{"id":174597,"date":"2025-03-11T13:37:59","date_gmt":"2025-03-11T13:37:59","guid":{"rendered":"https:\/\/flypix.ai\/?p=174597"},"modified":"2026-01-26T12:13:47","modified_gmt":"2026-01-26T12:13:47","slug":"ai-feature-extraction-tools","status":"publish","type":"post","link":"https:\/\/flypix.ai\/hi\/ai-feature-extraction-tools\/","title":{"rendered":"AI \u092b\u093c\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u091f\u0942\u0932: \u0905\u0935\u0932\u094b\u0915\u0928 \u0914\u0930 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917"},"content":{"rendered":"<p>\u090f\u0906\u0908 \u092b\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u091f\u0942\u0932 \u0910\u0938\u0947 \u0938\u093f\u0938\u094d\u091f\u092e \u092f\u093e \u0938\u0949\u092b\u093c\u094d\u091f\u0935\u0947\u092f\u0930 \u0939\u0948\u0902 \u091c\u094b \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092f\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u092e\u0947\u0902 \u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u0932\u093f\u090f \u0915\u091a\u094d\u091a\u0947 \u0921\u0947\u091f\u093e, \u091c\u0948\u0938\u0947 \u0915\u093f \u0907\u092e\u0947\u091c, \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u092f\u093e \u0938\u093f\u0917\u094d\u0928\u0932 \u0938\u0947 \u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u094b \u092a\u0939\u091a\u093e\u0928\u0928\u0947 \u0914\u0930 \u0905\u0932\u0917 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0906\u0930\u094d\u091f\u093f\u092b\u093f\u0936\u093f\u092f\u0932 \u0907\u0902\u091f\u0947\u0932\u093f\u091c\u0947\u0902\u0938 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u092f\u0947 \u0909\u092a\u0915\u0930\u0923 \u091c\u091f\u093f\u0932 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u094b \u0938\u0930\u0932\u0940\u0915\u0943\u0924, \u0938\u093e\u0930\u094d\u0925\u0915 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u092e\u0947\u0902 \u092c\u0926\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915, \u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940\u092f \u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u092f\u093e \u0921\u094b\u092e\u0947\u0928-\u0935\u093f\u0936\u093f\u0937\u094d\u091f \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u091c\u0948\u0938\u0940 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u0906\u0935\u0936\u094d\u092f\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u094b \u0938\u0902\u0930\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0941\u090f \u0906\u092f\u093e\u092e \u0915\u094b \u0915\u092e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"311\" height=\"67\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2023\/01\/flypixai-Green-header-logo.png\" alt=\"\" class=\"wp-image-155864\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2023\/01\/flypixai-Green-header-logo.png 311w, https:\/\/flypix.ai\/wp-content\/uploads\/2023\/01\/flypixai-Green-header-logo-300x65.png 300w\" sizes=\"(max-width: 311px) 100vw, 311px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">1. \u092b\u094d\u0932\u093e\u0908\u092a\u093f\u0915\u094d\u0938 \u090f\u0906\u0908&nbsp;<\/h2>\n\n\n\n<p>\u092b\u094d\u0932\u093e\u0908\u092a\u093f\u0915\u094d\u0938 \u090f\u0906\u0908 \u0909\u0928\u094d\u0928\u0924 \u090f\u0906\u0908-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u092b\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u091f\u0942\u0932 \u0915\u0947 \u0938\u093e\u0925 \u092d\u0942-\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0921\u0947\u091f\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u094b \u092c\u0926\u0932 \u0930\u0939\u093e \u0939\u0948\u0964 \u0939\u092e\u093e\u0930\u093e \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0938\u0948\u091f\u0947\u0932\u093e\u0907\u091f \u0907\u092e\u0947\u091c\u0930\u0940, \u0921\u094d\u0930\u094b\u0928 \u0921\u0947\u091f\u093e \u0914\u0930 LiDAR \u0938\u094d\u0915\u0948\u0928 \u0915\u0947 \u092d\u0940\u0924\u0930 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947, \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0914\u0930 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0938\u091f\u0940\u0915 \u092d\u0942-\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0905\u0902\u0924\u0930\u094d\u0926\u0943\u0937\u094d\u091f\u093f \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0935\u093e\u0932\u0947 \u0909\u0926\u094d\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e, \u092b\u094d\u0932\u093e\u0908\u092a\u093f\u0915\u094d\u0938 \u090f\u0906\u0908 \u091c\u091f\u093f\u0932 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0915\u094b \u0938\u0930\u0932 \u092c\u0928\u093e\u0924\u093e \u0939\u0948 \u0914\u0930 \u0928\u093f\u0930\u094d\u0923\u092f \u0932\u0947\u0928\u0947 \u0915\u094b \u092c\u0922\u093c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p>\u0928\u094b-\u0915\u094b\u0921 \u0907\u0902\u091f\u0930\u092b\u093c\u0947\u0938 \u0914\u0930 \u0938\u0939\u091c \u091c\u0940\u0906\u0908\u090f\u0938 \u090f\u0915\u0940\u0915\u0930\u0923 \u0915\u0947 \u0938\u093e\u0925, \u092b\u094d\u0932\u093e\u0908\u092a\u093f\u0915\u094d\u0938 \u090f\u0906\u0908 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u094b \u0909\u091a\u094d\u091a \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u0947 \u0938\u093e\u0925 \u092d\u0942-\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0938\u0947 \u0938\u093e\u0930\u094d\u0925\u0915 \u092a\u0948\u091f\u0930\u094d\u0928 \u0928\u093f\u0915\u093e\u0932\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948\u0964 \u091a\u093e\u0939\u0947 \u0935\u0928\u094b\u0902 \u0915\u0940 \u0915\u091f\u093e\u0908 \u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0939\u094b, \u092d\u0942\u092e\u093f-\u0909\u092a\u092f\u094b\u0917 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928\u094b\u0902 \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0928\u093e \u0939\u094b, \u092f\u093e \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u0922\u093e\u0901\u091a\u0947 \u0915\u0947 \u0935\u093f\u0915\u093e\u0938 \u092a\u0930 \u0928\u091c\u093c\u0930 \u0930\u0916\u0928\u093e \u0939\u094b, \u0939\u092e\u093e\u0930\u0947 \u090f\u0906\u0908-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0909\u092a\u0915\u0930\u0923 \u0926\u0915\u094d\u0937\u0924\u093e \u0914\u0930 \u092e\u093e\u092a\u0928\u0940\u092f\u0924\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\t\t<div data-elementor-type=\"section\" data-elementor-id=\"181651\" class=\"elementor elementor-181651\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-124e952 pricing-table e-flex e-con-boxed e-con e-parent\" data-id=\"124e952\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-9f3083e e-con-full e-flex e-con e-child\" data-id=\"9f3083e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-cfea685 e-con-full e-flex e-con e-child\" data-id=\"cfea685\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-636e4c6 elementor-widget elementor-widget-heading\" data-id=\"636e4c6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">\u092e\u0942\u0932\u094d\u092f \u0928\u093f\u0930\u094d\u0927\u093e\u0930\u0923<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fbc6a6a e-con-full elementor-hidden-mobile e-flex e-con e-child\" data-id=\"fbc6a6a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-68b7c1e e-con-full e-flex e-con e-child\" data-id=\"68b7c1e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b9321e5 elementor-widget elementor-widget-text-editor\" data-id=\"b9321e5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t\u092e\u0942\u0932\u094d\u092f \u0928\u093f\u0930\u094d\u0927\u093e\u0930\u0923 \u20ac EUR \u092e\u0947\u0902\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-60d1356 e-con-full pricing_table_column e-flex e-con e-child\" data-id=\"60d1356\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-b5ee855 e-con-full Starter e-flex e-con e-child\" data-id=\"b5ee855\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7b70a40 elementor-widget elementor-widget-tp-pricing-table\" data-id=\"7b70a40\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"tp-pricing-table.default\">\n\t\t\t\t\t<div id=\"plus-pricing-table\" class=\"plus-pricing-table pricing-style-1\" ><div class=\"pricing-table-inner\"><div class=\"pricing-title-content style-1\"><div class=\"pricing-title-wrap\"><div class=\"pricing-title\"><strong>\u0938\u094d\u091f\u093e\u0930\u094d\u091f\u0930<\/strong> <br>\u092d\u0902\u0921\u093e\u0930\u0923 <br> <strong>10 \u091c\u0940\u092c\u0940<\/strong> <br> &nbsp;<\/div><\/div><div class=\"pricing-subtitle-wrap\"><div class=\"pricing-subtitle\"><span class=\"giga\"><b>\u20ac100\/\u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\/\u092e\u093e\u0939<\/b><\/span><br> <strong>50 \u0915\u094d\u0930\u0947\u0921\u093f\u091f<\/strong> <br> <span class=\"giga\">~1 \u0917\u0940\u0917\u093e\u092a\u093f\u0915\u094d\u0938\u0947\u0932<\/span><\/div><\/div><\/div><div class=\"pricing-price-wrap style-1\"><\/div><div class=\"pt-plus-button-wrapper\"><div class=\"button_parallax\"><div id=\"btn69fe635584704\" class=\"ts-button\"><div class=\"pt_plus_button btn69fe635584704 button-style-8\"><div class=\"animted-content-inner\"><a href=\"https:\/\/app.flypix.ai\/\" target=\"_blank\" class=\"button-link-wrap\" role=\"button\">\u0938\u093e\u0907\u0928 \u0905\u092a \u0915\u0930\u0947\u0902<\/a><\/div><\/div><\/div><\/div><\/div><div class=\"pricing-content-wrap content-desc style-1\"><hr class=\"border-line\" \/><div class=\"pricing-content\"><div class=\"price-content-wrap\">\n<div class=\"price-content-right\">\n<p class=\"price-text3\"><\/p>\n\n<\/div>\n<\/div>\n<ul class=\"price-list\">\n \t<li class=\"price-head\"><strong>\u0936\u093e\u092e\u093f\u0932 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902:<\/strong>\n<ul>\n \t<li>\u090f\u0928\u093e\u0932\u093f\u091f\u093f\u0915\u094d\u0938 \u0921\u0948\u0936\u092c\u094b\u0930\u094d\u0921 \u0924\u0915 \u092a\u0939\u0941\u0902\u091a<\/li>\n \t<li>\u0935\u0947\u0915\u094d\u091f\u0930 \u092a\u0930\u0924\u094b\u0902 \u0915\u094b \u0928\u093f\u0930\u094d\u092f\u093e\u0924 \u0915\u0930\u0947\u0902<\/li>\n \t<li>5 \u0915\u093e\u0930\u094d\u092f \u0926\u093f\u0935\u0938\u094b\u0902 \u0915\u0947 \u092d\u0940\u0924\u0930 \u0908\u092e\u0947\u0932 \u0938\u0939\u093e\u092f\u0924\u093e \u0909\u092a\u0932\u092c\u094d\u0927 \u0939\u0948<\/li>\n<\/ul>\n<\/li>\n<\/ul><\/div><div class=\"content-overlay-bg-color\"><\/div><\/div><div class=\"pricing-overlay-color\"><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4db0b51 e-con-full Standard e-flex e-con e-child\" data-id=\"4db0b51\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9dfd4f0 elementor-widget elementor-widget-tp-pricing-table\" data-id=\"9dfd4f0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"tp-pricing-table.default\">\n\t\t\t\t\t<div id=\"plus-pricing-table\" class=\"plus-pricing-table pricing-style-1\" ><div class=\"pricing-table-inner\"><div class=\"pricing-title-content style-1\"><div class=\"pricing-title-wrap\"><div class=\"pricing-title\"><strong>\u092e\u093e\u0928\u0915<\/strong> <br>\u092d\u0902\u0921\u093e\u0930\u0923 <br> <strong>120 \u091c\u0940\u092c\u0940<\/strong> <br> &nbsp;<\/div><\/div><div class=\"pricing-subtitle-wrap\"><div class=\"pricing-subtitle\"><span class=\"giga\"><b>\u20ac500\/2 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\/\u092e\u093e\u0939<\/b><\/span><br> <strong style=\"margin-left: -20px\">500 + 100 \u0915\u094d\u0930\u0947\u0921\u093f\u091f<\/strong> <br> <span class=\"giga\" style=\"margin-left: -25px\">~12 \u0917\u0940\u0917\u093e\u092a\u093f\u0915\u094d\u0938\u0947\u0932 \u0924\u0915<\/span><\/div><\/div><\/div><div class=\"pricing-price-wrap style-1\"><\/div><div class=\"pt-plus-button-wrapper\"><div class=\"button_parallax\"><div id=\"btn69fe6355850fb\" class=\"ts-button\"><div class=\"pt_plus_button btn69fe6355850fb button-style-8\"><div class=\"animted-content-inner\"><a href=\"https:\/\/app.flypix.ai\/\" target=\"_blank\" class=\"button-link-wrap\" role=\"button\">\u0938\u093e\u0907\u0928 \u0905\u092a \u0915\u0930\u0947\u0902<\/a><\/div><\/div><\/div><\/div><\/div><div class=\"pricing-content-wrap content-desc style-1\"><hr class=\"border-line\" \/><div class=\"pricing-content\"><div class=\"price-content-wrap\">\n<div class=\"price-content-right\">\n<p class=\"price-text3\"><\/p>\n\n<\/div>\n<\/div>\n<ul class=\"price-list\">\n \t<li class=\"price-head\"><strong>\u0936\u093e\u092e\u093f\u0932 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902:<\/strong>\n<ul>\n \t<li>\u092e\u0932\u094d\u091f\u0940\u0938\u094d\u092a\u0947\u0915\u094d\u091f\u094d\u0930\u0932 \u0921\u0947\u091f\u093e \u0924\u0915 \u092a\u0939\u0941\u0902\u091a\u0947\u0902<\/li>\n \t<li>\u092e\u093e\u0928\u091a\u093f\u0924\u094d\u0930 \u0938\u093e\u091d\u093e \u0915\u0930\u0928\u0947 \u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e\u090f\u0901<\/li>\n \t<li>2 \u0915\u093e\u0930\u094d\u092f \u0926\u093f\u0935\u0938\u094b\u0902 \u0915\u0947 \u092d\u0940\u0924\u0930 \u0908\u092e\u0947\u0932 \u0938\u0939\u093e\u092f\u0924\u093e \u0909\u092a\u0932\u092c\u094d\u0927 \u0939\u0948<\/li>\n<\/ul>\n<\/li>\n<\/ul><\/div><div class=\"content-overlay-bg-color\"><\/div><\/div><div class=\"pricing-overlay-color\"><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-944b67f e-con-full Pro e-flex e-con e-child\" data-id=\"944b67f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e68736b elementor-widget elementor-widget-tp-pricing-table\" data-id=\"e68736b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"tp-pricing-table.default\">\n\t\t\t\t\t<div id=\"plus-pricing-table\" class=\"plus-pricing-table pricing-style-1\" ><div class=\"pricing-table-inner\"><div class=\"pricing-title-content style-1\"><div class=\"pricing-title-wrap\"><div class=\"pricing-title\"><strong>\u092a\u094d\u0930\u094b<\/strong> <br>\u092d\u0902\u0921\u093e\u0930\u0923 <br> <strong>600 \u091c\u0940\u092c\u0940<\/strong> <br> &nbsp;<\/div><\/div><div class=\"pricing-subtitle-wrap\"><div class=\"pricing-subtitle\"><span class=\"giga\" style=\"margin-left: -2px\"><b>\u20ac2000\/5 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\/\u092e\u093e\u0939<\/b><\/span><br> <strong style=\"margin-left: -20px\">2000 + 1000 \u0915\u094d\u0930\u0947\u0921\u093f\u091f<\/strong> <br> <span class=\"giga\" style=\"margin-left: -25px\">~60 \u0917\u0940\u0917\u093e\u092a\u093f\u0915\u094d\u0938\u0947\u0932 \u0924\u0915<\/span><\/div><\/div><\/div><div class=\"pricing-price-wrap style-1\"><\/div><div class=\"pt-plus-button-wrapper\"><div class=\"button_parallax\"><div id=\"btn69fe635585c29\" class=\"ts-button\"><div class=\"pt_plus_button btn69fe635585c29 button-style-8\"><div class=\"animted-content-inner\"><a href=\"https:\/\/app.flypix.ai\/\" target=\"_blank\" class=\"button-link-wrap\" role=\"button\">\u0938\u093e\u0907\u0928 \u0905\u092a \u0915\u0930\u0947\u0902<\/a><\/div><\/div><\/div><\/div><\/div><div class=\"pricing-content-wrap content-desc style-1\"><hr class=\"border-line\" \/><div class=\"pricing-content\"><div class=\"price-content-wrap\"><span data-mce-type=\"bookmark\" style=\"display: inline-block;width: 0px;overflow: hidden;line-height: 0\" class=\"mce_SELRES_start\"><\/span>\n<div class=\"price-content-right\">\n<p class=\"price-text3\"><\/p>\n\n<\/div>\n<\/div>\n<ul