{"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\/ar\/ai-feature-extraction-tools\/","title":{"rendered":"\u0623\u062f\u0648\u0627\u062a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u0623\u062f\u0648\u0627\u062a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0633\u0645\u0627\u062a \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0647\u064a \u0623\u0646\u0638\u0645\u0629 \u0623\u0648 \u0628\u0631\u0627\u0645\u062c \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062a\u062d\u062f\u064a\u062f \u0648\u0639\u0632\u0644 \u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0645\u060c \u0645\u062b\u0644 \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u0627\u0644\u0646\u0635\u0648\u0635 \u0623\u0648 \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a\u060c \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0623\u0648 \u0627\u0644\u062a\u062d\u0644\u064a\u0644. \u062a\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0623\u0648 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0623\u0648 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0645\u062c\u0627\u0644 \u0644\u062a\u062d\u0648\u064a\u0644 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0625\u0644\u0649 \u0633\u0645\u0627\u062a \u0645\u0628\u0633\u0637\u0629 \u0648\u0630\u0627\u062a \u0645\u063a\u0632\u0649\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629.<\/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. \u0641\u0644\u0627\u064a \u0628\u064a\u0643\u0633 AI&nbsp;<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0639\u0645\u0644 FlyPix AI \u0639\u0644\u0649 \u062a\u062d\u0648\u064a\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u062a\u0639\u0645\u0644 \u0645\u0646\u0635\u062a\u0646\u0627 \u0639\u0644\u0649 \u0623\u062a\u0645\u062a\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0648\u062a\u0635\u0646\u064a\u0641 \u0648\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u062f\u0627\u062e\u0644 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0648\u0645\u0633\u062d LiDAR. \u062a\u0645 \u062a\u0635\u0645\u064a\u0645 FlyPix AI \u0644\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0631\u0624\u0649 \u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0645\u0643\u0627\u0646\u064a\u0629 \u062f\u0642\u064a\u0642\u0629\u060c \u0645\u0645\u0627 \u064a\u0628\u0633\u0637 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u064a\u0639\u0632\u0632 \u0639\u0645\u0644\u064a\u0629 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0641\u0636\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u062f\u0648\u0646 \u0623\u0643\u0648\u0627\u062f \u0648\u062a\u0643\u0627\u0645\u0644 \u0633\u0644\u0633 \u0645\u0639 \u0646\u0638\u0645 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629\u060c \u064a\u062a\u064a\u062d \u0628\u0631\u0646\u0627\u0645\u062c FlyPix AI \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0623\u0646\u0645\u0627\u0637 \u0630\u0627\u062a \u0645\u063a\u0632\u0649 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0628\u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629. \u0633\u0648\u0627\u0621 \u0643\u0646\u062a \u062a\u0631\u0627\u0642\u0628 \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u063a\u0627\u0628\u0627\u062a \u0623\u0648 \u062a\u062d\u0644\u0644 \u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0631\u0627\u0636\u064a \u0623\u0648 \u062a\u062a\u0628\u0639 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0641\u0625\u0646 \u0623\u062f\u0648\u0627\u062a\u0646\u0627 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062a\u0648\u0641\u0631 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639.<\/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\">\u0627\u0644\u062a\u0633\u0639\u064a\u0631<\/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\tPricing in \u20ac EUR\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>\u0628\u062f\u0627\u064a\u0629<\/strong> <br>\u062a\u062e\u0632\u064a\u0646 <br> <strong>10 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/strong> <br> &nbsp;<\/div><\/div><div class=\"pricing-subtitle-wrap\"><div class=\"pricing-subtitle\"><span class=\"giga\"><b>100 \u064a\u0648\u0631\u0648\/\u0645\u0633\u062a\u062e\u062f\u0645\/\u0634\u0647\u0631\u064a\u064b\u0627<\/b><\/span><br> <strong>50 \u0633\u0627\u0639\u0629 \u0645\u0639\u062a\u0645\u062f\u0629<\/strong> <br> <span class=\"giga\">~1 \u062c\u064a\u062c\u0627\u0628\u0643\u0633\u0644<\/span><\/div><\/div><\/div><div class=\"pricing-price-wrap style-1\"><\/div><div class=\"pt-plus-button-wrapper\"><div class=\"button_parallax\"><div id=\"btn6a15bae5e6212\" class=\"ts-button\"><div class=\"pt_plus_button btn6a15bae5e6212 button-style-8\"><div class=\"animted-content-inner\"><a href=\"https:\/\/app.flypix.ai\/\" target=\"_blank\" class=\"button-link-wrap\" role=\"button\">\u0627\u0634\u062a\u0631\u0627\u0643<\/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>\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0636\u0645\u0646\u0629:<\/strong>\n<ul>\n \t<li>\u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0644\u0648\u062d\u0629 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a<\/li>\n \t<li>\u062a\u0635\u062f\u064a\u0631 \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a<\/li>\n \t<li>\u0627\u0644\u062f\u0639\u0645 \u0639\u0628\u0631 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u062e\u0644\u0627\u0644 5 \u0623\u064a\u0627\u0645 \u0639\u0645\u0644<\/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>\u0645\u0639\u064a\u0627\u0631<\/strong> <br>\u062a\u062e\u0632\u064a\u0646 <br> <strong>120 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/strong> <br> &nbsp;<\/div><\/div><div class=\"pricing-subtitle-wrap\"><div class=\"pricing-subtitle\"><span class=\"giga\"><b>500 \u064a\u0648\u0631\u0648\/\u0645\u0633\u062a\u062e\u062f\u0645\u0627\u0646\/\u0634\u0647\u0631\u064a\u064b\u0627<\/b><\/span><br> <strong style=\"margin-left: -20px\">500 + 100 \u0646\u0642\u0637\u0629<\/strong> <br> <span class=\"giga\" style=\"margin-left: -25px\">~\u062d\u062a\u0649 12 \u062c\u064a\u062c\u0627\u0628\u0643\u0633\u0644<\/span><\/div><\/div><\/div><div class=\"pricing-price-wrap style-1\"><\/div><div class=\"pt-plus-button-wrapper\"><div class=\"button_parallax\"><div id=\"btn6a15bae5e6e26\" class=\"ts-button\"><div class=\"pt_plus_button btn6a15bae5e6e26 button-style-8\"><div class=\"animted-content-inner\"><a href=\"https:\/\/app.flypix.ai\/\" target=\"_blank\" class=\"button-link-wrap\" role=\"button\">\u0627\u0634\u062a\u0631\u0627\u0643<\/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>\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0636\u0645\u0646\u0629:<\/strong>\n<ul>\n \t<li>\u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0637\u064a\u0627\u0641<\/li>\n \t<li>\u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u062e\u0631\u0627\u0626\u0637<\/li>\n \t<li>\u0627\u0644\u062f\u0639\u0645 \u0639\u0628\u0631 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u062e\u0644\u0627\u0644 \u064a\u0648\u0645\u064a \u0639\u0645\u0644<\/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>\u0645\u062d\u062a\u0631\u0641<\/strong> <br>\u062a\u062e\u0632\u064a\u0646 <br> <strong>600 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/strong> <br> &nbsp;<\/div><\/div><div class=\"pricing-subtitle-wrap\"><div class=\"pricing-subtitle\"><span class=\"giga\" style=\"margin-left: -2px\"><b>2000 \u064a\u0648\u0631\u0648\/5 \u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646\/\u0634\u0647\u0631\u064a\u064b\u0627<\/b><\/span><br> <strong style=\"margin-left: -20px\">2000 + 1000 \u0631\u0635\u064a\u062f<\/strong> <br> <span class=\"giga\" style=\"margin-left: -25px\">~\u062d\u062a\u0649 60 \u062c\u064a\u062c\u0627\u0628\u0643\u0633\u0644<\/span><\/div><\/div><\/div><div class=\"pricing-price-wrap style-1\"><\/div><div class=\"pt-plus-button-wrapper\"><div class=\"button_parallax\"><div id=\"btn6a15bae5e7939\" class=\"ts-button\"><div class=\"pt_plus_button btn6a15bae5e7939 button-style-8\"><div class=\"animted-content-inner\"><a href=\"https:\/\/app.flypix.ai\/\" target=\"_blank\" class=\"button-link-wrap\" role=\"button\">\u0627\u0634\u062a\u0631\u0627\u0643<\/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>\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0636\u0645\u0646\u0629:<\/strong>\n<ul>\n \t<li>\u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/li>\n \t<li>\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0641\u0631\u064a\u0642<\/li>\n \t<li>\u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u0648\u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0645\u0639 \u0648\u0642\u062a \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0627 \u064a\u062a\u062c\u0627\u0648\u0632 \u0633\u0627\u0639\u0629 \u0648\u0627\u062d\u062f\u0629<\/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>\u0645\u064e\u0634\u0631\u064f\u0648\u0639<\/strong> <br>\u062a\u062e\u0632\u064a\u0646 <br> <strong>\u0645\u0637\u0644\u0642<\/strong> <br> &nbsp;<\/div><\/div><div class=\"pricing-subtitle-wrap\"><div class=\"pricing-subtitle\"><span class=\"giga\"><b>\u062d\u0642\u0648\u0642 \u0627\u0644\u0646\u0634\u0631:<\/b><\/span> <br> <strong>\u0645\u0637\u0644\u0642<\/strong> <span class=\"giga\"><br><b>\u0645\u0642\u0627\u0639\u062f \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645:<\/b> <\/span><br> \u0645\u0637\u0644\u0642<br><\/div><\/div><\/div><div class=\"pricing-price-wrap style-1\"><\/div><div class=\"pt-plus-button-wrapper\"><div class=\"button_parallax\"><div id=\"btn6a15bae5e841b\" class=\"ts-button\"><div class=\"pt_plus_button btn6a15bae5e841b button-style-8\"><div class=\"animted-content-inner\"><a href=\"https:\/\/app.flypix.ai\/\" target=\"_blank\" class=\"button-link-wrap\" role=\"button\">\u0627\u0634\u062a\u0631\u0627\u0643<\/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>\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0636\u0645\u0646\u0629:<\/strong>\n<ul>\n \t<li>\u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/li>\n \t<li>\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0641\u0631\u064a\u0642<\/li>\n \t<li>\u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u0648\u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0645\u0639 \u0648\u0642\u062a \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0627 \u064a\u062a\u062c\u0627\u0648\u0632 \u0633\u0627\u0639\u0629 \u0648\u0627\u062d\u062f\u0629<\/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\"><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\"><span style=\"color:#1790a3;font-size:40px;font-family: Archivo, sans-serif\"> \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629\n<\/span> <\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/strong>:\u064a\u0633\u062a\u062e\u0631\u062c \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u0645\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0623\u0631\u0636 \u0648\u0627\u0644\u0634\u0630\u0648\u0630 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642.<\/li>\n\n\n\n<li><strong>\u0648\u0627\u062c\u0647\u0629 \u0628\u062f\u0648\u0646 \u0643\u0648\u062f<\/strong>:\u064a\u062a\u064a\u062d \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0648\u0627\u0641\u0642 \u0628\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0635\u0627\u062f\u0631<\/strong>:\u064a\u062f\u0639\u0645 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629\u060c \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631\u060c \u0648\u0627\u0644\u0644\u064a\u062f\u0627\u0631\u060c \u0648\u063a\u064a\u0631\u0647\u0627 \u0645\u0646 \u0627\u0644\u062a\u0646\u0633\u064a\u0642\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0648\u0627\u0644\u0623\u062a\u0645\u062a\u0629<\/strong>:\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0627\u0644\u062f\u0631\u0627\u0633\u0627\u062a \u0635\u063a\u064a\u0631\u0629 \u0627\u0644\u0646\u0637\u0627\u0642 \u0648\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u062e\u062f\u0645\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629<\/strong>:\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062a\u0636\u0627\u0631\u064a\u0633 \u0648\u0627\u0644\u0646\u0628\u0627\u062a\u0627\u062a \u0648\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0648\u0627\u0644\u0645\u0632\u064a\u062f \u0628\u0648\u0627\u0633\u0637\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n\n\n\n<li><strong>\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062a\u063a\u064a\u064a\u0631 \u0648\u0627\u0644\u0634\u0630\u0648\u0630<\/strong>:\u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0622\u0644\u064a \u0644\u0644\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0628\u064a\u0626\u064a\u0629 \u0623\u0648 \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629 \u0628\u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a.