyPix AI: \u062a\u0639\u0632\u064a\u0632 GeoAI \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629<\/h2>\n\n\n\n<p>\u0641\u064a <a href=\"https:\/\/flypix.ai\/ar\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u0641\u0644\u0627\u064a \u0628\u064a\u0643\u0633 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/a>\u0646\u0641\u062e\u0631 \u0628\u0645\u0633\u0627\u0647\u0645\u062a\u0646\u0627 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a (GeoAI) \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0642\u062f\u064a\u0645 \u0645\u0646\u0635\u0629 \u0645\u0628\u062a\u0643\u0631\u0629 \u0644\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u0635\u0648\u0631\u064a\u0629\u060c \u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u062a\u062a\u0643\u0627\u0645\u0644 \u0628\u0633\u0644\u0627\u0633\u0629 \u0645\u0639 \u0623\u0646\u0638\u0645\u0629 NetSuite ERP. \u064a\u064f\u062d\u062f\u062b \u062d\u0644\u0646\u0627 \u0646\u0642\u0644\u0629 \u0646\u0648\u0639\u064a\u0629 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0645\u0643\u0627\u0646\u064a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0622\u0646\u064a\u0629\u060c \u0645\u062b\u0644 \u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u0635\u0648\u0644\u060c \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u0648\u0627\u0642\u0639\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a\u0629\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a 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\u0627\u0644\u062a\u0627\u0645 \u0645\u0639 \u0623\u0646\u0638\u0645\u0629 NetSuite SuiteCloud \u0648GIS\u060c \u062a\u0636\u0645\u0646 FlyPix AI \u0623\u062a\u0645\u062a\u0629 \u0622\u0645\u0646\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631\u060c \u0645\u064f\u0642\u062f\u0645\u0629\u064b \u0631\u0624\u0649 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629 \u062a\u064f\u0633\u0647\u0645 \u0641\u064a \u062a\u0633\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0648\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0635\u0644\u0629 \u0628\u0623\u062f\u0628\u064a\u0627\u062a GeoAI<\/h3>\n\n\n\n<p>\u062a\u062a\u0648\u0627\u0641\u0642 \u0642\u062f\u0631\u0627\u062a FlyPix AI \u0645\u0639 \u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a (GeoAI) \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u0629 \u0641\u064a \u0645\u0642\u0627\u0644 &quot;\u0623\u0641\u0636\u0644 \u0643\u062a\u0628 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a: \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0631\u0627\u0626\u062f&quot;. \u062a\u064f\u0631\u0643\u0632 \u0643\u062a\u0628 \u0645\u062b\u0644 &quot;\u062f\u0644\u064a\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a&quot; \u0648&quot;\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0644\u0635\u0648\u0631 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\u0648\u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0627\u0644\u0645\u0647\u0646\u064a\u064a\u0646. \u062a\u064f\u0639\u062f\u0651 \u0647\u0630\u0647 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0623\u0633\u0627\u0633\u064a\u0629\u064b \u0644\u0644\u0628\u0642\u0627\u0621 \u0641\u064a \u0637\u0644\u064a\u0639\u0629 \u0627\u0628\u062a\u0643\u0627\u0631\u0627\u062a GeoAI.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a<\/h2>\n\n\n\n<div class=\"schema-faq wp-block-yoast-faq-block\"><div class=\"schema-faq-section\" id=\"faq-question-1746593447578\"><strong class=\"schema-faq-question\">\u0645\u0627 \u0647\u0648 GeoAI \u0648\u0644\u0645\u0627\u0630\u0627 \u062a\u0639\u062a\u0628\u0631 \u0647\u0630\u0647 \u0627\u0644\u0643\u062a\u0628 \u0645\u0647\u0645\u0629\u061f<\/strong> <p class=\"schema-faq-answer\">\u064a\u062f\u0645\u062c \u0628\u0631\u0646\u0627\u0645\u062c GeoAI \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0644\u062d\u0644 \u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u062d\u0636\u0631\u064a\u060c \u0648\u0627\u0644\u0631\u0635\u062f \u0627\u0644\u0628\u064a\u0626\u064a\u060c \u0648\u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0644\u0643\u0648\u0627\u0631\u062b. \u062a\u0642\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0643\u062a\u0628 \u0631\u0624\u0649 \u0646\u0638\u0631\u064a\u0629\u060c \u0648\u0623\u062f\u0648\u0627\u062a \u0639\u0645\u0644\u064a\u0629\u060c \u0648\u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0627\u0644\u0629 \u0644\u0625\u062a\u0642\u0627\u0646 GeoAI.