class=\"price-list\">\n \t<li class=\"price-head\"><strong>\u0936\u093e\u092e\u093f\u0932 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902:<\/strong>\n<ul>\n \t<li>\u090f\u092a\u0940\u0906\u0908 \u092a\u0939\u0941\u0902\u091a<\/li>\n \t<li>\u091f\u0940\u092e \u092a\u094d\u0930\u092c\u0902\u0927\u0928<\/li>\n \t<li>\u0908\u092e\u0947\u0932 \u0914\u0930 \u091a\u0948\u091f \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 1 \u0918\u0902\u091f\u0947 \u0915\u0947 \u092d\u0940\u0924\u0930 \u091c\u0935\u093e\u092c \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0947\u0902<\/li>\n<\/ul>\n<\/li>\n<\/ul><\/div><div class=\"content-overlay-bg-color\"><\/div><\/div><div class=\"pricing-overlay-color\"><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1d284af e-con-full Enterprise e-flex e-con e-child\" data-id=\"1d284af\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8187df7 elementor-widget elementor-widget-tp-pricing-table\" data-id=\"8187df7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"tp-pricing-table.default\">\n\t\t\t\t\t<div id=\"plus-pricing-table\" class=\"plus-pricing-table pricing-style-1\" ><div class=\"pricing-table-inner\"><div class=\"pricing-title-content style-1\"><div class=\"pricing-title-wrap\"><div class=\"pricing-title\"><strong>\u0909\u0926\u094d\u092f\u092e<\/strong> <br>\u092d\u0902\u0921\u093e\u0930\u0923 <br> <strong>\u0905\u0938\u0940\u092e\u093f\u0924<\/strong> <br> &nbsp;<\/div><\/div><div class=\"pricing-subtitle-wrap\"><div class=\"pricing-subtitle\"><span class=\"giga\"><b>\u0936\u094d\u0930\u0947\u092f:<\/b><\/span> <br> <strong>\u0905\u0938\u0940\u092e\u093f\u0924<\/strong> <span class=\"giga\"><br><b>\u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0938\u0940\u091f\u0947\u0902:<\/b> <\/span><br> \u0905\u0938\u0940\u092e\u093f\u0924<br><\/div><\/div><\/div><div class=\"pricing-price-wrap style-1\"><\/div><div class=\"pt-plus-button-wrapper\"><div class=\"button_parallax\"><div id=\"btn69fe6355866c3\" class=\"ts-button\"><div class=\"pt_plus_button btn69fe6355866c3 button-style-8\"><div class=\"animted-content-inner\"><a href=\"https:\/\/app.flypix.ai\/\" target=\"_blank\" class=\"button-link-wrap\" role=\"button\">\u0938\u093e\u0907\u0928 \u0905\u092a \u0915\u0930\u0947\u0902<\/a><\/div><\/div><\/div><\/div><\/div><div class=\"pricing-content-wrap content-desc style-1\"><hr class=\"border-line\" \/><div class=\"pricing-content\"><div class=\"price-content-wrap\">\n\n&nbsp;\n<div class=\"price-content-right\">\n<p class=\"price-text3\"><\/p>\n\n<\/div>\n<\/div>\n<ul class=\"price-list\">\n \t<li class=\"price-head\"><strong>\u0936\u093e\u092e\u093f\u0932 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902:<\/strong>\n<ul>\n \t<li>\u090f\u092a\u0940\u0906\u0908 \u092a\u0939\u0941\u0902\u091a<\/li>\n \t<li>\u091f\u0940\u092e \u092a\u094d\u0930\u092c\u0902\u0927\u0928<\/li>\n \t<li>\u0908\u092e\u0947\u0932 \u0914\u0930 \u091a\u0948\u091f \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 1 \u0918\u0902\u091f\u0947 \u0915\u0947 \u092d\u0940\u0924\u0930 \u091c\u0935\u093e\u092c \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0947\u0902<\/li>\n<\/ul>\n<\/li>\n<\/ul><\/div><div class=\"content-overlay-bg-color\"><\/div><\/div><div class=\"pricing-overlay-color\"><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\n\n\n\n<h3 class=\"wp-block-heading translation-block\">&lt;!--<span class=\"fl-heading-text\" style=\"font-size: 40px;font-weight: 600;color: #18276a\">Our <span style=\"color: #4665a4\">competences<\/span><\/span>--&gt; <span class=\"main-heading\" style=\"font-size:40px;font-family: Archivo, sans-serif;font-family: Archivo, sans-serif;font-weight: 700;font-size: 42px;line-height: 1.3;letter-spacing: 1px;text-align: center\">\u092a\u094d\u0930\u092e\u0941\u0916 <span style=\"color:#1790a3;font-size:40px;font-family: Archivo, sans-serif\">\u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0910\u0902<\/span><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AI-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u092b\u0940\u091a\u0930 \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928<\/strong>: \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923 \u092e\u0949\u0921\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0930\u0942\u092a \u0938\u0947 \u0935\u0938\u094d\u0924\u0941\u0913\u0902, \u092d\u0942\u092e\u093f \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0914\u0930 \u0935\u093f\u0938\u0902\u0917\u0924\u093f\u092f\u094b\u0902 \u0915\u094b \u0928\u093f\u0915\u093e\u0932\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0928\u094b-\u0915\u094b\u0921 \u0907\u0902\u091f\u0930\u092b\u093c\u0947\u0938<\/strong>: \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u094b \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u091c\u094d\u091e\u093e\u0928 \u0915\u0947 \u092c\u093f\u0928\u093e \u090f\u0906\u0908-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0932\u093e\u0917\u0942 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u092c\u0939\u0941-\u0938\u094d\u0930\u094b\u0924 \u0921\u0947\u091f\u093e \u0938\u0902\u0917\u0924\u0924\u093e<\/strong>: \u0909\u092a\u0917\u094d\u0930\u0939 \u0907\u092e\u0947\u091c\u0930\u0940, \u0921\u094d\u0930\u094b\u0928 \u0921\u0947\u091f\u093e, LiDAR \u0914\u0930 \u0905\u0928\u094d\u092f \u092d\u0942-\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u092a\u094d\u0930\u093e\u0930\u0942\u092a\u094b\u0902 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u092e\u093e\u092a\u0928\u0940\u092f\u0924\u093e \u0914\u0930 \u0938\u094d\u0935\u091a\u093e\u0932\u0928<\/strong>\u091b\u094b\u091f\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u0915\u0947 \u0905\u0927\u094d\u092f\u092f\u0928 \u0914\u0930 \u092c\u0921\u093c\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u0926\u094b\u0928\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u0942\u0932\u0928\u0940\u092f\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0947\u0935\u093e\u090f\u0902<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u092d\u0942\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0935\u0938\u094d\u0924\u0941 \u092a\u0939\u091a\u093e\u0928<\/strong>: \u092d\u0942\u092d\u093e\u0917, \u0935\u0928\u0938\u094d\u092a\u0924\u093f, \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u0922\u093e\u0902\u091a\u0947, \u0914\u0930 \u0905\u0927\u093f\u0915 \u0915\u0940 \u090f\u0906\u0908-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u092a\u0939\u091a\u093e\u0928\u0964<\/li>\n\n\n\n<li><strong>\u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u090f\u0935\u0902 \u0935\u093f\u0938\u0902\u0917\u0924\u093f \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u093e<\/strong>\u0938\u092e\u092f \u0915\u0947 \u0938\u093e\u0925 \u092a\u0930\u094d\u092f\u093e\u0935\u0930\u0923\u0940\u092f \u092f\u093e \u0938\u0902\u0930\u091a\u0928\u093e\u0924\u094d\u092e\u0915 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928\u094b\u0902 \u0915\u0940 \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917\u0964<\/li>\n\n\n\n<li><strong>\u0915\u0938\u094d\u091f\u092e \u090f\u0906\u0908 \u092e\u0949\u0921\u0932 \u0935\u093f\u0915\u093e\u0938<\/strong>\u0909\u0926\u094d\u092f\u094b\u0917-\u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0938\u0941\u0935\u093f\u0927\u093e \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0938\u092e\u093e\u0927\u093e\u0928\u0964<\/li>\n\n\n\n<li><strong>\u0921\u093e\u092f\u0928\u093e\u092e\u093f\u0915 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0914\u0930 \u0939\u0940\u091f\u092e\u0948\u092a \u0935\u093f\u091c\u093c\u0941\u0905\u0932\u093e\u0907\u091c\u093c\u0947\u0936\u0928<\/strong>\u092c\u0947\u0939\u0924\u0930 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0928\u093f\u0915\u093e\u0932\u0940 \u0917\u0908 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u093e \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092e\u093e\u0928\u091a\u093f\u0924\u094d\u0930\u0923\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: <a href=\"https:\/\/flypix.ai\/hi\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u092b\u094d\u0932\u093e\u0908\u092a\u093f\u0915\u094d\u0938.ai<\/a>&nbsp;<\/li>\n\n\n\n<li>\u092a\u0924\u093e: \u0930\u0949\u092c\u0930\u094d\u091f-\u092c\u0949\u0936-\u0938\u094d\u091f\u094d\u0930.7, 64293 \u0921\u093e\u0930\u094d\u092e\u0938\u094d\u091f\u093e\u091f, \u091c\u0930\u094d\u092e\u0928\u0940<\/li>\n\n\n\n<li>\u0908\u092e\u0947\u0932: <a href=\"mailto:info@flypix.ai\" target=\"_blank\" rel=\"noreferrer noopener\">info@flypix.ai<\/a>&nbsp;<\/li>\n\n\n\n<li>\u092b\u093c\u094b\u0928 \u0928\u0902\u092c\u0930: +49 6151 2776497<\/li>\n\n\n\n<li>\u0932\u093f\u0902\u0915\u094d\u0921\u0907\u0928: <a href=\"https:\/\/linkedin.com\/company\/flypix-ai\" target=\"_blank\" rel=\"noreferrer noopener\">http:\/\/linkin.com\/company\/flypix-ai<\/a>&nbsp;<\/li>\n<\/ul>\n\n\n\t\t<div data-elementor-type=\"section\" data-elementor-id=\"175133\" class=\"elementor elementor-175133\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-104087b e-con-full elementor-hidden-mobile e-flex e-con e-parent\" data-id=\"104087b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-867b2d5 e-con-full e-flex e-con e-child\" data-id=\"867b2d5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-22a9257 e-con-full e-flex e-con e-child\" data-id=\"22a9257\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-35f7bb2 elementor-widget elementor-widget-heading\" data-id=\"35f7bb2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">\u092b\u094d\u0932\u093e\u0908\u092a\u093f\u0915\u094d\u0938 \u0915\u0947 \u0938\u093e\u0925 \u092d\u0942\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0947 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u093e \u0905\u0928\u0941\u092d\u0935 \u0915\u0930\u0947\u0902!<br>\n<span style=\"color:var( --e-global-color-accent )\">\u0906\u091c \u0939\u0940 \u0905\u092a\u0928\u093e \u091f\u094d\u0930\u093e\u092f\u0932 \u0936\u0941\u0930\u0942 \u0915\u0930\u0947\u0902<\/span><\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-73bbc8c e-con-full e-flex e-con e-child\" data-id=\"73bbc8c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a05b61c elementor-align-right elementor-mobile-align-center elementor-widget elementor-widget-button\" data-id=\"a05b61c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/app.flypix.ai\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">\u0905\u092c \u0915\u094b\u0936\u093f\u0936 \u0915\u0930\u094b<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"453\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2024\/08\/TensorFlow.jpg\" alt=\"\" class=\"wp-image-168674\" style=\"width:288px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2024\/08\/TensorFlow.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2024\/08\/TensorFlow-300x133.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2024\/08\/TensorFlow-768x340.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2024\/08\/TensorFlow-18x8.jpg 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u091f\u0947\u0902\u0938\u0930\u092b\u094d\u0932\u094b<\/h2>\n\n\n\n<p>TensorFlow Google \u0926\u094d\u0935\u093e\u0930\u093e \u092c\u0928\u093e\u092f\u093e \u0917\u092f\u093e \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 AI \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0939\u0948 \u091c\u093f\u0938\u092e\u0947\u0902 \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u091b\u0935\u093f\u092f\u094b\u0902, \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u092f\u093e \u091f\u093e\u0907\u092e \u0938\u0940\u0930\u0940\u091c\u093c \u091c\u0948\u0938\u0947 \u0921\u0947\u091f\u093e \u0938\u0947 \u092b\u093c\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u091f\u0942\u0932 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902\u0964 \u092f\u0939 \u0915\u0928\u094d\u0935\u094b\u0932\u094d\u092f\u0942\u0936\u0928\u0932 \u092f\u093e \u0930\u0940\u0915\u0930\u0902\u091f \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u091c\u0948\u0938\u0940 \u092a\u0930\u0924\u094b\u0902 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0915\u091a\u094d\u091a\u0947 \u0907\u0928\u092a\u0941\u091f \u0915\u094b \u092a\u094d\u0930\u094b\u0938\u0947\u0938 \u0915\u0930\u0924\u093e \u0939\u0948, \u091b\u0935\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u0915\u093f\u0928\u093e\u0930\u094b\u0902 \u092f\u093e \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u092e\u0947\u0902 \u0936\u092c\u094d\u0926 \u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917 \u091c\u0948\u0938\u0940 \u0938\u0941\u0935\u093f\u0927\u093e\u090f\u0901 \u0928\u093f\u0915\u093e\u0932\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u092f\u093e \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0926\u094d\u0935\u093e\u0930\u093e \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u092f\u093e \u0938\u0947\u0902\u091f\u0940\u092e\u0947\u0902\u091f \u090f\u0928\u093e\u0932\u093f\u0938\u093f\u0938 \u091c\u0948\u0938\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p>\u092f\u0939 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0915\u0908 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u092a\u0930 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u0938\u0941\u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093f\u0924 \u092b\u093c\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u0947 \u0932\u093f\u090f \u0915\u0947\u0930\u093e\u0938 \u091c\u0948\u0938\u0947 API \u0915\u0947 \u0938\u093e\u0925 \u0915\u0938\u094d\u091f\u092e \u092e\u0949\u0921\u0932 \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u094b \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u094b \u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u092f\u093e \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948, \u091c\u094b \u0921\u093e\u0909\u0928\u0938\u094d\u091f\u094d\u0930\u0940\u092e \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092b\u093c\u0940\u091a\u0930 \u0938\u0947\u091f \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u0940 \u0932\u091a\u0940\u0932\u093e\u092a\u0928 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u091c\u094d\u091e\u093e\u0928 \u0914\u0930 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0938\u0902\u0938\u093e\u0927\u0928\u094b\u0902 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0915\u0947 \u0938\u093e\u0925 \u0906\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u091a\u093e\u0930<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092b\u0940\u091a\u0930 \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u090f\u0906\u0908 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915\u0964<\/li>\n\n\n\n<li>\u091b\u0935\u093f\u092f\u094b\u0902, \u092a\u093e\u0920 \u0914\u0930 \u0938\u092e\u092f \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0938\u0940\u090f\u0928\u090f\u0928 \u0914\u0930 \u0906\u0930\u090f\u0928\u090f\u0928 \u091c\u0948\u0938\u0947 \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0915\u0938\u094d\u091f\u092e \u0914\u0930 \u092a\u0942\u0930\u094d\u0935 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0914\u0930 \u090f\u0928\u090f\u0932\u092a\u0940 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u092a\u0947\u0936\u0947\u0935\u0930\u094b\u0902<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u092f\u094b\u0917\u094d\u092f \u092e\u0949\u0921\u0932 \u0915\u0947 \u0938\u093e\u0925 \u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u0932\u091a\u0940\u0932\u093e\u0964<\/li>\n\n\n\n<li>\u0935\u093f\u0936\u093e\u0932 \u0938\u092e\u0941\u0926\u093e\u092f \u0914\u0930 \u0935\u094d\u092f\u093e\u092a\u0915 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u093c\u0940\u0915\u0930\u0923.