<\/li>\n\n\n\n<li><strong>\u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062e\u0635\u0635<\/strong>:\u062d\u0644\u0648\u0644 \u0645\u0635\u0645\u0645\u0629 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u062a\u0644\u0628\u064a\u0629 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0635\u0646\u0627\u0639\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a \u0648\u062a\u0635\u0648\u0631 \u0627\u0644\u062e\u0631\u064a\u0637\u0629 \u0627\u0644\u062d\u0631\u0627\u0631\u064a\u0629<\/strong>:\u0631\u0633\u0645 \u062e\u0631\u0627\u0626\u0637 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0644\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u0631\u062c\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0627\u062a\u0635\u0627\u0644:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u0648\u0642\u0639 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a: <a href=\"https:\/\/flypix.ai\/ar\/\" target=\"_blank\" rel=\"noreferrer noopener\">flypix.ai<\/a>&nbsp;<\/li>\n\n\n\n<li>Address: Robert-Bosch-Str.7, 64293 Darmstadt, Germany<\/li>\n\n\n\n<li>\u0628\u0631\u064a\u062f \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a: <a href=\"mailto:info@flypix.ai\" target=\"_blank\" rel=\"noreferrer noopener\">info@flypix.ai<\/a>&nbsp;<\/li>\n\n\n\n<li>\u0631\u0642\u0645 \u0627\u0644\u0647\u0627\u062a\u0641: +49 6151 2776497<\/li>\n\n\n\n<li>\u064a\u0646\u0643\u062f\u064a\u0646: <a href=\"https:\/\/linkedin.com\/company\/flypix-ai\" target=\"_blank\" rel=\"noreferrer noopener\">LinkedIn.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\">\u062a\u062c\u0631\u0628\u0629 \u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0645\u0643\u0627\u0646\u064a \u0645\u0639 FlyPix!<br>\n<span style=\"color:var( --e-global-color-accent )\">\u0627\u0628\u062f\u0623 \u062a\u062c\u0631\u0628\u062a\u0643 \u0627\u0644\u064a\u0648\u0645<\/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\">\u062c\u0631\u0628 \u0627\u0644\u0622\u0646<\/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. \u062a\u064a\u0646\u0633\u0648\u0631 \u0641\u0644\u0648<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">TensorFlow \u0647\u0648 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0646 Google \u064a\u062a\u0636\u0645\u0646 \u0623\u062f\u0648\u0627\u062a \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0633\u0645\u0627\u062a \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u0627\u0644\u0646\u0635\u0648\u0635 \u0623\u0648 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629. \u064a\u0639\u0627\u0644\u062c \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u062e\u0627\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0637\u0628\u0642\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u0631\u062c\u0629 \u0623\u0648 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629\u060c \u0648\u064a\u0633\u062a\u062e\u0631\u062c \u0633\u0645\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062d\u0648\u0627\u0641 \u0641\u064a \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0641\u064a \u0627\u0644\u0646\u0635. \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0623\u0648 \u0627\u0644\u0645\u0637\u0648\u0631\u0648\u0646 \u0627\u0644\u0646\u0638\u0627\u0645 \u0644\u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0623\u0648 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u0639\u0645\u0644 \u0627\u0644\u0625\u0637\u0627\u0631 \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0648\u064a\u062f\u0639\u0645 \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 Keras \u0644\u062a\u0628\u0633\u064a\u0637 \u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a. \u0648\u064a\u062a\u0637\u0644\u0628 \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062a\u062d\u062f\u064a\u062f \u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0634\u0628\u0643\u0629 \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627\u060c \u0644\u0625\u0646\u062a\u0627\u062c \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0645\u064a\u0632\u0627\u062a \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0644\u0627\u062d\u0642\u0629. \u0648\u062a\u0623\u062a\u064a \u0645\u0631\u0648\u0646\u062a\u0647 \u0645\u0639 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a.<\/li>\n\n\n\n<li>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0632\u0645\u0646\u064a\u0629.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0645\u062b\u0644 CNN \u0648RNNs.<\/li>\n\n\n\n<li>\u064a\u062f\u0639\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0648\u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627.<\/li>\n\n\n\n<li>\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0644\u0645\u0647\u0627\u0645 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0627\u064a\u062c\u0627\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u0631\u0646\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u0645\u0639 \u0646\u0645\u0627\u0630\u062c \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u062e\u0635\u064a\u0635.<\/li>\n\n\n\n<li>\u0645\u062c\u062a\u0645\u0639 \u0643\u0628\u064a\u0631 \u0648\u062a\u0648\u062b\u064a\u0642 \u0648\u0627\u0633\u0639 \u0627\u0644\u0646\u0637\u0627\u0642.<\/li>\n\n\n\n<li>\u064a\u0639\u0645\u0644 \u0639\u0628\u0631 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0648\u0627\u0644\u0623\u062c\u0647\u0632\u0629.<\/li>\n\n\n\n<li>\u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0645\u0639 \u062a\u0633\u0631\u064a\u0639 GPU\/TPU.<\/li>\n\n\n\n<li>\u0645\u062c\u0627\u0646\u064a \u0628\u062f\u0648\u0646 \u062a\u0643\u0627\u0644\u064a\u0641 \u062a\u0631\u062e\u064a\u0635.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0633\u0644\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u062a\u0637\u0644\u0628 \u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630.<\/li>\n\n\n\n<li>\u0645\u0646\u062d\u0646\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u062d\u0627\u062f \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646.<\/li>\n\n\n\n<li>\u062a\u062a\u0637\u0644\u0628 \u0645\u0648\u0627\u0631\u062f \u0643\u062b\u064a\u0631\u0629 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631\u0629.<\/li>\n\n\n\n<li>\u0642\u062f \u064a\u0643\u0648\u0646 \u0627\u0644\u0625\u0639\u062f\u0627\u062f \u0645\u0639\u0642\u062f\u064b\u0627 \u0641\u064a \u0627\u0644\u0628\u062f\u0627\u064a\u0629.<\/li>\n\n\n\n<li>\u062f\u0639\u0645 \u0645\u062d\u062f\u0648\u062f \u0644\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 \u0627\u0644\u0645\u062f\u0645\u062c\u0629.