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1746593458166\"><strong class=\"schema-faq-question\">\u0647\u0644 \u0647\u0630\u0647 \u0627\u0644\u0643\u062a\u0628 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646\u061f<\/strong> <p class=\"schema-faq-answer\">\u0646\u0639\u0645\u060c \u0627\u0644\u0643\u062a\u0628 \u0645\u062b\u0644 Python for Geospatial Data Analysis \u0648Learning Geospatial Analysis with Python \u0647\u064a \u0643\u062a\u0628 \u0633\u0647\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646\u060c \u0648\u062a\u0642\u062f\u0645 \u062f\u0631\u0648\u0633\u064b\u0627 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0648\u0623\u0645\u062b\u0644\u0629 \u0623\u0643\u0648\u0627\u062f \u064a\u0645\u0643\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u064a\u0647\u0627.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1746593469234\"><strong class=\"schema-faq-question\">\u0647\u0644 \u062a\u062d\u062a\u0648\u064a \u0647\u0630\u0647 \u0627\u0644\u0643\u062a\u0628 \u0639\u0644\u0649 \u0623\u0645\u062b\u0644\u0629 \u0628\u0631\u0645\u062c\u064a\u0629\u061f<\/strong> <p class=\"schema-faq-answer\">\u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0643\u062a\u0628\u060c \u0645\u062b\u0644 Handbook of Geospatial Artificial Intelligence \u0648Applied Geospatial Data Science with Python \u0648Learning Geospatial Analysis with Python\u060c \u0643\u0648\u062f Python \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u0644\u064a.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1746593481692\"><strong class=\"schema-faq-question\">\u0645\u0627 \u0647\u0648 \u0627\u0644\u0643\u062a\u0627\u0628 \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u062d\u0636\u0631\u064a\u061f<\/strong> <p class=\"schema-faq-answer\">\u062a\u0639\u062f GeoAI \u0648\u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0627 \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0648GeoAI \u0644\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062d\u0636\u0631\u064a\u0629 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u062d\u0636\u0631\u064a\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0646 \u0627\u0644\u0630\u0643\u064a\u0629 \u0648\u0627\u0644\u062a\u0646\u0642\u0644 \u0648\u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u0629.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1746593491236\"><strong class=\"schema-faq-question\">\u0643\u064a\u0641 \u064a\u0645\u0643\u0646\u0646\u064a \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0643\u062a\u0628\u061f<\/strong> <p class=\"schema-faq-answer\">\u0627\u0644\u0643\u062a\u0628 \u0645\u062a\u0627\u062d\u0629 \u0639\u0628\u0631 \u0645\u0648\u0627\u0642\u0639 \u062f\u0648\u0631 \u0627\u0644\u0646\u0634\u0631 (\u0645\u062b\u0644 Springer \u0648CRC Press \u0648Packt) \u0623\u0648 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 Amazon. \u0631\u0627\u062c\u0639 \u0642\u0633\u0645 &quot;\u0645\u062a\u0648\u0641\u0631 \u0644\u062f\u0649&quot; \u0644\u0644\u0627\u0637\u0644\u0627\u0639 \u0639\u0644\u0649 \u0627\u0644\u0631\u0648\u0627\u0628\u0637 \u0627\u0644\u0645\u062d\u062f\u062f\u0629.<\/p> <\/div> <\/div>","protected":false},"excerpt":{"rendered":"<p>Geospatial Artificial Intelligence (GeoAI) integrates AI with spatial data to revolutionize fields like urban planning, environmental monitoring, and disaster management. The books below are selected for their direct relevance to GeoAI, focusing on machine learning, deep learning, spatial analytics, and real-world applications. Authored by leading experts, these works provide essential knowledge for students, researchers, and [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":176421,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-176419","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Leading GeoAI Books- Pioneering Geospatial Intelligence<\/title>\n<meta name=\"description\" content=\"Explore the top GeoAI books, offering cutting-edge insights into geospatial artificial intelligence, deep learning, urban analytics, and disaster response for researchers and practitioners.