<\/li>\n\n\n\n<li>\u0938\u092d\u0940 \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u0914\u0930 \u0921\u093f\u0935\u093e\u0907\u0938 \u092a\u0930 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>GPU\/TPU \u0924\u094d\u0935\u0930\u0923 \u0915\u0947 \u0938\u093e\u0925 \u0938\u094d\u0915\u0947\u0932 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915, \u092c\u093f\u0928\u093e \u0915\u093f\u0938\u0940 \u0932\u093e\u0907\u0938\u0947\u0902\u0938\u093f\u0902\u0917 \u0932\u093e\u0917\u0924 \u0915\u0947\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0926\u094b\u0937<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0915\u093e\u0930\u094d\u092f\u093e\u0928\u094d\u0935\u092f\u0928 \u0915\u0947 \u0932\u093f\u090f \u0915\u094b\u0921\u093f\u0902\u0917 \u0915\u094c\u0936\u0932 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0936\u0941\u0930\u0941\u0906\u0924\u0940 \u0932\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u0920\u093f\u0928 \u0938\u0940\u0916\u0928\u0947 \u0915\u0940 \u0905\u0935\u0938\u094d\u0925\u093e\u0964<\/li>\n\n\n\n<li>\u092c\u0921\u093c\u0947 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0938\u0902\u0938\u093e\u0927\u0928-\u0917\u0939\u0928.<\/li>\n\n\n\n<li>\u0936\u0941\u0930\u0941\u0906\u0924 \u092e\u0947\u0902 \u0938\u0947\u091f\u0905\u092a \u091c\u091f\u093f\u0932 \u0939\u094b \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0938\u0940\u092e\u093f\u0924 \u0905\u0902\u0924\u0930\u094d\u0928\u093f\u0939\u093f\u0924 GUI \u0938\u092e\u0930\u094d\u0925\u0928.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: tensorflow.org<\/li>\n\n\n\n<li>\u090f\u0915\u094d\u0938: x.com\/tensorflow<\/li>\n\n\n\n<li>\u0932\u093f\u0902\u0915\u094d\u0921\u0907\u0928: linkedin.com\/showcase\/tensorflowdev<\/li>\n\n\n\n<li>\u092f\u0942\u091f\u094d\u092f\u0942\u092c: youtube.com\/@tensorflow<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" width=\"204\" height=\"247\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/pytorch.png\" alt=\"\" class=\"wp-image-174598\" style=\"width:192px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/pytorch.png 204w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/pytorch-10x12.png 10w\" sizes=\"(max-width: 204px) 100vw, 204px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">3. \u092a\u093e\u092f\u091f\u0949\u0930\u094d\u091a<\/h2>\n\n\n\n<p>PyTorch \u092e\u0947\u091f\u093e AI \u0926\u094d\u0935\u093e\u0930\u093e \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 AI \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u0939\u0948 \u091c\u094b \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0915\u093e\u0930\u094b\u0902 \u0938\u0947 \u092b\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0939\u0948, \u091c\u094b \u0921\u093e\u092f\u0928\u0947\u092e\u093f\u0915 \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0915\u0928\u094d\u0935\u094b\u0932\u094d\u092f\u0942\u0936\u0928\u0932 \u092f\u093e \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u091c\u0948\u0938\u0947 \u092e\u0949\u0921\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0907\u092e\u0947\u091c \u092a\u0948\u091f\u0930\u094d\u0928 \u092f\u093e \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0930\u093f\u092a\u094d\u0930\u0947\u091c\u0947\u0902\u091f\u0947\u0936\u0928 \u091c\u0948\u0938\u0940 \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0915\u094b \u0928\u093f\u0915\u093e\u0932\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u091f\u0942\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0936\u093f\u0915\u094d\u0937\u093e\u0935\u093f\u0926\u094b\u0902 \u092f\u093e \u0909\u0926\u094d\u092f\u094b\u0917 \u0915\u0947 \u092a\u0947\u0936\u0947\u0935\u0930\u094b\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u0914\u0930 \u0909\u0924\u094d\u092a\u093e\u0926\u0928-\u0938\u094d\u0924\u0930 \u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p>\u092f\u0939 \u0938\u093f\u0938\u094d\u091f\u092e \u092a\u093e\u092f\u0925\u0928 \u0915\u0947 \u0938\u093e\u0925 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u0911\u0921\u093f\u092f\u094b \u092f\u093e \u0935\u0940\u0921\u093f\u092f\u094b \u0938\u0947 \u092b\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u091c\u0948\u0938\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932 \u0915\u094b \u0921\u093f\u091c\u093e\u0907\u0928 \u092f\u093e \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0938\u0941\u0935\u093f\u0927\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092f\u093e \u092c\u0948\u091a \u092e\u094b\u0921 \u092e\u0947\u0902 \u0921\u0947\u091f\u093e \u0915\u094b \u092a\u094d\u0930\u094b\u0938\u0947\u0938 \u0915\u0930\u0924\u093e \u0939\u0948, \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092a\u093e\u0907\u092a\u0932\u093e\u0907\u0928\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092b\u0940\u091a\u0930 \u0935\u0948\u0915\u094d\u091f\u0930 \u0915\u093e \u0909\u0924\u094d\u092a\u093e\u0926\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u093e \u0921\u093e\u092f\u0928\u0947\u092e\u093f\u0915 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928 \u0917\u094d\u0930\u093e\u092b \u092a\u094d\u0930\u092f\u094b\u0917 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u0939\u0948, \u0932\u0947\u0915\u093f\u0928 \u0907\u0938\u0915\u0947 \u0932\u093f\u090f \u0924\u0915\u0928\u0940\u0915\u0940 \u0935\u093f\u0936\u0947\u0937\u091c\u094d\u091e\u0924\u093e \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u091a\u093e\u0930<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0917\u0924\u093f\u0936\u0940\u0932 \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u0947 \u0938\u093e\u0925 \u0916\u0941\u0932\u093e \u0938\u094d\u0930\u094b\u0924\u0964<\/li>\n\n\n\n<li>\u091b\u0935\u093f\u092f\u094b\u0902, \u092a\u093e\u0920, \u0911\u0921\u093f\u092f\u094b \u0938\u0947 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0901 \u0928\u093f\u0915\u093e\u0932\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0915\u0928\u094d\u0935\u094b\u0932\u094d\u092f\u0942\u0936\u0928\u0932 \u0914\u0930 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u092e\u0949\u0921\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u092a\u093e\u092f\u0925\u0928 \u0938\u094d\u0915\u094d\u0930\u093f\u092a\u094d\u091f\u093f\u0902\u0917 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u0914\u0930 \u0909\u0924\u094d\u092a\u093e\u0926\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u092a\u0947\u0936\u0947\u0935\u0930\u094b\u0902<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0917\u0924\u093f\u0936\u0940\u0932 \u0938\u0902\u0917\u0923\u0928\u093e \u0915\u0947 \u0938\u093e\u0925 \u0932\u091a\u0940\u0932\u093e.<\/li>\n\n\n\n<li>\u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u0915\u093e\u0930\u094d\u092f\u092a\u094d\u0930\u0935\u093e\u0939 \u0915\u0947 \u0932\u093f\u090f \u092e\u091c\u092c\u0942\u0924 \u0938\u092e\u0930\u094d\u0925\u0928\u0964<\/li>\n\n\n\n<li>\u092a\u093e\u092f\u0925\u0928 \u092a\u093e\u0930\u093f\u0938\u094d\u0925\u093f\u0924\u093f\u0915\u0940 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915 \u090f\u0935\u0902 \u0916\u0941\u0932\u093e \u0938\u094d\u0930\u094b\u0924 \u092e\u0902\u091a.<\/li>\n\n\n\n<li>GPU \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0947 \u0938\u093e\u0925 \u0938\u094d\u0915\u0947\u0932.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0926\u094b\u0937<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u0926\u0915\u094d\u0937\u0924\u093e \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948.<\/li>\n\n\n\n<li>\u0917\u0948\u0930-\u0915\u094b\u0921\u0930\u094d\u0938 \u0915\u0947 \u0932\u093f\u090f \u0915\u092e \u0938\u0939\u091c\u0964<\/li>\n\n\n\n<li>\u0938\u0940\u092e\u093f\u0924 \u092a\u0942\u0930\u094d\u0935-\u0928\u093f\u0930\u094d\u092e\u093f\u0924 GUI \u0909\u092a\u0915\u0930\u0923.<\/li>\n\n\n\n<li>\u0938\u094d\u0925\u0948\u0924\u093f\u0915 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u0927\u0940\u092e\u0940 \u0939\u094b \u0938\u0915\u0924\u0940 \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0938\u0947\u091f\u0905\u092a \u0915\u0947 \u0932\u093f\u090f \u0924\u0915\u0928\u0940\u0915\u0940 \u0915\u0949\u0928\u094d\u092b\u093c\u093f\u0917\u0930\u0947\u0936\u0928 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: pytorch.org<\/li>\n\n\n\n<li>\u090f\u0915\u094d\u0938: x.com\/pytorch<\/li>\n\n\n\n<li>\u092b\u0947\u0938\u092c\u0941\u0915: facebook.com\/pytorch<\/li>\n\n\n\n<li>\u0932\u093f\u0902\u0915\u094d\u0921\u0907\u0928: linkedin.com\/company\/pytorch<\/li>\n\n\n\n<li>\u092f\u0942\u091f\u094d\u092f\u0942\u092c: youtube.com\/@pytorch<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"553\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/Scikit-1024x553.png\" alt=\"\" class=\"wp-image-174599\" style=\"width:255px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/Scikit-1024x553.png 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/Scikit-300x162.png 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/Scikit-768x415.png 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/Scikit-18x10.png 18w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/Scikit.png 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">4. \u0938\u094d\u0915\u093f\u0915\u093f\u091f-\u0932\u0930\u094d\u0928<\/h2>\n\n\n\n<p>\u0938\u094d\u0915\u093f\u0915\u093f\u091f-\u0932\u0930\u094d\u0928 \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u092a\u093e\u092f\u0925\u0928 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u0939\u0948 \u091c\u093f\u0938\u092e\u0947\u0902 \u0938\u0902\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915, \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u092f\u093e \u0936\u094d\u0930\u0947\u0923\u0940\u092c\u0926\u094d\u0927 \u0921\u0947\u091f\u093e \u0938\u0947 \u092b\u093c\u0940\u091a\u0930 \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f AI \u091f\u0942\u0932 \u0939\u0948\u0902\u0964 \u092f\u0939 \u0915\u091a\u094d\u091a\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u094b \u0915\u092e \u0915\u093f\u090f \u0917\u090f \u092b\u093c\u0940\u091a\u0930 \u0938\u0947\u091f \u092e\u0947\u0902 \u092c\u0926\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f PCA (\u092a\u094d\u0930\u093f\u0902\u0938\u093f\u092a\u0932 \u0915\u0902\u092a\u094b\u0928\u0947\u0902\u091f \u090f\u0928\u093e\u0932\u093f\u0938\u093f\u0938) \u092f\u093e TF-IDF \u091c\u0948\u0938\u0940 \u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u0915\u094b \u0932\u093e\u0917\u0942 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u091f\u0942\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0921\u0947\u091f\u093e \u0935\u0948\u091c\u094d\u091e\u093e\u0928\u093f\u0915\u094b\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u092e\u0947\u0902 \u092a\u094d\u0930\u0940\u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p>\u092f\u0939 \u0938\u093f\u0938\u094d\u091f\u092e \u092a\u093e\u092f\u0925\u0928 \u0915\u0947 \u092d\u0940\u0924\u0930 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u0906\u092f\u093e\u092e \u092e\u0947\u0902 \u0915\u092e\u0940 \u092f\u093e \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0935\u0947\u0915\u094d\u091f\u0930\u093e\u0907\u091c\u0947\u0936\u0928 \u091c\u0948\u0938\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092c\u093f\u0932\u094d\u091f-\u0907\u0928 \u092b\u093c\u0902\u0915\u094d\u0936\u0928 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0915\u0947 \u0932\u093f\u090f \u0928\u094d\u092f\u0942\u0928\u0924\u092e \u0938\u0947\u091f\u0905\u092a \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u092f\u0939 \u092e\u0947\u092e\u094b\u0930\u0940 \u092e\u0947\u0902 \u0921\u0947\u091f\u093e \u0915\u094b \u092a\u094d\u0930\u094b\u0938\u0947\u0938 \u0915\u0930\u0924\u093e \u0939\u0948, \u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u092f\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u092b\u093c\u0940\u091a\u0930 \u092e\u0948\u091f\u094d\u0930\u093f\u0938\u0947\u0938 \u0915\u093e \u0909\u0924\u094d\u092a\u093e\u0926\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u0940 \u0938\u0930\u0932\u0924\u093e \u091b\u094b\u091f\u0940 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u0939\u0948, \u0932\u0947\u0915\u093f\u0928 \u091c\u091f\u093f\u0932 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0947 \u0932\u093f\u090f \u092e\u093e\u092a\u0928\u0940\u092f\u0924\u093e \u0915\u094b \u0938\u0940\u092e\u093f\u0924 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u091a\u093e\u0930<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u092a\u093e\u092f\u0925\u0928 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940.<\/li>\n\n\n\n<li>\u092a\u0940\u0938\u0940\u090f, \u091f\u0940\u090f\u092b-\u0906\u0908\u0921\u0940\u090f\u092b, \u0914\u0930 \u0905\u0927\u093f\u0915 \u0932\u093e\u0917\u0942 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0938\u0902\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915 \u0914\u0930 \u092a\u093e\u0920\u094d\u092f \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948.<\/li>\n\n\n\n<li>\u092a\u0942\u0930\u094d\u0935\u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f \u0905\u0902\u0924\u0930\u094d\u0928\u093f\u0939\u093f\u0924 \u0909\u092a\u0915\u0930\u0923.<\/li>\n\n\n\n<li>\u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0924\u0948\u092f\u093e\u0930\u0940 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u092a\u0947\u0936\u0947\u0935\u0930\u094b\u0902<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0938\u0930\u0932 \u090f\u092a\u0940\u0906\u0908 \u0915\u0947 \u0938\u093e\u0925 \u0909\u092a\u092f\u094b\u0917 \u092e\u0947\u0902 \u0906\u0938\u093e\u0928\u0964<\/li>\n\n\n\n<li>\u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915, \u092c\u093f\u0928\u093e \u0915\u093f\u0938\u0940 \u0932\u093e\u0907\u0938\u0947\u0902\u0938 \u0936\u0941\u0932\u094d\u0915 \u0915\u0947\u0964<\/li>\n\n\n\n<li>\u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u0915\u0940 \u0935\u093f\u0938\u094d\u0924\u0943\u0924 \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e.<\/li>\n\n\n\n<li>\u092a\u093e\u092f\u0925\u0928 \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u091b\u094b\u091f\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0947 \u0932\u093f\u090f \u0924\u094d\u0935\u0930\u093f\u0924 \u0938\u0947\u091f\u0905\u092a\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0926\u094b\u0937<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e \u0915\u0947 \u0932\u093f\u090f \u0938\u0940\u092e\u093f\u0924 \u092e\u093e\u092a\u0928\u0940\u092f\u0924\u093e.<\/li>\n\n\n\n<li>\u092c\u0947\u0938\u093f\u0915 \u090f\u0906\u0908 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923 \u0938\u0947 \u0915\u0940 \u0917\u0908\u0964<\/li>\n\n\n\n<li>\u092e\u0948\u0928\u0941\u0905\u0932 \u0935\u093f\u0927\u093f \u091a\u092f\u0928 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948.