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0627\u062a\u0635\u0627\u0644<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a: tensorflow.org<\/li>\n\n\n\n<li>X: x.com\/tensorflow<\/li>\n\n\n\n<li>\u0644\u064a\u0646\u0643\u062f\u0625\u0646: linkedin.com\/showcase\/tensorflowdev<\/li>\n\n\n\n<li>\u064a\u0648\u062a\u064a\u0648\u0628: 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. \u0628\u0627\u064a \u062a\u0648\u0631\u0634<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">PyTorch \u0647\u064a \u0645\u0643\u062a\u0628\u0629 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0646 Meta AI \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0633\u0645\u0627\u062a \u0645\u0646 \u0623\u0646\u0648\u0627\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629\u060c \u0648\u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629. \u0648\u0647\u064a \u062a\u0633\u062a\u062e\u0631\u062c \u0633\u0645\u0627\u062a \u0645\u062b\u0644 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u0627\u0644\u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0645\u062b\u0644 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0627\u0644\u0645\u062a\u0639\u0631\u062c\u0629 \u0623\u0648 \u0627\u0644\u0645\u062d\u0648\u0644\u0629. \u0648\u064a\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0648\u0646 \u0623\u0648 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0648\u0646 \u0641\u064a \u0627\u0644\u0635\u0646\u0627\u0639\u0629 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0628\u062d\u062b\u064a\u0629 \u0648\u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u0639\u0645\u0644 \u0627\u0644\u0646\u0638\u0627\u0645 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 Python\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0627\u0644\u0645\u0631\u0648\u0646\u0629 \u0644\u062a\u0635\u0645\u064a\u0645 \u0623\u0648 \u062a\u0643\u064a\u064a\u0641 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0644\u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0633\u0645\u0627\u062a \u0645\u0646 \u0627\u0644\u0635\u0648\u062a \u0623\u0648 \u0627\u0644\u0641\u064a\u062f\u064a\u0648. \u0643\u0645\u0627 \u064a\u0639\u0627\u0644\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0623\u0648 \u0641\u064a \u0648\u0636\u0639 \u0627\u0644\u062f\u0641\u0639\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0646\u062a\u062c \u0645\u062a\u062c\u0647\u0627\u062a \u0627\u0644\u0633\u0645\u0627\u062a \u0644\u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a. \u064a\u0646\u0627\u0633\u0628 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0627\u0644\u062d\u0633\u0627\u0628\u064a \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a \u0627\u0644\u062a\u062c\u0631\u064a\u0628 \u0648\u0644\u0643\u0646\u0647 \u064a\u062a\u0637\u0644\u0628 \u062e\u0628\u0631\u0629 \u0641\u0646\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0639 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u0631\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0645\u0646 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0644\u0635\u0648\u062a.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0648\u0627\u0644\u0645\u062d\u0648\u0644\u0629.<\/li>\n\n\n\n<li>\u064a\u0639\u0645\u0644 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0628\u0631\u0645\u062c\u0629 Python.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u0625\u0646\u062a\u0627\u062c.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0627\u064a\u062c\u0627\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u0631\u0646\u0629 \u0645\u0639 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629.<\/li>\n\n\n\n<li>\u062f\u0639\u0645 \u0642\u0648\u064a \u0644\u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u0628\u062d\u062b.<\/li>\n\n\n\n<li>\u064a\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0623\u0646\u0638\u0645\u0629 Python \u0627\u0644\u0628\u064a\u0626\u064a\u0629.<\/li>\n\n\n\n<li>\u0645\u0646\u0635\u0629 \u0645\u062c\u0627\u0646\u064a\u0629 \u0648\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631.<\/li>\n\n\n\n<li>\u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0645\u0639 \u062f\u0639\u0645 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0633\u0644\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u062a\u0637\u0644\u0628 \u0625\u062a\u0642\u0627\u0646 \u0627\u0644\u0628\u0631\u0645\u062c\u0629.<\/li>\n\n\n\n<li>\u0623\u0642\u0644 \u0628\u062f\u064a\u0647\u064a\u0629 \u0644\u063a\u064a\u0631 \u0627\u0644\u0645\u0628\u0631\u0645\u062c\u064a\u0646.<\/li>\n\n\n\n<li>\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u062c\u0647\u0629 \u0645\u0633\u062a\u062e\u062f\u0645 \u0631\u0633\u0648\u0645\u064a\u0629 \u0645\u062d\u062f\u0648\u062f\u0629 \u0645\u064f\u0639\u062f\u0651\u0629 \u0645\u0633\u0628\u0642\u064b\u0627.<\/li>\n\n\n\n<li>\u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0623\u0628\u0637\u0623 \u0645\u0646 \u0627\u0644\u0623\u0637\u0631 \u0627\u0644\u062b\u0627\u0628\u062a\u0629.<\/li>\n\n\n\n<li>\u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u0625\u0639\u062f\u0627\u062f \u062a\u0643\u0648\u064a\u0646\u064b\u0627 \u0641\u0646\u064a\u064b\u0627.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0627\u062a\u0635\u0627\u0644<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a: pytorch.org<\/li>\n\n\n\n<li>X: x.com\/pytorch<\/li>\n\n\n\n<li>\u0641\u064a\u0633\u0628\u0648\u0643: facebook.com\/pytorch<\/li>\n\n\n\n<li>\u0644\u064a\u0646\u0643\u062f\u0625\u0646: linkedin.com\/company\/pytorch<\/li>\n\n\n\n<li>\u064a\u0648\u062a\u064a\u0648\u0628: 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. Scikit-learn<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Scikit-learn \u0647\u064a \u0645\u0643\u062a\u0628\u0629 Python \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0633\u0645\u0627\u062a \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0623\u0648 \u0627\u0644\u0646\u0635\u064a\u0629 \u0623\u0648 \u0627\u0644\u062a\u0635\u0646\u064a\u0641\u064a\u0629. \u0648\u0647\u064a \u062a\u0637\u0628\u0642 \u0623\u0633\u0627\u0644\u064a\u0628 \u0645\u062b\u0644 PCA (\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629) \u0623\u0648 TF-IDF \u0644\u062a\u062d\u0648\u064a\u0644 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0645 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0633\u0645\u0627\u062a \u0645\u062e\u062a\u0635\u0631\u0629. \u064a\u0633\u062a\u062e\u062f\u0645 \u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0627\u0629 \u0644\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0641\u064a \u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u0639\u0645\u0644 \u0627\u0644\u0646\u0638\u0627\u0645 \u062f\u0627\u062e\u0644 Python\u060c \u0648\u064a\u0648\u0641\u0631 \u0648\u0638\u0627\u0626\u0641 \u0645\u062f\u0645\u062c\u0629 \u0644\u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0623\u0648 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0646\u0635 \u0625\u0644\u0649 \u0645\u062a\u062c\u0647\u060c \u0645\u0645\u0627 \u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0645\u0646 \u0627\u0644\u0625\u0639\u062f\u0627\u062f. \u0643\u0645\u0627 \u064a\u0639\u0627\u0644\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u0646\u062a\u062c \u0645\u0635\u0641\u0648\u0641\u0627\u062a \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u0648 \u062a\u062d\u0644\u064a\u0644\u0647. \u0648\u062a\u0646\u0627\u0633\u0628 \u0628\u0633\u0627\u0637\u062a\u0647 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0623\u0635\u063a\u0631 \u062d\u062c\u0645\u064b\u0627 \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u062d\u062f \u0645\u0646 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u0643\u062a\u0628\u0629 Python \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0644\u0645\u064a\u0632\u0627\u062a.