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/flypix.ai\/ar\/geoai-books\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Leading GeoAI Books- Pioneering Geospatial Intelligence\" \/>\n<meta property=\"og:description\" content=\"Explore the top GeoAI books, offering cutting-edge insights into geospatial artificial intelligence, deep learning, urban analytics, and disaster response for researchers and practitioners.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/flypix.ai\/ar\/geoai-books\/\" \/>\n<meta property=\"og:site_name\" content=\"Flypix\" \/>\n<meta property=\"article:published_time\" content=\"2025-05-07T06:10:35+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-05-07T11:18:40+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/05\/GeoAI-Books.jpg\" 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urban planning, environmental monitoring, and disaster response. These books provide theoretical insights, practical tools, and case studies to master GeoAI.\",\"inLanguage\":\"ar\"},\"inLanguage\":\"ar\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/ar\\\/geoai-books\\\/#faq-question-1746593458166\",\"position\":2,\"url\":\"https:\\\/\\\/flypix.ai\\\/ar\\\/geoai-books\\\/#faq-question-1746593458166\",\"name\":\"Are these books suitable for beginners?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Yes, books like Python for Geospatial Data Analysis and Learning Geospatial Analysis with Python are beginner-friendly, offering accessible tutorials and code examples.\",\"inLanguage\":\"ar\"},\"inLanguage\":\"ar\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/ar\\\/geoai-books\\\/#faq-question-1746593469234\",\"position\":3,\"url\":\"https:\\\/\\\/flypix.ai\\\/ar\\\/geoai-books\\\/#faq-question-1746593469234\",\"name\":\"Do these books include code examples?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Many books, such as Handbook of Geospatial Artificial Intelligence, Applied Geospatial Data Science with Python , and Learning Geospatial Analysis with Python, include Python code for hands-on learning.\",\"inLanguage\":\"ar\"},\"inLanguage\":\"ar\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/ar\\\/geoai-books\\\/#faq-question-1746593481692\",\"position\":4,\"url\":\"https:\\\/\\\/flypix.ai\\\/ar\\\/geoai-books\\\/#faq-question-1746593481692\",\"name\":\"Which book is best for urban planning applications?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"GeoAI and Human Geography and GeoAI for Urban Analytics are ideal for urban planning, focusing on smart cities, mobility, and social patterns.\",\"inLanguage\":\"ar\"},\"inLanguage\":\"ar\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/ar\\\/geoai-books\\\/#faq-question-1746593491236\",\"position\":5,\"url\":\"https:\\\/\\\/flypix.ai\\\/ar\\\/geoai-books\\\/#faq-question-1746593491236\",\"name\":\"How can I access these books?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Books are available through publisher websites (e.g., Springer, CRC Press, Packt) or platforms like Amazon. 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Check the Available at section for specific links.","inLanguage":"ar"},"inLanguage":"ar"}]}},"_links":{"self":[{"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/posts\/176419","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/comments?post=176419"}],"version-history":[{"count":0,"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/posts\/176419\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/media\/176421"}],"wp:attachment":[{"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/media?parent=176419"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/categories?post=176419"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/tags?post=176419"}],"curies":[{"name":"\u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}