<\/li>\n\n\n\n<li>\u0907\u0928-\u092e\u0947\u092e\u094b\u0930\u0940 \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u092c\u093e\u0927\u093e\u090f\u0901.<\/li>\n\n\n\n<li>\u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u092e \u0909\u092a\u092f\u0941\u0915\u094d\u0924\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: scikit-learn.org<\/li>\n\n\n\n<li>\u092b\u0947\u0938\u092c\u0941\u0915: facebook.com\/scikitlearnofficial<\/li>\n\n\n\n<li>\u0907\u0902\u0938\u094d\u091f\u093e\u0917\u094d\u0930\u093e\u092e: instagram.com\/scikitlearnofficial<\/li>\n\n\n\n<li>\u0932\u093f\u0902\u0915\u094d\u0921\u0907\u0928: linkedin.com\/company\/scikit-learn<\/li>\n\n\n\n<li>\u092f\u0942\u091f\u094d\u092f\u0942\u092c: youtube.com\/@scikit-learn<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"195\" height=\"258\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2024\/08\/OpenCV.png\" alt=\"\" class=\"wp-image-168834\" style=\"width:177px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2024\/08\/OpenCV.png 195w, https:\/\/flypix.ai\/wp-content\/uploads\/2024\/08\/OpenCV-9x12.png 9w\" sizes=\"(max-width: 195px) 100vw, 195px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">5. \u0913\u092a\u0928\u0938\u0940\u0935\u0940<\/h2>\n\n\n\n<p>\u0913\u092a\u0928\u0938\u0940\u0935\u0940 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u0939\u0948 \u091c\u093f\u0938\u092e\u0947\u0902 \u091b\u0935\u093f\u092f\u094b\u0902 \u092f\u093e \u0935\u0940\u0921\u093f\u092f\u094b \u0938\u0947 \u092b\u093c\u0940\u091a\u0930 \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u090f\u0906\u0908 \u0909\u092a\u0915\u0930\u0923 \u0939\u0948\u0902\u0964 \u092f\u0939 \u0915\u093f\u0928\u093e\u0930\u094b\u0902 \u092f\u093e \u0915\u0940\u092a\u0949\u0907\u0902\u091f \u091c\u0948\u0938\u0940 \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f SIFT, SURF \u092f\u093e \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u091c\u0948\u0938\u0947 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u091f\u0942\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0907\u0902\u091c\u0940\u0928\u093f\u092f\u0930\u094b\u0902 \u092f\u093e \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u092a\u0939\u091a\u093e\u0928 \u092f\u093e \u092e\u094b\u0936\u0928 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u091c\u0948\u0938\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p>\u092f\u0939 \u0938\u093f\u0938\u094d\u091f\u092e \u092a\u093e\u092f\u0925\u0928 \u092f\u093e C++ \u0907\u0902\u091f\u0930\u092b\u0947\u0938 \u0915\u0947 \u0938\u093e\u0925 \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u092a\u0930 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948, \u092b\u0940\u091a\u0930 \u0921\u093f\u0938\u094d\u0915\u094d\u0930\u093f\u092a\u094d\u091f\u0930 \u092f\u093e \u0935\u0947\u0915\u094d\u091f\u0930 \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0935\u093f\u091c\u093c\u0941\u0905\u0932 \u0921\u0947\u091f\u093e \u0915\u094b \u092a\u094d\u0930\u094b\u0938\u0947\u0938 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u094b \u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u0915\u093e \u091a\u092f\u0928 \u092f\u093e \u0915\u093e\u0930\u094d\u092f\u093e\u0928\u094d\u0935\u092f\u0928 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948, \u091c\u094b \u0915\u0938\u094d\u091f\u092e \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u0947 \u0932\u093f\u090f \u0932\u091a\u0940\u0932\u093e\u092a\u0928 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0935\u093f\u091c\u093c\u0928 \u092a\u0930 \u0907\u0938\u0915\u093e \u0927\u094d\u092f\u093e\u0928 \u0905\u0928\u094d\u092f \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0915\u093e\u0930\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0907\u0938\u0915\u0947 \u0909\u092a\u092f\u094b\u0917 \u0915\u094b \u0938\u0940\u092e\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u091a\u093e\u0930<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u090f\u0906\u0908 \u0915\u0947 \u0938\u093e\u0925 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0935\u093f\u091c\u093c\u0928 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940\u0964<\/li>\n\n\n\n<li>\u0915\u093f\u0928\u093e\u0930\u094b\u0902, \u092e\u0941\u0916\u094d\u092f \u092c\u093f\u0902\u0926\u0941\u0913\u0902 \u091c\u0948\u0938\u0940 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u094b \u0928\u093f\u0915\u093e\u0932\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>SIFT, SURF, \u0914\u0930 \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u092e\u0949\u0921\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u092a\u093e\u092f\u0925\u0928 \u0914\u0930 C++ \u0907\u0902\u091f\u0930\u092b\u0947\u0938 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0935\u0938\u094d\u0924\u0941 \u092a\u0939\u091a\u093e\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u092a\u0947\u0936\u0947\u0935\u0930\u094b\u0902<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u094d\u092f\u093e\u092a\u0915 \u0926\u0943\u0937\u094d\u091f\u093f \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915\u0964<\/li>\n\n\n\n<li>\u0935\u094d\u092f\u093e\u092a\u0915 \u092e\u0902\u091a \u0905\u0928\u0941\u0915\u0942\u0932\u0924\u093e.<\/li>\n\n\n\n<li>\u0915\u0938\u094d\u091f\u092e \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u0947 \u0932\u093f\u090f \u0932\u091a\u0940\u0932\u093e.<\/li>\n\n\n\n<li>\u0935\u093f\u0936\u093e\u0932 \u0938\u093e\u092e\u0941\u0926\u093e\u092f\u093f\u0915 \u0938\u092e\u0930\u094d\u0925\u0928 \u0906\u0927\u093e\u0930.<\/li>\n\n\n\n<li>\u091b\u0935\u093f \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f \u0915\u0941\u0936\u0932.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0926\u094b\u0937<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0926\u0943\u0936\u094d\u092f \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0915\u093e\u0930\u094b\u0902 \u0924\u0915 \u0938\u0940\u092e\u093f\u0924.<\/li>\n\n\n\n<li>\u0915\u094b\u0921\u093f\u0902\u0917 \u0935\u093f\u0936\u0947\u0937\u091c\u094d\u091e\u0924\u093e \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948.<\/li>\n\n\n\n<li>\u0936\u0941\u0930\u0941\u0906\u0924\u0940 \u0932\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u091c\u091f\u093f\u0932 \u0938\u0947\u091f\u0905\u092a.<\/li>\n\n\n\n<li>\u0917\u0948\u0930-\u0926\u0943\u0937\u094d\u091f\u093f \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092a\u0930 \u0915\u092e \u0927\u094d\u092f\u093e\u0928\u0964<\/li>\n\n\n\n<li>\u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0939\u093e\u0930\u094d\u0921\u0935\u0947\u092f\u0930 \u0915\u0947 \u0938\u093e\u0925 \u092c\u0926\u0932\u0924\u093e \u0930\u0939\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: opencv.org<\/li>\n\n\n\n<li>\u092a\u0924\u093e: 445 \u0936\u0947\u0930\u092e\u0948\u0928 \u090f\u0935\u0947\u0928\u094d\u092f\u0942, \u092a\u093e\u0932\u094b \u0905\u0932\u094d\u091f\u094b, \u0938\u0940\u090f 94306, \u092f\u0942\u090f\u0938\u090f<\/li>\n\n\n\n<li>\u0908\u092e\u0947\u0932: admin@opencv.org<\/li>\n\n\n\n<li>\u090f\u0915\u094d\u0938: x.com\/opencvlibrary<\/li>\n\n\n\n<li>\u092b\u0947\u0938\u092c\u0941\u0915: facebook.com\/opencvlibrary<\/li>\n\n\n\n<li>\u092f\u0942\u091f\u094d\u092f\u0942\u092c: youtube.com\/@opencvdev<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"320\" height=\"131\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/librosa.png\" alt=\"\" class=\"wp-image-174600\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/librosa.png 320w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/librosa-300x123.png 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/librosa-18x7.png 18w\" sizes=\"(max-width: 320px) 100vw, 320px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">6. \u0932\u093f\u092c\u094d\u0930\u094b\u0938\u093e<\/h2>\n\n\n\n<p>\u0932\u093f\u092c\u094d\u0930\u094b\u0938\u093e \u0911\u0921\u093f\u092f\u094b \u092b\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u092a\u093e\u092f\u0925\u0928 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u0939\u0948, \u091c\u094b \u0938\u0902\u0917\u0940\u0924 \u092f\u093e \u092d\u093e\u0937\u0923 \u091c\u0948\u0938\u0947 \u0938\u0902\u0915\u0947\u0924\u094b\u0902 \u0915\u094b \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f AI \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964 \u092f\u0939 \u0915\u091a\u094d\u091a\u0947 \u0911\u0921\u093f\u092f\u094b \u0921\u0947\u091f\u093e \u0938\u0947 MFCC (\u092e\u0947\u0932-\u092b\u093c\u094d\u0930\u0940\u0915\u094d\u0935\u0947\u0902\u0938\u0940 \u0938\u0947\u092a\u094d\u0938\u094d\u091f\u094d\u0930\u0932 \u0917\u0941\u0923\u093e\u0902\u0915) \u092f\u093e \u0915\u094d\u0930\u094b\u092e\u093e \u091c\u0948\u0938\u0940 \u0938\u0941\u0935\u093f\u0927\u093e\u090f\u0901 \u0928\u093f\u0915\u093e\u0932\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u091f\u0942\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u092f\u093e \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0926\u094d\u0935\u093e\u0930\u093e \u0911\u0921\u093f\u092f\u094b \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u092f\u093e \u092a\u0939\u091a\u093e\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p>\u092f\u0939 \u0938\u093f\u0938\u094d\u091f\u092e \u092a\u093e\u092f\u0925\u0928 \u0915\u0947 \u092d\u0940\u0924\u0930 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092f\u093e \u0935\u093f\u091c\u093c\u0941\u0905\u0932\u093e\u0907\u091c\u093c\u0947\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0911\u0921\u093f\u092f\u094b \u0915\u094b \u092b\u093c\u0940\u091a\u0930 \u0938\u0947\u091f \u092e\u0947\u0902 \u092c\u0926\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092b\u093c\u0902\u0915\u094d\u0936\u0928 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u092c\u0948\u091a \u092e\u094b\u0921 \u092e\u0947\u0902 \u0921\u0947\u091f\u093e \u0915\u094b \u092a\u094d\u0930\u094b\u0938\u0947\u0938 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u094b \u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u0930\u0942\u092a \u0938\u0947 \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u092a\u0948\u0930\u093e\u092e\u0940\u091f\u0930 \u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u0911\u0921\u093f\u092f\u094b \u092e\u0947\u0902 \u0907\u0938\u0915\u0940 \u0935\u093f\u0936\u0947\u0937\u091c\u094d\u091e\u0924\u093e \u0907\u0938\u0915\u0947 \u0935\u094d\u092f\u093e\u092a\u0915 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917 \u0915\u094b \u0938\u0940\u092e\u093f\u0924 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u091a\u093e\u0930<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0911\u0921\u093f\u092f\u094b \u092b\u0940\u091a\u0930 \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938\u0964<\/li>\n\n\n\n<li>MFCCs, \u0915\u094d\u0930\u094b\u092e\u093e, \u0914\u0930 \u0905\u0927\u093f\u0915 \u0928\u093f\u0915\u093e\u0932\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0938\u0902\u0917\u0940\u0924 \u0914\u0930 \u092d\u093e\u0937\u0923 \u0938\u0902\u0915\u0947\u0924\u094b\u0902 \u0915\u094b \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u092a\u093e\u092f\u0925\u0928 \u092b\u093c\u0902\u0915\u094d\u0936\u0928 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0911\u0921\u093f\u092f\u094b \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u092a\u0947\u0936\u0947\u0935\u0930\u094b\u0902<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915 \u090f\u0935\u0902 \u0911\u0921\u093f\u092f\u094b-\u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0909\u092a\u0915\u0930\u0923.<\/li>\n\n\n\n<li>\u092a\u093e\u092f\u0925\u0928 \u0915\u0947 \u0938\u093e\u0925 \u0906\u0938\u093e\u0928 \u090f\u0915\u0940\u0915\u0930\u0923.<\/li>\n\n\n\n<li>\u0911\u0921\u093f\u092f\u094b \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0915\u0940 \u0935\u093f\u0938\u094d\u0924\u0943\u0924 \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e.<\/li>\n\n\n\n<li>\u0911\u0921\u093f\u092f\u094b \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0938\u093e\u092e\u0941\u0926\u093e\u092f\u093f\u0915 \u0938\u092e\u0930\u094d\u0925\u0928.<\/li>\n\n\n\n<li>\u0938\u093f\u0917\u094d\u0928\u0932 \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0915\u0941\u0936\u0932.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0926\u094b\u0937<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0915\u0947\u0935\u0932 \u0911\u0921\u093f\u092f\u094b \u0921\u0947\u091f\u093e \u0924\u0915 \u0938\u0940\u092e\u093f\u0924.<\/li>\n\n\n\n<li>\u092e\u0948\u0928\u0941\u0905\u0932 \u092a\u0948\u0930\u093e\u092e\u0940\u091f\u0930 \u0938\u0947\u091f\u0905\u092a \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948.<\/li>\n\n\n\n<li>\u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0947 \u0932\u093f\u090f \u0915\u092e \u0909\u092a\u092f\u0941\u0915\u094d\u0924.<\/li>\n\n\n\n<li>\u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u090f\u0906\u0908 \u0915\u094d\u0937\u092e\u0924\u093e\u090f\u0902.<\/li>\n\n\n\n<li>\u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u094b\u0921\u093f\u0902\u0917 \u091c\u094d\u091e\u093e\u0928 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: librosa.org<\/li>\n\n\n\n<li>\u0917\u093f\u091f\u0939\u092c: github.com\/librosa<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"367\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/SpaCy-1024x367.png\" alt=\"\" class=\"wp-image-174601\" style=\"width:350px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/SpaCy-1024x367.png 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/SpaCy-300x108.png 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/SpaCy-768x275.png 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/SpaCy-18x6.png 18w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/SpaCy.png 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">7. \u0938\u094d\u092a\u093e\u0938\u0940<\/h2>\n\n\n\n<p>\u0938\u094d\u092a\u0948\u0938\u0940 \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u092a\u093e\u092f\u0925\u0928 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u0939\u0948, \u091c\u094b \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0921\u0947\u091f\u093e \u0938\u0947 \u0938\u0941\u0935\u093f\u0927\u093e\u090f\u0901 \u0928\u093f\u0915\u093e\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f AI \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964 \u092f\u0939 \u0915\u091a\u094d\u091a\u0947 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0907\u0928\u092a\u0941\u091f \u0938\u0947 \u0935\u0930\u094d\u0921 \u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917, POS \u091f\u0948\u0917 \u092f\u093e \u0928\u093e\u092e\u093f\u0924 \u0907\u0915\u093e\u0907\u092f\u093e\u0901 \u091c\u0948\u0938\u0940 \u0938\u0941\u0935\u093f\u0927\u093e\u090f\u0901 \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u091f\u0942\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u092f\u093e \u092d\u093e\u0937\u093e\u0935\u093f\u0926\u094b\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u092f\u093e \u0907\u0915\u093e\u0908 \u092a\u0939\u091a\u093e\u0928 \u091c\u0948\u0938\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p>\u0938\u093f\u0938\u094d\u091f\u092e \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932 \u092f\u093e \u0915\u0938\u094d\u091f\u092e \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0938\u093e\u0925 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948, \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0938\u0902\u0930\u091a\u093f\u0924 \u092b\u0940\u091a\u0930 \u0938\u0947\u091f \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0915\u094b \u092a\u094d\u0930\u094b\u0938\u0947\u0938 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0921\u0947\u0938\u094d\u0915\u091f\u0949\u092a \u092f\u093e \u0938\u0930\u094d\u0935\u0930 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u092a\u0930 \u0915\u0941\u0936\u0932\u0924\u093e\u092a\u0942\u0930\u094d\u0935\u0915 \u091a\u0932\u0924\u093e \u0939\u0948, \u092e\u093e\u0928\u0915 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0928\u094d\u092f\u0942\u0928\u0924\u092e \u0938\u0947\u091f\u0905\u092a \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u090f\u0928\u090f\u0932\u092a\u0940 \u092a\u0930 \u0907\u0938\u0915\u093e \u0927\u094d\u092f\u093e\u0928 \u0905\u0928\u094d\u092f \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0915\u093e\u0930\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0907\u0938\u0915\u0947 \u0909\u092a\u092f\u094b\u0917 \u0915\u094b \u092a\u094d\u0930\u0924\u093f\u092c\u0902\u0927\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u091a\u093e\u0930<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092a\u093e\u0920 \u0938\u0941\u0935\u093f\u0927\u093e \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0916\u0941\u0932\u093e \u0938\u094d\u0930\u094b\u0924\u0964<\/li>\n\n\n\n<li>\u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917, \u091f\u0948\u0917, \u0907\u0915\u093e\u0907\u092f\u093e\u0901 \u0928\u093f\u0915\u093e\u0932\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u090f\u0928\u090f\u0932\u092a\u0940 \u092e\u0949\u0921\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0915\u091a\u094d\u091a\u0947 \u092a\u093e\u0920 \u0915\u094b \u0915\u0941\u0936\u0932\u0924\u093e\u092a\u0942\u0930\u094d\u0935\u0915 \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948.