<\/li>\n\n\n\n<li>\u064a\u0646\u0637\u0628\u0642 \u0639\u0644\u0649 PCA \u0648TF-IDF \u0648\u0627\u0644\u0645\u0632\u064a\u062f.<\/li>\n\n\n\n<li>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0648\u0627\u0644\u0646\u0635\u064a\u0629.<\/li>\n\n\n\n<li>\u0623\u062f\u0648\u0627\u062a \u0645\u062f\u0645\u062c\u0629 \u0644\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629.<\/li>\n\n\n\n<li>\u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u0644\u062a\u062d\u0636\u064a\u0631 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0627\u064a\u062c\u0627\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0633\u0647\u0644 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0639 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0628\u0633\u064a\u0637\u0629.<\/li>\n\n\n\n<li>\u0645\u062c\u0627\u0646\u064a \u0628\u062f\u0648\u0646 \u0631\u0633\u0648\u0645 \u062a\u0631\u062e\u064a\u0635.<\/li>\n\n\n\n<li>\u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0637\u0631\u0642 \u0627\u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c.<\/li>\n\n\n\n<li>\u064a\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0623\u062f\u0648\u0627\u062a Python.<\/li>\n\n\n\n<li>\u0625\u0639\u062f\u0627\u062f \u0633\u0631\u064a\u0639 \u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0633\u0644\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0645\u062d\u062f\u0648\u062f\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629.<\/li>\n\n\n\n<li>\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642.<\/li>\n\n\n\n<li>\u064a\u062a\u0637\u0644\u0628 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u064a\u062f\u0648\u064a\u0629.<\/li>\n\n\n\n<li>\u0642\u064a\u0648\u062f \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0641\u064a \u0627\u0644\u0630\u0627\u0643\u0631\u0629.<\/li>\n\n\n\n<li>\u0623\u0642\u0644 \u0645\u0644\u0627\u0621\u0645\u0629 \u0644\u0644\u0645\u0647\u0627\u0645 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0627\u062a\u0635\u0627\u0644<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a: scikit-learn.org<\/li>\n\n\n\n<li>\u0641\u064a\u0633\u0628\u0648\u0643: facebook.com\/scikitlearnofficial<\/li>\n\n\n\n<li>\u0627\u0646\u0633\u062a\u062c\u0631\u0627\u0645: instagram.com\/scikitlearnofficial<\/li>\n\n\n\n<li>\u0644\u064a\u0646\u0643\u062f\u0625\u0646: linkedin.com\/company\/scikit-learn<\/li>\n\n\n\n<li>\u064a\u0648\u062a\u064a\u0648\u0628: 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. \u0623\u0648\u0628\u0646 \u0633\u064a \u0641\u064a<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">OpenCV \u0647\u064a \u0645\u0643\u062a\u0628\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0645\u0639 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0633\u0645\u0627\u062a \u0645\u0646 \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u0645\u0642\u0627\u0637\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648. \u0648\u0647\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u062b\u0644 SIFT \u0623\u0648 SURF \u0623\u0648 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0633\u0645\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062d\u0648\u0627\u0641 \u0623\u0648 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629. \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u0647\u0646\u062f\u0633\u0648\u0646 \u0623\u0648 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0627\u0644\u0623\u062f\u0627\u0629 \u0644\u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0623\u0648 \u062a\u062a\u0628\u0639 \u0627\u0644\u062d\u0631\u0643\u0629.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u0639\u0645\u0644 \u0627\u0644\u0646\u0638\u0627\u0645 \u0639\u0628\u0631 \u0645\u0646\u0635\u0627\u062a \u0628\u0648\u0627\u062c\u0647\u0627\u062a Python \u0623\u0648 C++\u060c \u0648\u064a\u0639\u0627\u0644\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629 \u0644\u0625\u0646\u062a\u0627\u062c \u0623\u0648\u0635\u0627\u0641 \u0623\u0648 \u0645\u062a\u062c\u0647\u0627\u062a \u0644\u0644\u0645\u064a\u0632\u0627\u062a. \u0648\u064a\u062a\u0637\u0644\u0628 \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062a\u062d\u062f\u064a\u062f \u0623\u0648 \u062a\u0646\u0641\u064a\u0630 \u0623\u0633\u0627\u0644\u064a\u0628\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0627\u0644\u0645\u0631\u0648\u0646\u0629 \u0644\u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u062e\u0635\u0635\u0629. \u0648\u064a\u062d\u062f \u062a\u0631\u0643\u064a\u0632\u0647 \u0639\u0644\u0649 \u0627\u0644\u0631\u0624\u064a\u0629 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u0643\u062a\u0628\u0629 \u0631\u0624\u064a\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u0631\u062c \u0645\u064a\u0632\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062d\u0648\u0627\u0641 \u0648\u0646\u0642\u0627\u0637 \u0627\u0644\u0645\u0641\u0627\u062a\u064a\u062d.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 SIFT \u0648SURF \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0639\u0635\u0628\u064a\u0629.<\/li>\n\n\n\n<li>\u064a\u062f\u0639\u0645 \u0648\u0627\u062c\u0647\u0627\u062a Python \u0648 C++.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0627\u064a\u062c\u0627\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u062c\u0627\u0646\u064a \u0645\u0639 \u0623\u062f\u0648\u0627\u062a \u0631\u0624\u064a\u0629 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642.<\/li>\n\n\n\n<li>\u0627\u0644\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0645\u0646\u0635\u0627\u062a.<\/li>\n\n\n\n<li>\u0645\u0631\u0646\u0629 \u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u062e\u0635\u0635\u0629.<\/li>\n\n\n\n<li>\u0642\u0627\u0639\u062f\u0629 \u062f\u0639\u0645 \u0645\u062c\u062a\u0645\u0639\u064a\u0629 \u0643\u0628\u064a\u0631\u0629.<\/li>\n\n\n\n<li>\u0641\u0639\u0627\u0644\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0633\u0644\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629.<\/li>\n\n\n\n<li>\u064a\u062a\u0637\u0644\u0628 \u062e\u0628\u0631\u0629 \u0641\u064a \u0627\u0644\u062a\u0631\u0645\u064a\u0632.