<\/li>\n\n\n\n<li>\u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0914\u0930 \u090f\u0928\u0908\u0906\u0930 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u092a\u0947\u0936\u0947\u0935\u0930\u094b\u0902<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0924\u0947\u091c\u093c \u0914\u0930 \u0915\u0941\u0936\u0932 \u090f\u0928\u090f\u0932\u092a\u0940 \u0909\u092a\u0915\u0930\u0923.<\/li>\n\n\n\n<li>\u092a\u0942\u0930\u094d\u0935 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932 \u0909\u092a\u0932\u092c\u094d\u0927 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li>\u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915, \u092c\u093f\u0928\u093e \u0915\u093f\u0938\u0940 \u0932\u093e\u0907\u0938\u0947\u0902\u0938\u093f\u0902\u0917 \u0932\u093e\u0917\u0924 \u0915\u0947\u0964<\/li>\n\n\n\n<li>\u092a\u093e\u0920 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0906\u0938\u093e\u0928 \u0938\u0947\u091f\u0905\u092a.<\/li>\n\n\n\n<li>\u092e\u091c\u092c\u0942\u0924 \u0938\u093e\u092e\u0941\u0926\u093e\u092f\u093f\u0915 \u0938\u092e\u0930\u094d\u0925\u0928.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0926\u094b\u0937<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0915\u0947\u0935\u0932 \u092a\u093e\u0920\u094d\u092f \u0921\u0947\u091f\u093e \u0924\u0915 \u0938\u0940\u092e\u093f\u0924.<\/li>\n\n\n\n<li>\u0935\u093f\u0936\u093f\u0937\u094d\u091f \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u0947 \u0932\u093f\u090f \u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0917\u0948\u0930-\u090f\u0928\u090f\u0932\u092a\u0940 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u092e \u0932\u091a\u0940\u0932\u093e\u0964<\/li>\n\n\n\n<li>\u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u0932\u093f\u090f \u0915\u094b\u0921\u093f\u0902\u0917 \u0915\u094c\u0936\u0932 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0921\u0947\u091f\u093e \u0915\u0947 \u0938\u093e\u0925 \u0938\u0902\u0938\u093e\u0927\u0928\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u092c\u0922\u093c\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: spacy.io<\/li>\n\n\n\n<li>\u0908\u092e\u0947\u0932: contact@explosion.ai<\/li>\n\n\n\n<li>\u092f\u0942\u091f\u094d\u092f\u0942\u092c: youtube.com\/@ExplosionAI<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"498\" height=\"101\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/mathworks.jpg\" alt=\"\" class=\"wp-image-174602\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/mathworks.jpg 498w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/mathworks-300x61.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/mathworks-18x4.jpg 18w\" sizes=\"(max-width: 498px) 100vw, 498px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">8. MATLAB \u092b\u093c\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u091f\u0942\u0932\u092c\u0949\u0915\u094d\u0938<\/h2>\n\n\n\n<p>MATLAB \u092b\u093c\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u091f\u0942\u0932\u092c\u0949\u0915\u094d\u0938 AI \u0914\u0930 \u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940\u092f \u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0938\u093f\u0917\u094d\u0928\u0932, \u0907\u092e\u0947\u091c \u092f\u093e \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0938\u0947 \u092b\u093c\u0940\u091a\u0930 \u0928\u093f\u0915\u093e\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0935\u094d\u092f\u093e\u0935\u0938\u093e\u092f\u093f\u0915 \u0938\u0942\u091f \u0939\u0948\u0964 \u092f\u0939 \u0915\u091a\u094d\u091a\u0947 \u0921\u0947\u091f\u093e \u0915\u094b \u092b\u093c\u0940\u091a\u0930 \u0938\u0947\u091f \u092e\u0947\u0902 \u092a\u094d\u0930\u094b\u0938\u0947\u0938 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0935\u0947\u0935\u0932\u0947\u091f \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093c\u0949\u0930\u094d\u092e \u092f\u093e PCA \u091c\u0948\u0938\u0940 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u094b \u0932\u093e\u0917\u0942 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u091f\u0942\u0932 \u0915\u093e \u0907\u0938\u094d\u0924\u0947\u092e\u093e\u0932 \u0907\u0902\u091c\u0940\u0928\u093f\u092f\u0930 \u092f\u093e \u0935\u0948\u091c\u094d\u091e\u093e\u0928\u093f\u0915 \u0938\u093f\u0917\u094d\u0928\u0932 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u092f\u093e \u092a\u0948\u091f\u0930\u094d\u0928 \u092a\u0939\u091a\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<p>\u092f\u0939 \u0938\u093f\u0938\u094d\u091f\u092e MATLAB \u0915\u0947 \u092d\u0940\u0924\u0930 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u0915\u092e \u0938\u0947 \u0915\u092e \u0915\u094b\u0921\u093f\u0902\u0917 \u0915\u0947 \u0938\u093e\u0925 \u092b\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u0947 \u0932\u093f\u090f \u092c\u093f\u0932\u094d\u091f-\u0907\u0928 \u092b\u093c\u0902\u0915\u094d\u0936\u0928 \u0914\u0930 GUI \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u092c\u0948\u091a \u092e\u094b\u0921 \u092e\u0947\u0902 \u0921\u0947\u091f\u093e \u0915\u094b \u092a\u094d\u0930\u094b\u0938\u0947\u0938 \u0915\u0930\u0924\u093e \u0939\u0948, \u0906\u0917\u0947 \u0915\u0947 \u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u0932\u093f\u090f \u092b\u0940\u091a\u0930 \u0935\u0947\u0915\u094d\u091f\u0930 \u092f\u093e \u0935\u093f\u091c\u093c\u0941\u0905\u0932\u093e\u0907\u091c\u093c\u0947\u0936\u0928 \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u0940 \u0935\u094d\u092f\u093e\u0935\u0938\u093e\u092f\u093f\u0915 \u092a\u094d\u0930\u0915\u0943\u0924\u093f \u0914\u0930 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0928\u093f\u0930\u094d\u092d\u0930\u0924\u093e \u092a\u0939\u0941\u0901\u091a \u0915\u094b \u0938\u0940\u092e\u093f\u0924 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u091a\u093e\u0930<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0938\u0902\u0915\u0947\u0924 \u0914\u0930 \u091b\u0935\u093f \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u0938\u0941\u0907\u091f.<\/li>\n\n\n\n<li>\u0935\u0947\u0935\u0932\u0947\u091f \u0930\u0942\u092a\u093e\u0902\u0924\u0930\u0923 \u0914\u0930 \u092a\u0940\u0938\u0940\u090f \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u090f\u0906\u0908 \u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>MATLAB \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u0915\u0947 \u0905\u0902\u0924\u0930\u094d\u0917\u0924 \u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u092a\u0948\u091f\u0930\u094d\u0928 \u092a\u0939\u091a\u093e\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u092a\u0947\u0936\u0947\u0935\u0930\u094b\u0902<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u094d\u092f\u093e\u092a\u0915 \u0905\u0902\u0924\u0930\u094d\u0928\u093f\u0930\u094d\u092e\u093f\u0924 \u0909\u092a\u0915\u0930\u0923.<\/li>\n\n\n\n<li>GUI \u0915\u094b\u0921\u093f\u0902\u0917 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e\u0913\u0902 \u0915\u094b \u0915\u092e \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0907\u0902\u091c\u0940\u0928\u093f\u092f\u0930\u093f\u0902\u0917 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f.<\/li>\n\n\n\n<li>\u0935\u093f\u0935\u093f\u0927 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0915\u093e\u0930\u094b\u0902 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948.<\/li>\n\n\n\n<li>\u0935\u093f\u0938\u094d\u0924\u0943\u0924 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c \u0909\u092a\u0932\u092c\u094d\u0927 \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0926\u094b\u0937<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>MATLAB \u0932\u093e\u0907\u0938\u0947\u0902\u0938 \u0936\u0941\u0932\u094d\u0915 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948.<\/li>\n\n\n\n<li>MATLAB \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0924\u0915 \u0938\u0940\u092e\u093f\u0924.<\/li>\n\n\n\n<li>\u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e \u0915\u0947 \u0932\u093f\u090f \u0938\u0902\u0938\u093e\u0927\u0928-\u092d\u093e\u0930\u0940.<\/li>\n\n\n\n<li>\u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0915\u0947 \u0932\u093f\u090f \u0915\u092e \u0916\u0941\u0932\u093e\u092a\u0928.<\/li>\n\n\n\n<li>\u091b\u094b\u091f\u0947 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u092d\u093e\u0930\u0940 \u0932\u093e\u0917\u0924.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: mathworks.com<\/li>\n\n\n\n<li>\u092a\u0924\u093e: 1 \u090f\u092a\u094d\u092a\u0932 \u0939\u093f\u0932 \u0921\u094d\u0930\u093e\u0907\u0935, \u0928\u0948\u091f\u093f\u0915, \u090f\u092e\u090f 01760-2098, \u0938\u0902\u092f\u0941\u0915\u094d\u0924 \u0930\u093e\u091c\u094d\u092f \u0905\u092e\u0947\u0930\u093f\u0915\u093e<\/li>\n\n\n\n<li>\u092b\u093c\u094b\u0928: 508-647-7000<\/li>\n\n\n\n<li>\u090f\u0915\u094d\u0938: x.com\/MATLAB<\/li>\n\n\n\n<li>\u092b\u0947\u0938\u092c\u0941\u0915: facebook.com\/MATLAB<\/li>\n\n\n\n<li>\u0907\u0902\u0938\u094d\u091f\u093e\u0917\u094d\u0930\u093e\u092e: instagram.com\/matlab<\/li>\n\n\n\n<li>\u0932\u093f\u0902\u0915\u094d\u0921\u0907\u0928: linkedin.com\/company\/the-mathworks_2<\/li>\n\n\n\n<li>\u092f\u0942\u091f\u094d\u092f\u0942\u092c: youtube.com\/@MATLAB<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"592\" height=\"644\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/nltk.png\" alt=\"\" class=\"wp-image-174603\" style=\"width:188px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/nltk.png 592w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/nltk-276x300.png 276w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/nltk-11x12.png 11w\" sizes=\"(max-width: 592px) 100vw, 592px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">9. \u090f\u0928\u090f\u0932\u091f\u0940\u0915\u0947 (\u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e \u091f\u0942\u0932\u0915\u093f\u091f)<\/h2>\n\n\n\n<p>\u090f\u0928\u090f\u0932\u091f\u0940\u0915\u0947 \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u092a\u093e\u092f\u0925\u0928 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u0939\u0948 \u091c\u094b \u090f\u0906\u0908 \u0914\u0930 \u092d\u093e\u0937\u093e\u0908 \u0924\u0930\u0940\u0915\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0921\u0947\u091f\u093e \u0938\u0947 \u092b\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0939\u0948\u0964 \u092f\u0939 \u090f\u0928\u090f\u0932\u092a\u0940 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u091a\u094d\u091a\u0947 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0938\u0947 \u091f\u094b\u0915\u0928 \u0915\u093e\u0909\u0902\u091f, \u090f\u0928-\u0917\u094d\u0930\u093e\u092e \u092f\u093e \u0938\u0947\u0902\u091f\u0940\u092e\u0947\u0902\u091f \u0938\u094d\u0915\u094b\u0930 \u091c\u0948\u0938\u0940 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902 \u0928\u093f\u0915\u093e\u0932\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u091f\u0942\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u092d\u093e\u0937\u093e\u0935\u093f\u0926\u094b\u0902 \u092f\u093e \u0921\u0947\u091f\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0915\u094b\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u092f\u093e \u0936\u094b\u0927 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p>\u092f\u0939 \u0938\u093f\u0938\u094d\u091f\u092e \u092a\u093e\u092f\u0925\u0928 \u0915\u0947 \u092d\u0940\u0924\u0930 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u0928\u094d\u092f\u0942\u0928\u0924\u092e \u0938\u0947\u091f\u0905\u092a \u0915\u0947 \u0938\u093e\u0925 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0915\u094b \u092a\u094d\u0930\u0940\u092a\u094d\u0930\u094b\u0938\u0947\u0938 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0928\u093f\u0915\u093e\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092b\u093c\u0902\u0915\u094d\u0936\u0928 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u092c\u0948\u0917-\u0911\u092b-\u0935\u0930\u094d\u0921\u094d\u0938 \u092f\u093e \u092b\u093c\u094d\u0930\u0940\u0915\u094d\u0935\u0947\u0902\u0938\u0940 \u0935\u0947\u0915\u094d\u091f\u0930 \u091c\u0948\u0938\u0947 \u092b\u093c\u0940\u091a\u0930 \u0938\u0947\u091f \u092c\u0928\u093e\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0915\u0947 \u0932\u093f\u090f \u0909\u0928\u094d\u0928\u0924 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u0915\u0949\u0928\u094d\u092b\u093c\u093f\u0917\u0930\u0947\u0936\u0928 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u0907\u0938\u0915\u093e \u0915\u0947\u0935\u0932 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930\u0928\u0947 \u0938\u0947 \u0907\u0938\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0905\u0928\u094d\u092f \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0915\u093e\u0930\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u0924\u093f\u092c\u0902\u0927\u093f\u0924 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u091a\u093e\u0930<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092a\u093e\u0920 \u0938\u0941\u0935\u093f\u0927\u093e \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0916\u0941\u0932\u093e \u0938\u094d\u0930\u094b\u0924\u0964<\/li>\n\n\n\n<li>\u091f\u094b\u0915\u0928, \u090f\u0928-\u0917\u094d\u0930\u093e\u092e, \u092d\u093e\u0935\u0928\u093e \u0928\u093f\u0915\u093e\u0932\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u092d\u093e\u0937\u093e\u0908 \u0914\u0930 \u090f\u0906\u0908 \u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u092a\u093e\u092f\u0925\u0928 \u092b\u093c\u0902\u0915\u094d\u0936\u0928 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u090f\u0928\u090f\u0932\u092a\u0940 \u0914\u0930 \u092a\u093e\u0920 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u092a\u0947\u0936\u0947\u0935\u0930\u094b\u0902<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915 \u090f\u0935\u0902 \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u092a\u094d\u0930\u092f\u0941\u0915\u094d\u0924 \u0909\u092a\u0915\u0930\u0923.<\/li>\n\n\n\n<li>\u092a\u093e\u0920 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0938\u0930\u0932 \u0938\u0947\u091f\u0905\u092a.<\/li>\n\n\n\n<li>\u092d\u093e\u0937\u093e\u092f\u0940 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u093e \u0938\u092e\u0943\u0926\u094d\u0927 \u0938\u092e\u0942\u0939.<\/li>\n\n\n\n<li>\u092e\u091c\u092c\u0942\u0924 \u0936\u0948\u0915\u094d\u0937\u0923\u093f\u0915 \u0938\u092e\u0941\u0926\u093e\u092f \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928.<\/li>\n\n\n\n<li>\u092a\u093e\u092f\u0925\u0928 \u092a\u0941\u0938\u094d\u0924\u0915\u093e\u0932\u092f\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0926\u094b\u0937<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0915\u0947\u0935\u0932 \u092a\u093e\u0920\u094d\u092f \u0921\u0947\u091f\u093e \u0924\u0915 \u0938\u0940\u092e\u093f\u0924.<\/li>\n\n\n\n<li>\u0906\u0927\u0941\u0928\u093f\u0915 \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u090f.\u0906\u0908.<\/li>\n\n\n\n<li>\u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u0938\u0941\u0935\u093f\u0927\u093e \u0921\u093f\u091c\u093e\u0907\u0928 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948.<\/li>\n\n\n\n<li>\u092c\u0921\u093c\u0947 \u092a\u093e\u0920\u094d\u092f \u0915\u0949\u0930\u094d\u092a\u094b\u0930\u093e \u0915\u0947 \u0938\u093e\u0925 \u0927\u0940\u092e\u0940\u0964<\/li>\n\n\n\n<li>\u0907\u0938\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u094b\u0921\u093f\u0902\u0917 \u0915\u094c\u0936\u0932 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: nltk.org<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"365\" height=\"138\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/gensim.png\" alt=\"\" class=\"wp-image-174604\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/gensim.png 365w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/gensim-300x113.png 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/gensim-18x7.png 18w\" sizes=\"(max-width: 365px) 100vw, 365px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">10. \u091c\u0947\u0928\u0938\u093f\u092e<\/h2>\n\n\n\n<p>\u091c\u0947\u0928\u0938\u093f\u092e \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0921\u0947\u091f\u093e \u0938\u0947 \u092b\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u092a\u093e\u092f\u0925\u0928 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u0939\u0948, \u091c\u094b \u091f\u0949\u092a\u093f\u0915 \u092e\u0949\u0921\u0932\u093f\u0902\u0917 \u0914\u0930 \u0935\u0930\u094d\u0921 \u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917 \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964 \u092f\u0939 LDA \u092f\u093e Word2Vec \u091c\u0948\u0938\u0947 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0935\u0930\u094d\u0921 \u0935\u0947\u0915\u094d\u091f\u0930 \u092f\u093e \u0921\u0949\u0915\u094d\u092f\u0942\u092e\u0947\u0902\u091f \u091f\u0949\u092a\u093f\u0915\u094d\u0938 \u091c\u0948\u0938\u0940 \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0915\u094b \u0928\u093f\u0915\u093e\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u091a\u094d\u091a\u0947 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0915\u094b \u092a\u094d\u0930\u094b\u0938\u0947\u0938 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u091f\u0942\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0921\u0947\u091f\u093e \u0935\u0948\u091c\u094d\u091e\u093e\u0928\u093f\u0915\u094b\u0902 \u092f\u093e NLP \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p>\u092f\u0939 \u0938\u093f\u0938\u094d\u091f\u092e \u092a\u093e\u092f\u0925\u0928 \u0915\u0947 \u092d\u0940\u0924\u0930 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u094b \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0915\u094b \u092a\u094d\u0930\u0940\u092a\u094d\u0930\u094b\u0938\u0947\u0938 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0928\u094d\u092f\u0942\u0928\u0924\u092e \u0928\u093f\u0930\u094d\u092d\u0930\u0924\u093e \u0915\u0947 \u0938\u093e\u0925 \u092b\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u092e\u0949\u0921\u0932 \u0932\u093e\u0917\u0942 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u092f\u0939 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092f\u093e \u0935\u093f\u091c\u093c\u0941\u0905\u0932\u093e\u0907\u091c\u093c\u0947\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0935\u0947\u0915\u094d\u091f\u0930 \u0930\u093f\u092a\u094d\u0930\u0947\u091c\u0947\u0902\u091f\u0947\u0936\u0928 \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u092c\u0921\u093c\u0947 \u0915\u0949\u0930\u094d\u092a\u094b\u0930\u093e \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0939\u0948\u0964 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u092e\u0947\u0902 \u0907\u0938\u0915\u0940 \u0935\u093f\u0936\u0947\u0937\u091c\u094d\u091e\u0924\u093e \u0907\u0938\u0915\u0947 \u0935\u094d\u092f\u093e\u092a\u0915 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917 \u0915\u094b \u0938\u0940\u092e\u093f\u0924 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u091a\u093e\u0930<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092a\u093e\u0920 \u0938\u0941\u0935\u093f\u0927\u093e \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0916\u0941\u0932\u093e \u0938\u094d\u0930\u094b\u0924\u0964<\/li>\n\n\n\n<li>\u0936\u092c\u094d\u0926 \u0935\u0948\u0915\u094d\u091f\u0930 \u0914\u0930 \u0935\u093f\u0937\u092f\u094b\u0902 \u0915\u094b \u0928\u093f\u0915\u093e\u0932\u0924\u093e \u0939\u0948.<\/li>\n\n\n\n<li>LDA \u0914\u0930 Word2Vec \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u092c\u0921\u093c\u0947 \u092a\u093e\u0920\u094d\u092f \u0915\u0949\u0930\u094d\u092a\u094b\u0930\u093e \u0915\u094b \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948.<\/li>\n\n\n\n<li>\u090f\u0928\u090f\u0932\u092a\u0940 \u0914\u0930 \u0935\u093f\u0937\u092f \u092e\u0949\u0921\u0932\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u092a\u0947\u0936\u0947\u0935\u0930\u094b\u0902<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092c\u0921\u093c\u0947 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0947 \u0932\u093f\u090f \u0915\u0941\u0936\u0932.<\/li>\n\n\n\n<li>\u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915, \u092c\u093f\u0928\u093e \u0915\u093f\u0938\u0940 \u0932\u093e\u0907\u0938\u0947\u0902\u0938 \u0936\u0941\u0932\u094d\u0915 \u0915\u0947\u0964<\/li>\n\n\n\n<li>\u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917 \u092a\u0930 \u0935\u093f\u0936\u0947\u0937 \u0927\u094d\u092f\u093e\u0928 \u0926\u093f\u092f\u093e \u0917\u092f\u093e\u0964<\/li>\n\n\n\n<li>\u092a\u093e\u092f\u0925\u0928 \u0915\u0947 \u0938\u093e\u0925 \u0906\u0938\u093e\u0928 \u090f\u0915\u0940\u0915\u0930\u0923.<\/li>\n\n\n\n<li>\u090f\u0928\u090f\u0932\u092a\u0940 \u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u0932\u093f\u090f \u0905\u091a\u094d\u091b\u0940 \u0924\u0930\u0939 \u0938\u0947 \u092a\u094d\u0930\u0932\u0947\u0916\u093f\u0924\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0926\u094b\u0937<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092a\u093e\u0920 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0915\u093e\u0930\u094b\u0902 \u0924\u0915 \u0938\u0940\u092e\u093f\u0924.<\/li>\n\n\n\n<li>\u092a\u0942\u0930\u094d\u0935\u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u091a\u0930\u0923\u094b\u0902 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948.<\/li>\n\n\n\n<li>\u091b\u094b\u091f\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0947 \u0932\u093f\u090f \u0915\u092e \u0909\u092a\u092f\u0941\u0915\u094d\u0924\u0964<\/li>\n\n\n\n<li>\u0915\u094b\u0921\u093f\u0902\u0917 \u0935\u093f\u0936\u0947\u0937\u091c\u094d\u091e\u0924\u093e \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948.<\/li>\n\n\n\n<li>\u0915\u0947\u0935\u0932 \u092e\u0942\u0932 GUI \u0938\u092e\u0930\u094d\u0925\u0928.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: radimrehurek.com<\/li>\n\n\n\n<li>\u090f\u0915\u094d\u0938: x.com\/radimrehurek<\/li>\n\n\n\n<li>\u0932\u093f\u0902\u0915\u094d\u0921\u0907\u0928: linkedin.com\/in\/radimrehurek<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"600\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2024\/08\/ArcGIS.png\" alt=\"\" class=\"wp-image-168587\" style=\"width:208px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2024\/08\/ArcGIS.png 600w, https:\/\/flypix.ai\/wp-content\/uploads\/2024\/08\/ArcGIS-300x300.png 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2024\/08\/ArcGIS-150x150.png 150w, https:\/\/flypix.ai\/wp-content\/uploads\/2024\/08\/ArcGIS-12x12.png 12w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">11. \u0906\u0930\u094d\u0915\u091c\u0940\u0906\u0908\u090f\u0938 \u090f\u0906\u0908 \u092e\u0949\u0921\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0938\u0941\u0935\u093f\u0927\u093e\u090f\u0901 \u0928\u093f\u0915\u093e\u0932\u0947\u0902<\/h2>\n\n\n\n<p>ArcGIS \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u091f \u092b\u0940\u091a\u0930\u094d\u0938 \u092f\u0942\u091c\u093f\u0902\u0917 AI \u092e\u0949\u0921\u0932\u094d\u0938 ArcGIS Pro \u0915\u0947 \u092d\u0940\u0924\u0930 \u090f\u0915 \u091f\u0942\u0932 \u0939\u0948 \u091c\u094b \u092a\u094d\u0930\u0940\u091f\u094d\u0930\u0947\u0928\u094d\u0921 \u092f\u093e \u0915\u0938\u094d\u091f\u092e \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0907\u092e\u0947\u091c\u0930\u0940 \u0938\u0947 \u092b\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0939\u0948\u0964 \u092f\u0939 \u092d\u0942-\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0907\u092e\u093e\u0930\u0924\u094b\u0902 \u092f\u093e \u0938\u0921\u093c\u0915\u094b\u0902 \u091c\u0948\u0938\u0940 \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0915\u094b \u0928\u093f\u0915\u093e\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u0917\u094d\u0930\u0939 \u092f\u093e \u0939\u0935\u093e\u0908 \u0921\u0947\u091f\u093e \u0915\u094b \u092a\u094d\u0930\u094b\u0938\u0947\u0938 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u091f\u0942\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 GIS \u092a\u0947\u0936\u0947\u0935\u0930\u094b\u0902 \u092f\u093e \u0936\u0939\u0930\u0940 \u092f\u094b\u091c\u0928\u093e\u0915\u093e\u0930\u094b\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u092e\u093e\u0928\u091a\u093f\u0924\u094d\u0930\u0923 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p>\u092f\u0939 \u0938\u093f\u0938\u094d\u091f\u092e ArcGIS Pro \u0915\u0947 \u092d\u0940\u0924\u0930 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948, \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u094b \u0935\u0930\u094d\u0917\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u0947 \u092f\u093e \u0909\u0928\u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092e\u0949\u0921\u0932 \u0932\u093e\u0917\u0942 \u0915\u0930\u0924\u093e \u0939\u0948, \u0935\u0948\u0915\u0932\u094d\u092a\u093f\u0915 \u092a\u094b\u0938\u094d\u091f-\u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0915\u0947 \u0938\u093e\u0925 \u0935\u0947\u0915\u094d\u091f\u0930 \u092f\u093e \u0930\u093e\u0938\u094d\u091f\u0930 \u0906\u0909\u091f\u092a\u0941\u091f \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u094b \u092e\u0949\u0921\u0932 \u091a\u0941\u0928\u0928\u0947 \u0914\u0930 \u0930\u0941\u091a\u093f \u0915\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u0915\u094b \u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948, \u091c\u094b GIS \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0943\u0924 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902\u0964 \u0907\u0938\u0915\u0940 \u0935\u094d\u092f\u093e\u0935\u0938\u093e\u092f\u093f\u0915 \u092a\u094d\u0930\u0915\u0943\u0924\u093f \u0914\u0930 \u0907\u092e\u0947\u091c\u0930\u0940 \u092b\u093c\u094b\u0915\u0938 \u092a\u0939\u0941\u0901\u091a \u0915\u094b \u0938\u0940\u092e\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u091a\u093e\u0930<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI \u0915\u0947 \u0938\u093e\u0925 \u0907\u092e\u0947\u091c\u0930\u0940 \u0938\u0947 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902 \u0928\u093f\u0915\u093e\u0932\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u092a\u0942\u0930\u094d\u0935\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092f\u093e \u0915\u0938\u094d\u091f\u092e \u092e\u0949\u0921\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0909\u092a\u0917\u094d\u0930\u0939 \u0914\u0930 \u0939\u0935\u093e\u0908 \u0921\u0947\u091f\u093e \u0915\u093e \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923\u0964<\/li>\n\n\n\n<li>\u0935\u0947\u0915\u094d\u091f\u0930\/\u0930\u0948\u0938\u094d\u091f\u0930 \u0906\u0909\u091f\u092a\u0941\u091f \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u092d\u0942\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u092e\u093e\u0928\u091a\u093f\u0924\u094d\u0930\u0923 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u092a\u0947\u0936\u0947\u0935\u0930\u094b\u0902<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0928\u093f\u0930\u094d\u092c\u093e\u0927 ArcGIS \u090f\u0915\u0940\u0915\u0930\u0923.<\/li>\n\n\n\n<li>\u090f\u0906\u0908 \u092e\u0949\u0921\u0932 \u0915\u0947 \u0938\u093e\u0925 \u0909\u091a\u094d\u091a \u0938\u091f\u0940\u0915\u0924\u093e\u0964<\/li>\n\n\n\n<li>\u092a\u094b\u0938\u094d\u091f-\u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u091a\u0930\u0923\u094b\u0902 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948.<\/li>\n\n\n\n<li>\u091c\u0940\u0906\u0908\u090f\u0938 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924\u0964<\/li>\n\n\n\n<li>\u0935\u093f\u0938\u094d\u0924\u0943\u0924 \u092d\u0942-\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0906\u0909\u091f\u092a\u0941\u091f.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0926\u094b\u0937<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>ArcGIS \u092a\u094d\u0930\u094b \u0932\u093e\u0907\u0938\u0947\u0902\u0938 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948.<\/li>\n\n\n\n<li>\u0907\u092e\u0947\u091c\u0930\u0940 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0915\u093e\u0930\u094b\u0902 \u0924\u0915 \u0938\u0940\u092e\u093f\u0924.<\/li>\n\n\n\n<li>\u0917\u0948\u0930-\u091c\u0940\u0906\u0908\u090f\u0938 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u091c\u091f\u093f\u0932\u0964<\/li>\n\n\n\n<li>\u092a\u0942\u0930\u094d\u0923 \u092a\u0939\u0941\u0902\u091a \u0915\u0947 \u0932\u093f\u090f \u0909\u091a\u094d\u091a \u0932\u093e\u0917\u0924.