<\/li>\n\n\n\n<li>\u0625\u0639\u062f\u0627\u062f \u0645\u0639\u0642\u062f \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646.<\/li>\n\n\n\n<li>\u062a\u0631\u0643\u064a\u0632 \u0623\u0642\u0644 \u0639\u0644\u0649 \u0627\u0644\u0645\u0647\u0627\u0645 \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0631\u0624\u064a\u0629.<\/li>\n\n\n\n<li>\u064a\u062e\u062a\u0644\u0641 \u0627\u0644\u0623\u062f\u0627\u0621 \u0628\u0627\u062e\u062a\u0644\u0627\u0641 \u0627\u0644\u0623\u062c\u0647\u0632\u0629.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0627\u062a\u0635\u0627\u0644<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a: opencv.org<\/li>\n\n\n\n<li>\u0627\u0644\u0639\u0646\u0648\u0627\u0646: 445 Sherman Ave, Palo Alto, CA 94306, USA<\/li>\n\n\n\n<li>\u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a: admin@opencv.org<\/li>\n\n\n\n<li>X: x.com\/opencvlibrary<\/li>\n\n\n\n<li>\u0641\u064a\u0633\u0628\u0648\u0643: facebook.com\/opencvlibrary<\/li>\n\n\n\n<li>\u064a\u0648\u062a\u064a\u0648\u0628: 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. \u0644\u064a\u0628\u0631\u0648\u0633\u0627<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Librosa \u0647\u064a \u0645\u0643\u062a\u0628\u0629 Python \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0635\u0648\u062a\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0645\u0648\u0633\u064a\u0642\u0649 \u0623\u0648 \u0627\u0644\u0643\u0644\u0627\u0645. \u062a\u0633\u062a\u062e\u0631\u062c \u0645\u064a\u0632\u0627\u062a \u0645\u062b\u0644 MFCCs (\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u062a\u0631\u062f\u062f \u0627\u0644\u0645\u064a\u0644\u0627\u0646\u064a) \u0623\u0648 \u0627\u0644\u0644\u0648\u0646 \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u0648\u062a \u0627\u0644\u062e\u0627\u0645. \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0623\u0648 \u0627\u0644\u0645\u0637\u0648\u0631\u0648\u0646 \u0627\u0644\u0623\u062f\u0627\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0648\u062a \u0623\u0648 \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u064a\u0647.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u0639\u0645\u0644 \u0627\u0644\u0646\u0638\u0627\u0645 \u062f\u0627\u062e\u0644 Python\u060c \u0648\u064a\u0648\u0641\u0631 \u0648\u0638\u0627\u0626\u0641 \u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0635\u0648\u062a \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0645\u064a\u0632\u0627\u062a \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0623\u0648 \u0627\u0644\u062a\u0635\u0648\u0631. \u0648\u064a\u0639\u0627\u0644\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0623\u0648\u0636\u0627\u0639 \u0627\u0644\u062f\u0641\u0639\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u062a\u0637\u0644\u0628 \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062a\u062d\u062f\u064a\u062f \u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u064a\u062f\u0648\u064a\u064b\u0627. \u0648\u064a\u062d\u062f \u062a\u062e\u0635\u0635\u0647 \u0641\u064a \u0627\u0644\u0635\u0648\u062a \u0645\u0646 \u0646\u0637\u0627\u0642 \u062a\u0637\u0628\u064a\u0642\u0647 \u0627\u0644\u0623\u0648\u0633\u0639.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0635\u0648\u062a.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u0631\u062c MFCCs \u0648\u0627\u0644\u0643\u0631\u0648\u0645\u0627 \u0648\u0627\u0644\u0645\u0632\u064a\u062f.<\/li>\n\n\n\n<li>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0648\u0633\u064a\u0642\u064a\u0629 \u0648\u0627\u0644\u0643\u0644\u0627\u0645\u064a\u0629.<\/li>\n\n\n\n<li>\u064a\u0639\u0645\u0644 \u0639\u0628\u0631 \u0648\u0638\u0627\u0626\u0641 \u0628\u0627\u064a\u062b\u0648\u0646.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0644\u0645\u0647\u0627\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0648\u062a.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0627\u064a\u062c\u0627\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0623\u062f\u0627\u0629 \u0645\u062c\u0627\u0646\u064a\u0629 \u0648\u0645\u062a\u062e\u0635\u0635\u0629 \u0641\u064a \u0627\u0644\u0635\u0648\u062a.<\/li>\n\n\n\n<li>\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0633\u0647\u0644 \u0645\u0639 \u0628\u0627\u064a\u062b\u0648\u0646.<\/li>\n\n\n\n<li>\u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0635\u0648\u062a\u064a\u0629.<\/li>\n\n\n\n<li>\u062f\u0639\u0645 \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0635\u0648\u062a\u064a\u0629.<\/li>\n\n\n\n<li>\u0641\u0639\u0627\u0644\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0625\u0634\u0627\u0631\u0629.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0633\u0644\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u0648\u062a\u064a\u0629 \u0641\u0642\u0637.<\/li>\n\n\n\n<li>\u064a\u062a\u0637\u0644\u0628 \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u064a\u062f\u0648\u064a\u064b\u0627.<\/li>\n\n\n\n<li>\u0623\u0642\u0644 \u0645\u0644\u0627\u0621\u0645\u0629 \u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629.<\/li>\n\n\n\n<li>\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629.<\/li>\n\n\n\n<li>\u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0627\u062a\u0635\u0627\u0644<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a: librosa.org<\/li>\n\n\n\n<li>\u062c\u064a\u062b\u0628: 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. \u0633\u0628\u0627\u0633\u064a<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">spaCy \u0647\u064a \u0645\u0643\u062a\u0628\u0629 Python \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635. \u0648\u0647\u064a \u062a\u0648\u0644\u062f \u0645\u064a\u0632\u0627\u062a \u0645\u062b\u0644 \u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0623\u0648 \u0639\u0644\u0627\u0645\u0627\u062a POS \u0623\u0648 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u0645\u0627\u0629 \u0645\u0646 \u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0646\u0635 \u0627\u0644\u062e\u0627\u0645. \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u0637\u0648\u0631\u0648\u0646 \u0623\u0648 \u0627\u0644\u0644\u063a\u0648\u064a\u0648\u0646 \u0627\u0644\u0623\u062f\u0627\u0629 \u0644\u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0635 \u0623\u0648 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u0639\u0645\u0644 \u0627\u0644\u0646\u0638\u0627\u0645 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0623\u0648 \u062a\u062f\u0631\u064a\u0628 \u0645\u062e\u0635\u0635\u060c \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0646\u0635\u0648\u0635 \u0644\u0625\u0646\u062a\u0627\u062c \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0645\u064a\u0632\u0627\u062a \u0645\u0646\u0638\u0645\u0629 \u0644\u0644\u062a\u062d\u0644\u064a\u0644. \u0648\u064a\u0639\u0645\u0644 \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0633\u0637\u062d \u0627\u0644\u0645\u0643\u062a\u0628 \u0623\u0648 \u0627\u0644\u062e\u0627\u062f\u0645\u060c \u0648\u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0645\u0646 \u0627\u0644\u0625\u0639\u062f\u0627\u062f \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629. \u0648\u064a\u062d\u062f \u062a\u0631\u0643\u064a\u0632\u0647 \u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0646\u0635.