<\/li>\n\n\n\n<li>\u0938\u0902\u0938\u093e\u0927\u0928-\u0917\u0939\u0928 \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: esri.com<\/li>\n\n\n\n<li>\u092a\u0924\u093e: 35 \u0935\u093f\u0932\u0947\u091c \u0930\u094b\u0921, \u0938\u0941\u0907\u091f 501, \u092e\u093f\u0921\u0932\u091f\u0928, \u090f\u092e\u090f 01949-1234, \u0938\u0902\u092f\u0941\u0915\u094d\u0924 \u0930\u093e\u091c\u094d\u092f \u0905\u092e\u0947\u0930\u093f\u0915\u093e<\/li>\n\n\n\n<li>\u092b\u093c\u094b\u0928: 978-777-4543<\/li>\n\n\n\n<li>\u090f\u0915\u094d\u0938: x.com\/Esri<\/li>\n\n\n\n<li>\u092b\u0947\u0938\u092c\u0941\u0915: facebook.com\/esrigis<\/li>\n\n\n\n<li>\u0907\u0902\u0938\u094d\u091f\u093e\u0917\u094d\u0930\u093e\u092e: instagram.com\/esrigram<\/li>\n\n\n\n<li>\u0932\u093f\u0902\u0915\u094d\u0921\u0907\u0928: linkedin.com\/company\/esri<\/li>\n\n\n\n<li>\u092f\u0942\u091f\u094d\u092f\u0942\u092c: youtube.com\/user\/esritv<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"420\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/huggingface.png\" alt=\"\" class=\"wp-image-174605\" style=\"width:310px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/huggingface.png 1000w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/huggingface-300x126.png 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/huggingface-768x323.png 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/huggingface-18x8.png 18w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">12. \u0917\u0932\u0947 \u0932\u0917\u093e\u0928\u0947 \u0935\u093e\u0932\u093e \u091a\u0947\u0939\u0930\u093e \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930<\/h2>\n\n\n\n<p>\u0939\u0917\u093f\u0902\u0917 \u092b\u0947\u0938 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930\u094d\u0938 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930-\u0906\u0927\u093e\u0930\u093f\u0924 AI \u092e\u0949\u0921\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0914\u0930 \u092e\u0932\u094d\u091f\u0940\u092e\u0949\u0921\u0932 \u0921\u0947\u091f\u093e \u0938\u0947 \u092b\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u0939\u0948\u0964 \u092f\u0939 BERT \u092f\u093e ViT \u091c\u0948\u0938\u0947 \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0924\u0947 \u0939\u0941\u090f, \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917 \u092f\u093e \u0935\u093f\u091c\u093c\u0941\u0905\u0932 \u0930\u093f\u092a\u094d\u0930\u0947\u091c\u0947\u0902\u091f\u0947\u0936\u0928 \u091c\u0948\u0938\u0940 \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0915\u094b \u0928\u093f\u0915\u093e\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0935\u093e\u0915\u094d\u092f\u094b\u0902 \u092f\u093e \u091b\u0935\u093f\u092f\u094b\u0902 \u091c\u0948\u0938\u0947 \u0907\u0928\u092a\u0941\u091f \u0915\u094b \u092a\u094d\u0930\u094b\u0938\u0947\u0938 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u091f\u0942\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u092f\u093e NLP \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0938\u093e\u0930\u093e\u0902\u0936 \u092f\u093e \u0907\u092e\u0947\u091c \u0915\u0948\u092a\u094d\u0936\u0928\u093f\u0902\u0917 \u091c\u0948\u0938\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p>\u092f\u0939 \u0938\u093f\u0938\u094d\u091f\u092e \u092a\u093e\u092f\u0925\u0928 \u0915\u0947 \u092d\u0940\u0924\u0930 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0935\u093f\u0936\u093e\u0932 \u0930\u093f\u092a\u0949\u091c\u093f\u091f\u0930\u0940 \u0938\u0947 \u092e\u0949\u0921\u0932 \u0932\u094b\u0921 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u090f\u092a\u0940\u0906\u0908 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0928\u094d\u092f\u0942\u0928\u0924\u092e \u0938\u0947\u091f\u0905\u092a \u0915\u0947 \u0938\u093e\u0925 \u0938\u0941\u0935\u093f\u0927\u093e\u090f\u0901 \u0928\u093f\u0915\u093e\u0932 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u092f\u0939 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092f\u093e \u092c\u0948\u091a \u092e\u094b\u0921 \u092e\u0947\u0902 \u0921\u0947\u091f\u093e \u0915\u094b \u092a\u094d\u0930\u094b\u0938\u0947\u0938 \u0915\u0930\u0924\u093e \u0939\u0948, \u0921\u093e\u0909\u0928\u0938\u094d\u091f\u094d\u0930\u0940\u092e \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0909\u091a\u094d\u091a-\u0906\u092f\u093e\u092e\u0940 \u092b\u0940\u091a\u0930 \u0935\u0948\u0915\u094d\u091f\u0930 \u0915\u093e \u0909\u0924\u094d\u092a\u093e\u0926\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u092a\u0930 \u0907\u0938\u0915\u0940 \u0928\u093f\u0930\u094d\u092d\u0930\u0924\u093e \u0907\u0938\u0947 \u0936\u0915\u094d\u0924\u093f\u0936\u093e\u0932\u0940 \u092c\u0928\u093e\u0924\u0940 \u0939\u0948 \u0932\u0947\u0915\u093f\u0928 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0930\u0942\u092a \u0938\u0947 \u0917\u0939\u0928 \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u091a\u093e\u0930<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093e\u0930\u094d\u092e\u0930 \u0915\u0947 \u0932\u093f\u090f \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940.<\/li>\n\n\n\n<li>\u092a\u093e\u0920 \u0914\u0930 \u091b\u0935\u093f\u092f\u094b\u0902 \u0938\u0947 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0901 \u0928\u093f\u0915\u093e\u0932\u0924\u093e \u0939\u0948.<\/li>\n\n\n\n<li>BERT, ViT \u091c\u0948\u0938\u0947 \u092a\u0942\u0930\u094d\u0935 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u092a\u093e\u092f\u0925\u0928 \u090f\u092a\u0940\u0906\u0908 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u090f\u0928\u090f\u0932\u092a\u0940 \u0914\u0930 \u092e\u0932\u094d\u091f\u0940\u092e\u0949\u0921\u0932 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u092a\u0947\u0936\u0947\u0935\u0930\u094b\u0902<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u093f\u0938\u094d\u0924\u0943\u0924 \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940.<\/li>\n\n\n\n<li>\u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915, \u092c\u093f\u0928\u093e \u0915\u093f\u0938\u0940 \u0932\u093e\u0907\u0938\u0947\u0902\u0938 \u0936\u0941\u0932\u094d\u0915 \u0915\u0947\u0964<\/li>\n\n\n\n<li>\u0909\u091a\u094d\u091a \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u0935\u093e\u0932\u0940 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902.<\/li>\n\n\n\n<li>\u092a\u093e\u092f\u0925\u0928 \u0915\u0947 \u0938\u093e\u0925 \u0906\u0938\u093e\u0928 \u090f\u0915\u0940\u0915\u0930\u0923.<\/li>\n\n\n\n<li>\u092a\u093e\u0920 \u0914\u0930 \u091b\u0935\u093f \u0921\u0947\u091f\u093e \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0926\u094b\u0937<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f \u0938\u0902\u0938\u093e\u0927\u0928\u094b\u0902 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948.<\/li>\n\n\n\n<li>\u0915\u093e\u0930\u094d\u092f\u093e\u0928\u094d\u0935\u092f\u0928 \u0915\u0947 \u0932\u093f\u090f \u0915\u094b\u0921\u093f\u0902\u0917 \u0915\u094c\u0936\u0932 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093e\u0930\u094d\u092e\u0930-\u0906\u0927\u093e\u0930\u093f\u0924 \u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u0924\u0915 \u0938\u0940\u092e\u093f\u0924\u0964<\/li>\n\n\n\n<li>\u0928\u094c\u0938\u093f\u0916\u093f\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0938\u0947\u091f\u0905\u092a \u091c\u091f\u093f\u0932 \u0939\u094b \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0947 \u0932\u093f\u090f \u0938\u0902\u0938\u093e\u0927\u0928-\u092d\u093e\u0930\u0940\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: huggingface.co<\/li>\n\n\n\n<li>\u0908\u092e\u0947\u0932: press@huggingface.co<\/li>\n\n\n\n<li>\u090f\u0915\u094d\u0938: x.com\/huggingface<\/li>\n\n\n\n<li>\u0932\u093f\u0902\u0915\u094d\u0921\u0907\u0928: linkedin.com\/company\/huggingface<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"407\" height=\"124\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2024\/12\/alteryx.png\" alt=\"\" class=\"wp-image-171770\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2024\/12\/alteryx.png 407w, https:\/\/flypix.ai\/wp-content\/uploads\/2024\/12\/alteryx-300x91.png 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2024\/12\/alteryx-18x5.png 18w\" sizes=\"(max-width: 407px) 100vw, 407px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">13. \u092b\u093c\u0940\u091a\u0930\u091f\u0942\u0932\u094d\u0938<\/h2>\n\n\n\n<p>\u092b\u093c\u0940\u091a\u0930\u091f\u0942\u0932\u094d\u0938 \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u092a\u093e\u092f\u0925\u0928 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u0939\u0948 \u091c\u094b AI \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0938\u0902\u0930\u091a\u093f\u0924 \u0921\u0947\u091f\u093e\u0938\u0947\u091f, \u091c\u0948\u0938\u0947 \u0915\u093f \u0938\u093e\u0930\u0923\u0940\u092c\u0926\u094d\u0927 \u092f\u093e \u0938\u092e\u092f-\u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u0921\u0947\u091f\u093e \u0938\u0947 \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u092b\u093c\u0940\u091a\u0930 \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0939\u0948\u0964 \u092f\u0939 \u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u0907\u0902\u091c\u0940\u0928\u093f\u092f\u0930\u093f\u0902\u0917 \u0915\u0947 \u092c\u093f\u0928\u093e \u0930\u093f\u0932\u0947\u0936\u0928\u0932 \u0921\u0947\u091f\u093e \u091f\u0947\u092c\u0932 \u0938\u0947 \u090f\u0915\u0924\u094d\u0930\u0940\u0915\u0930\u0923, \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u092f\u093e \u091f\u0947\u092e\u094d\u092a\u094b\u0930\u0932 \u092a\u0948\u091f\u0930\u094d\u0928 \u091c\u0948\u0938\u0940 \u0938\u0941\u0935\u093f\u0927\u093e\u090f\u0901 \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u091f\u0942\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0921\u0947\u091f\u093e \u0935\u0948\u091c\u094d\u091e\u093e\u0928\u093f\u0915\u094b\u0902 \u092f\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0915\u094b\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928\u093f\u0924 \u092e\u0949\u0921\u0932\u093f\u0902\u0917 \u092f\u093e \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0940\u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p>\u092f\u0939 \u0938\u093f\u0938\u094d\u091f\u092e \u0907\u0915\u093e\u0908 \u0938\u0902\u092c\u0902\u0927\u094b\u0902 \u0915\u094b \u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u0915\u0930\u0915\u0947 \u0914\u0930 \u0921\u0940\u092a \u092b\u0940\u091a\u0930 \u0938\u0902\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u094b \u0932\u093e\u0917\u0942 \u0915\u0930\u0915\u0947 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092a\u093e\u0907\u092a\u0932\u093e\u0907\u0928\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092b\u0940\u091a\u0930 \u092e\u0948\u091f\u094d\u0930\u093f\u0938\u0947\u0938 \u0915\u093e \u0909\u0924\u094d\u092a\u093e\u0926\u0928 \u0915\u0930\u0915\u0947 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u092c\u0948\u091a \u092e\u094b\u0921 \u092e\u0947\u0902 \u0921\u0947\u091f\u093e \u0915\u094b \u092a\u094d\u0930\u094b\u0938\u0947\u0938 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u094b \u092a\u093e\u092f\u0925\u0928 \u0938\u094d\u0915\u094d\u0930\u093f\u092a\u094d\u091f \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0921\u0947\u091f\u093e \u0938\u0902\u0930\u091a\u0928\u093e \u0914\u0930 \u092a\u0948\u0930\u093e\u092e\u0940\u091f\u0930 \u0928\u093f\u0930\u094d\u0926\u093f\u0937\u094d\u091f \u0915\u0930\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u0938\u0902\u0930\u091a\u093f\u0924 \u0921\u0947\u091f\u093e \u092a\u0930 \u0907\u0938\u0915\u093e \u0927\u094d\u092f\u093e\u0928 \u091b\u0935\u093f\u092f\u094b\u0902 \u092f\u093e \u0911\u0921\u093f\u092f\u094b \u091c\u0948\u0938\u0947 \u0905\u0938\u0902\u0930\u091a\u093f\u0924 \u0907\u0928\u092a\u0941\u091f \u0915\u0947 \u0932\u093f\u090f \u0907\u0938\u0915\u0947 \u0909\u092a\u092f\u094b\u0917 \u0915\u094b \u0938\u0940\u092e\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u091a\u093e\u0930<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0938\u0902\u0930\u091a\u093f\u0924 \u0921\u0947\u091f\u093e \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u0916\u0941\u0932\u093e \u0938\u094d\u0930\u094b\u0924\u0964<\/li>\n\n\n\n<li>AI \u0915\u0947 \u0938\u093e\u0925 \u092b\u0940\u091a\u0930 \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u090f\u0915\u0924\u094d\u0930\u0940\u0915\u0930\u0923 \u0914\u0930 \u0905\u0938\u094d\u0925\u093e\u092f\u0940 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902 \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0924\u093e \u0939\u0948.<\/li>\n\n\n\n<li>\u0938\u0902\u092c\u0902\u0927\u092a\u0930\u0915 \u0914\u0930 \u0938\u092e\u092f-\u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0939\u0928\u0947\u0935\u093e\u0932\u093e \u092e\u0949\u0921\u0932\u093f\u0902\u0917 \u0915\u0940 \u0924\u0948\u092f\u093e\u0930\u0940 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u092a\u0947\u0936\u0947\u0935\u0930\u094b\u0902<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092b\u0940\u091a\u0930 \u0907\u0902\u091c\u0940\u0928\u093f\u092f\u0930\u093f\u0902\u0917 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915 \u090f\u0935\u0902 \u0916\u0941\u0932\u093e \u0938\u094d\u0930\u094b\u0924 \u0909\u092a\u0915\u0930\u0923.<\/li>\n\n\n\n<li>\u091c\u091f\u093f\u0932 \u0938\u0902\u092c\u0902\u0927\u092a\u0930\u0915 \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0924\u093e \u0939\u0948.<\/li>\n\n\n\n<li>\u092a\u093e\u092f\u0925\u0928 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0924\u093e \u0939\u0948.<\/li>\n\n\n\n<li>\u092e\u0948\u0928\u0941\u0905\u0932 \u092a\u094d\u0930\u0940\u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u092a\u0930 \u0938\u092e\u092f \u0915\u0940 \u092c\u091a\u0924 \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0926\u094b\u0937<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0915\u0947\u0935\u0932 \u0938\u0902\u0930\u091a\u093f\u0924 \u0921\u0947\u091f\u093e \u0924\u0915 \u0938\u0940\u092e\u093f\u0924.<\/li>\n\n\n\n<li>\u0915\u094b\u0921\u093f\u0902\u0917 \u0914\u0930 \u0938\u0947\u091f\u0905\u092a \u092a\u094d\u0930\u092f\u093e\u0938 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0905\u0938\u0902\u0930\u091a\u093f\u0924 \u0907\u0928\u092a\u0941\u091f \u0915\u0947 \u0932\u093f\u090f \u0915\u092e \u092a\u094d\u0930\u092d\u093e\u0935\u0940\u0964<\/li>\n\n\n\n<li>\u0938\u094d\u092a\u0937\u094d\u091f \u0921\u0947\u091f\u093e \u0938\u0902\u092c\u0902\u0927 \u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948.<\/li>\n\n\n\n<li>\u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0927\u0940\u092e\u093e \u0939\u094b \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: alteryx.com<\/li>\n\n\n\n<li>\u092a\u0924\u093e: 3347 \u092e\u093e\u0907\u0915\u0932\u0938\u0928 \u0921\u094d\u0930\u093e\u0907\u0935, \u0938\u0941\u0907\u091f 400, \u0907\u0930\u0935\u093f\u0928, \u0938\u0940\u090f 92612, \u092f\u0942\u090f\u0938\u090f<\/li>\n\n\n\n<li>\u092b\u093c\u094b\u0928: +1 888 836 4274<\/li>\n\n\n\n<li>\u092b\u0947\u0938\u092c\u0941\u0915: facebook.com\/alteryx<\/li>\n\n\n\n<li>\u0932\u093f\u0902\u0915\u094d\u0921\u0907\u0928: linkedin.com\/company\/alteryx<\/li>\n\n\n\n<li>\u092f\u0942\u091f\u094d\u092f\u0942\u092c: youtube.com\/user\/alteryx<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"297\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/keras-1024x297.png\" alt=\"\" class=\"wp-image-174606\" style=\"width:348px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/keras-1024x297.png 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/keras-300x87.png 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/keras-768x223.png 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/keras-18x5.png 18w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/keras.png 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">14. \u0915\u0947\u0930\u093e\u0938<\/h2>\n\n\n\n<p>\u0915\u0947\u0930\u093e\u0938 \u092b\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u090f\u0906\u0908 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u0939\u0948, \u091c\u093f\u0938\u0947 \u0909\u091a\u094d\u091a-\u0938\u094d\u0924\u0930\u0940\u092f \u090f\u092a\u0940\u0906\u0908 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u092c\u0928\u093e\u092f\u093e \u0917\u092f\u093e \u0939\u0948 \u091c\u093f\u0938\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0905\u0915\u094d\u0938\u0930 \u091f\u0947\u0902\u0938\u0930\u092b\u094d\u0932\u094b \u092f\u093e \u0925\u0947\u0928\u094b \u0915\u0947 \u0938\u093e\u0925 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0932\u0947\u092f\u0930\u094d\u0938, \u091c\u0948\u0938\u0947 \u0915\u093f \u0915\u0928\u094d\u0935\u094b\u0932\u094d\u092f\u0942\u0936\u0928 \u092f\u093e \u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u091b\u0935\u093f\u092f\u094b\u0902 \u092f\u093e \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u091c\u0948\u0938\u0947 \u0921\u0947\u091f\u093e \u0938\u0947 \u092b\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u091f \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u091f\u0942\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u092f\u093e \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u092a\u094d\u0930\u094b\u091f\u094b\u091f\u093e\u0907\u092a\u093f\u0902\u0917 \u0914\u0930 \u092a\u094d\u0930\u094b\u0921\u0915\u094d\u0936\u0928 \u092e\u0949\u0921\u0932 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p>\u092f\u0939 \u0938\u093f\u0938\u094d\u091f\u092e \u092a\u093e\u092f\u0925\u0928 \u0915\u0947 \u092d\u0940\u0924\u0930 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0915\u092e \u0938\u0947 \u0915\u092e \u0915\u094b\u0921 \u0915\u0947 \u0938\u093e\u0925 \u092b\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932 \u0921\u093f\u091c\u093e\u0907\u0928 \u092f\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u092f\u0939 \u0938\u094d\u0924\u0930\u093f\u0924 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0921\u0947\u091f\u093e \u0915\u094b \u092a\u094d\u0930\u094b\u0938\u0947\u0938 \u0915\u0930\u0924\u093e \u0939\u0948, \u0921\u093e\u0909\u0928\u0938\u094d\u091f\u094d\u0930\u0940\u092e \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092b\u0940\u091a\u0930 \u0930\u093f\u092a\u094d\u0930\u0947\u091c\u0947\u0902\u091f\u0947\u0936\u0928 \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u093e \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e-\u0905\u0928\u0941\u0915\u0942\u0932 \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u092c\u0948\u0915\u090f\u0902\u0921 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930\u0924\u093e \u0915\u0947 \u0938\u093e\u0925 \u0906\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u091a\u093e\u0930<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092b\u093c\u0940\u091a\u0930 \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0909\u091a\u094d\u091a-\u0938\u094d\u0924\u0930\u0940\u092f API.<\/li>\n\n\n\n<li>\u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902 \u0928\u093f\u0915\u093e\u0932\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u091a\u093f\u0924\u094d\u0930, \u092a\u093e\u0920 \u0914\u0930 \u0905\u0928\u094d\u092f \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948.<\/li>\n\n\n\n<li>TensorFlow \u092f\u093e Theano \u092a\u0930 \u0928\u093f\u0930\u094d\u092e\u093f\u0924.<\/li>\n\n\n\n<li>\u092a\u094d\u0930\u094b\u091f\u094b\u091f\u093e\u0907\u092a\u093f\u0902\u0917 \u0914\u0930 \u0909\u0924\u094d\u092a\u093e\u0926\u0928 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u092a\u0947\u0936\u0947\u0935\u0930\u094b\u0902<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0938\u0930\u0932 \u0914\u0930 \u0936\u0941\u0930\u0941\u0906\u0924\u0940-\u0905\u0928\u0941\u0915\u0942\u0932 \u090f\u092a\u0940\u0906\u0908.<\/li>\n\n\n\n<li>\u092a\u0942\u0930\u094d\u0935 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0932\u091a\u0940\u0932\u093e\u0964<\/li>\n\n\n\n<li>TensorFlow \u092a\u093e\u0930\u093f\u0938\u094d\u0925\u093f\u0924\u093f\u0915\u0940 \u0924\u0902\u0924\u094d\u0930 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915 \u090f\u0935\u0902 \u0916\u0941\u0932\u093e \u0938\u094d\u0930\u094b\u0924 \u0909\u092a\u0915\u0930\u0923.<\/li>\n\n\n\n<li>\u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u0947 \u0932\u093f\u090f \u0924\u094d\u0935\u0930\u093f\u0924 \u0938\u0947\u091f\u0905\u092a.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0926\u094b\u0937<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092c\u0948\u0915\u090f\u0902\u0921 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930.<\/li>\n\n\n\n<li>\u0938\u0940\u092e\u093f\u0924 \u0928\u093f\u092e\u094d\u0928-\u0938\u094d\u0924\u0930\u0940\u092f \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u0923.<\/li>\n\n\n\n<li>\u0915\u094b\u0921\u093f\u0902\u0917 \u091c\u094d\u091e\u093e\u0928 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948.<\/li>\n\n\n\n<li>\u092c\u0921\u093c\u0947 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0938\u0902\u0938\u093e\u0927\u0928 \u0915\u0940 \u092e\u093e\u0902\u0917.<\/li>\n\n\n\n<li>\u0917\u0948\u0930-\u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u092e \u0909\u092a\u092f\u0941\u0915\u094d\u0924\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0902\u092a\u0930\u094d\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u092c\u0938\u093e\u0907\u091f: keras.io<\/li>\n\n\n\n<li>\u0908\u092e\u0947\u0932: keras-users@googlegroups.com<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937<\/h2>\n\n\n\n<p>AI \u092b\u093c\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u091f\u0942\u0932 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0940\u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u0930\u0915\u0947 \u0914\u0930 \u092e\u0949\u0921\u0932 \u0915\u0947 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u094b \u092c\u0947\u0939\u0924\u0930 \u092c\u0928\u093e\u0915\u0930 \u0906\u0927\u0941\u0928\u093f\u0915 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0947\u0902 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092d\u0942\u092e\u093f\u0915\u093e \u0928\u093f\u092d\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 TensorFlow \u0914\u0930 PyTorch \u091c\u0948\u0938\u0947 \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0938\u0947 \u0932\u0947\u0915\u0930 OpenCV \u0914\u0930 Librosa \u091c\u0948\u0938\u0940 \u0935\u093f\u0936\u0947\u0937 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u0924\u0915, \u092f\u0947 \u091f\u0942\u0932 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928, \u0928\u0947\u091a\u0941\u0930\u0932 \u0932\u0948\u0902\u0917\u094d\u0935\u0947\u091c \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0914\u0930 \u0938\u093f\u0917\u094d\u0928\u0932 \u090f\u0928\u093e\u0932\u093f\u0938\u093f\u0938 \u0938\u0939\u093f\u0924 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0921\u094b\u092e\u0947\u0928 \u092e\u0947\u0902 \u0915\u0941\u0936\u0932 \u092b\u093c\u0940\u091a\u0930 \u091c\u0947\u0928\u0930\u0947\u0936\u0928 \u0915\u094b \u0938\u0915\u094d\u0937\u092e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<p>\u091c\u0948\u0938\u0947-\u091c\u0948\u0938\u0947 AI \u0935\u093f\u0915\u0938\u093f\u0924 \u0939\u094b\u0924\u093e \u0930\u0939\u0947\u0917\u093e, \u092b\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u0924\u0915\u0928\u0940\u0915\u0947\u0902 \u0914\u0930 \u092d\u0940 \u0909\u0928\u094d\u0928\u0924 \u0939\u094b\u0924\u0940 \u091c\u093e\u090f\u0901\u0917\u0940, \u091c\u093f\u0938\u0938\u0947 \u0936\u094b\u0927, \u0935\u094d\u092f\u0935\u0938\u093e\u092f \u0914\u0930 \u0938\u094d\u0935\u091a\u093e\u0932\u0928 \u092e\u0947\u0902 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b\u091c\u093c \u0915\u093e \u0914\u0930 \u092d\u0940 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0939\u094b\u0917\u093e\u0964 \u0907\u0928 \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0928\u0947 \u0935\u093e\u0932\u0947 \u0938\u0902\u0917\u0920\u0928 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u094b \u092c\u0922\u093c\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0915\u094b \u0938\u0941\u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 AI-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0928\u0935\u093e\u091a\u093e\u0930 \u0915\u094b \u092c\u0922\u093c\u093e\u0935\u093e \u0926\u0947 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0938\u093e\u092e\u093e\u0928\u094d\u092f \u092a\u094d\u0930\u0936\u094d\u0928<\/h2>\n\n\n\n<div class=\"schema-faq wp-block-yoast-faq-block\"><div class=\"schema-faq-section\" id=\"faq-question-1741696538117\"><strong class=\"schema-faq-question\">AI \u092b\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u0915\u094d\u092f\u093e \u0939\u0948?<\/strong> <p class=\"schema-faq-answer\">\u090f\u0906\u0908 \u092b\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928, \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0915\u094b \u092c\u0947\u0939\u0924\u0930 \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u091a\u094d\u091a\u0947 \u0921\u0947\u091f\u093e (\u091c\u0948\u0938\u0947 \u091a\u093f\u0924\u094d\u0930, \u092a\u093e\u0920 \u092f\u093e \u0911\u0921\u093f\u092f\u094b) \u0938\u0947 \u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u094b \u092a\u0939\u091a\u093e\u0928\u0928\u0947 \u0914\u0930 \u0905\u0932\u0917 \u0915\u0930\u0928\u0947 \u0915\u0940 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0939\u0948\u0964<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1741696555266\"><strong class=\"schema-faq-question\">AI \u092e\u0947\u0902 \u092b\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u0915\u094d\u092f\u094b\u0902 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948?<\/strong> <p class=\"schema-faq-answer\">\u092b\u093c\u0940\u091a\u0930 \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u0930\u0932 \u092c\u0928\u093e\u0924\u093e \u0939\u0948, \u0906\u092f\u093e\u092e \u0915\u094b \u0915\u092e \u0915\u0930\u0924\u093e \u0939\u0948, \u0914\u0930 \u0938\u092c\u0938\u0947 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930\u0915\u0947 \u092e\u0949\u0921\u0932 \u0915\u0947 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u094b \u092c\u0922\u093c\u093e\u0924\u093e \u0939\u0948\u0964<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1741696563134\"><strong class=\"schema-faq-question\">AI \u0915\u093f\u0938 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0947 \u0921\u0947\u091f\u093e \u0938\u0947 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902 \u0928\u093f\u0915\u093e\u0932 \u0938\u0915\u0924\u093e \u0939\u0948?<\/strong> <p class=\"schema-faq-answer\">\u090f\u0906\u0908 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0947 \u0921\u0947\u091f\u093e \u0938\u0947 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902 \u0928\u093f\u0915\u093e\u0932 \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u092e\u0947\u0902 \u091a\u093f\u0924\u094d\u0930, \u092a\u093e\u0920, \u0911\u0921\u093f\u092f\u094b, \u0938\u0902\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915 \u0921\u0947\u091f\u093e \u0914\u0930 \u0938\u092e\u092f-\u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u0921\u0947\u091f\u093e \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902\u0964<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1741696571120\"><strong class=\"schema-faq-question\">\u092b\u093c\u0940\u091a\u0930 \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u0915\u094c\u0928 \u0938\u0947 AI \u0909\u092a\u0915\u0930\u0923 \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u090f \u091c\u093e\u0924\u0947 \u0939\u0948\u0902?<\/strong> <p class=\"schema-faq-answer\">\u092b\u0940\u091a\u0930 \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0932\u094b\u0915\u092a\u094d\u0930\u093f\u092f AI \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u092e\u0947\u0902 TensorFlow, PyTorch, Scikit-learn, OpenCV, spaCy \u0914\u0930 Hugging Face Transformers \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902\u0964<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1741696578913\"><strong class=\"schema-faq-question\">\u0915\u094d\u092f\u093e \u0915\u094b\u0908 \u0928\u093f\u0903\u0936\u0941\u0932\u094d\u0915 AI \u0938\u0941\u0935\u093f\u0927\u093e \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u0909\u092a\u0915\u0930\u0923 \u0909\u092a\u0932\u092c\u094d\u0927 \u0939\u0948\u0902?<\/strong> <p class=\"schema-faq-answer\">\u0939\u093e\u0902, TensorFlow, PyTorch, Scikit-learn \u0914\u0930 Librosa \u091c\u0948\u0938\u0947 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u091f\u0942\u0932 \u092c\u093f\u0928\u093e \u0932\u093e\u0907\u0938\u0947\u0902\u0938 \u0936\u0941\u0932\u094d\u0915 \u0915\u0947 \u092b\u0940\u091a\u0930 \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u0915\u094d\u0937\u092e\u0924\u093e\u090f\u0902 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1741696587120\"><strong class=\"schema-faq-question\">\u090f\u0906\u0908 \u092b\u0940\u091a\u0930 \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094b \u0915\u0948\u0938\u0947 \u092c\u0947\u0939\u0924\u0930 \u092c\u0928\u093e\u0924\u093e \u0939\u0948?<\/strong> <p class=\"schema-faq-answer\">AI \u092b\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u092e\u0948\u0928\u0941\u0905\u0932 \u0915\u093e\u092e \u0915\u094b \u0916\u0924\u094d\u092e \u0915\u0930\u0924\u093e \u0939\u0948, \u0938\u091f\u0940\u0915\u0924\u093e \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0924\u093e \u0939\u0948, \u0914\u0930 \u092e\u0949\u0921\u0932 \u0915\u094b \u0915\u091a\u094d\u091a\u0947 \u0921\u0947\u091f\u093e \u0938\u0947 \u091c\u091f\u093f\u0932 \u092a\u0948\u091f\u0930\u094d\u0928 \u0938\u0940\u0916\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u093e \u0939\u0948<\/p> <\/div> <\/div>\n\n\n\n<h4 class=\"wp-block-heading\"><\/h4>","protected":false},"excerpt":{"rendered":"<p>AI feature extraction tools are systems or software that use artificial intelligence to identify and isolate key characteristics from raw data, such as images, text, or signals, for use in machine learning or analysis. These tools employ techniques like neural networks, statistical methods, or domain-specific algorithms to transform complex datasets into simplified, meaningful features, reducing [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":174607,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-174597","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>AI Feature Extraction Tools: Technologies and Systems<\/title>\n<meta name=\"description\" content=\"This article examines AI-based tools for extracting features from data like images, text, and audio. 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