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u0631\u062c \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0648\u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0648\u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0646\u0645\u0627\u0630\u062c \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627.<\/li>\n\n\n\n<li>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0646\u0635 \u0627\u0644\u062e\u0627\u0645 \u0628\u0643\u0641\u0627\u0621\u0629.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0644\u0644\u062a\u0635\u0646\u064a\u0641 \u0648 NER.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0627\u064a\u062c\u0627\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0623\u062f\u0627\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0633\u0631\u064a\u0639\u0629 \u0648\u0641\u0639\u0627\u0644\u0629.<\/li>\n\n\n\n<li>\u0646\u0645\u0627\u0630\u062c \u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0645\u062a\u0627\u062d\u0629.<\/li>\n\n\n\n<li>\u0645\u062c\u0627\u0646\u064a \u0628\u062f\u0648\u0646 \u062a\u0643\u0644\u0641\u0629 \u062a\u0631\u062e\u064a\u0635.<\/li>\n\n\n\n<li>\u0625\u0639\u062f\u0627\u062f \u0633\u0647\u0644 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0646\u0635\u064a\u0629.<\/li>\n\n\n\n<li>\u062f\u0639\u0645 \u0642\u0648\u064a \u0645\u0646 \u0627\u0644\u0645\u062c\u062a\u0645\u0639.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0633\u0644\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635 \u0641\u0642\u0637.<\/li>\n\n\n\n<li>\u064a\u062a\u0637\u0644\u0628 \u062a\u062f\u0631\u064a\u0628\u064b\u0627 \u0646\u0645\u0648\u0630\u062c\u064a\u064b\u0627 \u0644\u0644\u062a\u0641\u0627\u0635\u064a\u0644.<\/li>\n\n\n\n<li>\u0623\u0642\u0644 \u0645\u0631\u0648\u0646\u0629 \u0644\u0644\u0645\u0647\u0627\u0645 \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629.<\/li>\n\n\n\n<li>\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/li>\n\n\n\n<li>\u064a\u0646\u0645\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0627\u062a\u0635\u0627\u0644<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a: spacey.io<\/li>\n\n\n\n<li>\u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a: contact@explosion.ai<\/li>\n\n\n\n<li>\u064a\u0648\u062a\u064a\u0648\u0628: 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. \u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u062f\u0648\u0627\u062a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u064a\u0632\u0627\u062a MATLAB<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">MATLAB Feature Extraction Toolbox \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u062f\u0648\u0627\u062a \u062a\u062c\u0627\u0631\u064a\u0629 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0645\u0646 \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a \u0623\u0648 \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u0627\u0644\u0646\u0635\u0648\u0635 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629. \u0648\u0647\u064a \u062a\u0637\u0628\u0642 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u062a\u062d\u0648\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0627\u062a \u0623\u0648 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0645 \u0648\u062a\u062d\u0648\u064a\u0644\u0647\u0627 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0645\u064a\u0632\u0627\u062a. \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u0647\u0646\u062f\u0633\u0648\u0646 \u0623\u0648 \u0627\u0644\u0639\u0644\u0645\u0627\u0621 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0627\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a \u0623\u0648 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0645\u0627\u0637.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u0639\u0645\u0644 \u0627\u0644\u0646\u0638\u0627\u0645 \u062f\u0627\u062e\u0644 MATLAB\u060c \u0648\u064a\u0648\u0641\u0631 \u0648\u0638\u0627\u0626\u0641 \u0645\u062f\u0645\u062c\u0629 \u0648\u0648\u0627\u062c\u0647\u0629 \u0645\u0633\u062a\u062e\u062f\u0645 \u0631\u0633\u0648\u0645\u064a\u0629 \u0644\u062a\u062f\u0641\u0642\u0627\u062a \u0639\u0645\u0644 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0628\u0623\u0642\u0644 \u0642\u062f\u0631 \u0645\u0646 \u0627\u0644\u062a\u0631\u0645\u064a\u0632. \u0643\u0645\u0627 \u064a\u0639\u0627\u0644\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0623\u0648\u0636\u0627\u0639 \u0627\u0644\u062f\u0641\u0639\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0646\u062a\u062c \u0645\u062a\u062c\u0647\u0627\u062a \u0645\u064a\u0632\u0627\u062a \u0623\u0648 \u062a\u0635\u0648\u0631\u0627\u062a \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0625\u0636\u0627\u0641\u064a. \u0637\u0628\u064a\u0639\u062a\u0647 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0648\u0627\u0639\u062a\u0645\u0627\u062f\u0647 \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0635\u0629 \u064a\u062d\u062f\u0627\u0646 \u0645\u0646 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u064a\u0647.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u062c\u0645\u0648\u0639\u0629 \u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0625\u0634\u0627\u0631\u0629 \u0648\u0627\u0644\u0635\u0648\u0631\u0629.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u062a\u062d\u0648\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0627\u062a \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629.<\/li>\n\n\n\n<li>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n\n\n\n<li>\u064a\u0639\u0645\u0644 \u0636\u0645\u0646 \u0628\u064a\u0626\u0629 MATLAB.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0645\u0627\u0637.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0627\u064a\u062c\u0627\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0623\u062f\u0648\u0627\u062a \u0645\u062f\u0645\u062c\u0629 \u0634\u0627\u0645\u0644\u0629.<\/li>\n\n\n\n<li>\u062a\u0642\u0644\u0644 \u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 (GUI) \u0645\u0646 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u062a\u0631\u0645\u064a\u0632.<\/li>\n\n\n\n<li>\u0645\u0648\u062b\u0648\u0642\u0629 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0647\u0646\u062f\u0633\u064a\u0629.<\/li>\n\n\n\n<li>\u064a\u062f\u0639\u0645 \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629.<\/li>\n\n\n\n<li>\u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u062a\u0641\u0635\u064a\u0644\u064a\u0629 \u0645\u062a\u0627\u062d\u0629.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0633\u0644\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u062a\u0637\u0644\u0628 \u0631\u0633\u0648\u0645 \u062a\u0631\u062e\u064a\u0635 MATLAB.<\/li>\n\n\n\n<li>\u064a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 MATLAB.<\/li>\n\n\n\n<li>\u062b\u0642\u064a\u0644 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629.<\/li>\n\n\n\n<li>\u0623\u0642\u0644 \u0627\u0646\u0641\u062a\u0627\u062d\u0627 \u0644\u0644\u062a\u062e\u0635\u064a\u0635.<\/li>\n\n\n\n<li>\u062a\u0643\u0644\u0641\u0629 \u0628\u0627\u0647\u0638\u0629 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u0635\u063a\u0627\u0631.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0627\u062a\u0635\u0627\u0644<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a: mathworks.com<\/li>\n\n\n\n<li>\u0627\u0644\u0639\u0646\u0648\u0627\u0646: 1 Apple Hill Drive, Natick, MA 01760-2098, \u0627\u0644\u0648\u0644\u0627\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u062d\u062f\u0629<\/li>\n\n\n\n<li>\u0627\u0644\u0647\u0627\u062a\u0641: 508-647-7000<\/li>\n\n\n\n<li>X: x.com\/MATLAB<\/li>\n\n\n\n<li>\u0641\u064a\u0633\u0628\u0648\u0643: facebook.com\/MATLAB<\/li>\n\n\n\n<li>\u0627\u0646\u0633\u062a\u062c\u0631\u0627\u0645: instagram.com\/matlab<\/li>\n\n\n\n<li>\u0644\u064a\u0646\u0643\u062f\u0625\u0646: linkedin.com\/company\/the-mathworks_2<\/li>\n\n\n\n<li>\u064a\u0648\u062a\u064a\u0648\u0628: 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. NLTK (\u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">NLTK \u0647\u064a \u0645\u0643\u062a\u0628\u0629 Python \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0633\u0645\u0627\u062a \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u0648\u0635 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0644\u063a\u0648\u064a\u0629. \u0648\u0647\u064a \u062a\u0633\u062a\u062e\u0631\u062c \u0633\u0645\u0627\u062a \u0645\u062b\u0644 \u0639\u062f\u062f \u0627\u0644\u0631\u0645\u0648\u0632 \u0623\u0648 n-grams \u0623\u0648 \u062f\u0631\u062c\u0627\u062a \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0645\u0646 \u0627\u0644\u0646\u0635 \u0627\u0644\u062e\u0627\u0645 \u0644\u0645\u0647\u0627\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629. \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0644\u063a\u0648\u064a\u0648\u0646 \u0623\u0648 \u0645\u062d\u0644\u0644\u0648 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0627\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0646\u0635\u0648\u0635 \u0623\u0648 \u0627\u0644\u0628\u062d\u062b.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u0639\u0645\u0644 \u0627\u0644\u0646\u0638\u0627\u0645 \u062f\u0627\u062e\u0644 Python\u060c \u0648\u064a\u0648\u0641\u0631 \u0648\u0638\u0627\u0626\u0641 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0633\u0628\u0642\u0629 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0646\u0635 \u0645\u0639 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0645\u0646 \u0627\u0644\u0625\u0639\u062f\u0627\u062f. \u0648\u064a\u0646\u062a\u062c \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0645\u064a\u0632\u0627\u062a \u0645\u062b\u0644 \u062d\u0642\u064a\u0628\u0629 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0623\u0648 \u0645\u062a\u062c\u0647\u0627\u062a \u0627\u0644\u062a\u0631\u062f\u062f\u060c \u0645\u0645\u0627 \u064a\u062a\u0637\u0644\u0628 \u062a\u0643\u0648\u064a\u0646\u064b\u0627 \u064a\u062f\u0648\u064a\u064b\u0627 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629. \u0648\u064a\u062d\u062f \u062a\u0631\u0643\u064a\u0632\u0647 \u0639\u0644\u0649 \u0627\u0644\u0646\u0635 \u0641\u0642\u0637 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0646\u0635.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u0631\u062c \u0627\u0644\u0631\u0645\u0648\u0632\u060c \u0648\u0627\u0644\u0640n-grams\u060c \u0648\u0627\u0644\u0639\u0648\u0627\u0637\u0641.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n\n\n\n<li>\u064a\u0639\u0645\u0644 \u0639\u0628\u0631 \u0648\u0638\u0627\u0626\u0641 \u0628\u0627\u064a\u062b\u0648\u0646.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u0635\u0648\u0635.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0627\u064a\u062c\u0627\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0623\u062f\u0627\u0629 \u0645\u062c\u0627\u0646\u064a\u0629 \u0648\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639.<\/li>\n\n\n\n<li>\u0625\u0639\u062f\u0627\u062f \u0628\u0633\u064a\u0637 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0646\u0635.<\/li>\n\n\n\n<li>\u0645\u062c\u0645\u0648\u0639\u0629 \u063a\u0646\u064a\u0629 \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0644\u063a\u0648\u064a\u0629.<\/li>\n\n\n\n<li>\u062f\u0639\u0645 \u0642\u0648\u064a \u0645\u0646 \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a.<\/li>\n\n\n\n<li>\u064a\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0645\u0643\u062a\u0628\u0627\u062a Python.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0633\u0644\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635 \u0641\u0642\u0637.<\/li>\n\n\n\n<li>\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0629.<\/li>\n\n\n\n<li>\u064a\u062a\u0637\u0644\u0628 \u062a\u0635\u0645\u064a\u0645 \u0645\u064a\u0632\u0629 \u064a\u062f\u0648\u064a\u0629.<\/li>\n\n\n\n<li>\u0623\u0628\u0637\u0623 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0643\u0628\u064a\u0631\u0629.<\/li>\n\n\n\n<li>\u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0627\u062a\u0635\u0627\u0644<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a: 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. \u062c\u064a\u0646\u0633\u064a\u0645<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Gensim \u0647\u064a \u0645\u0643\u062a\u0628\u0629 Python \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0633\u0645\u0627\u062a \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u0648\u0635\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0648\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a. \u062a\u0639\u0627\u0644\u062c \u0627\u0644\u0646\u0635 \u0627\u0644\u062e\u0627\u0645 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0633\u0645\u0627\u062a \u0645\u062b\u0644 \u0645\u062a\u062c\u0647\u0627\u062a \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0623\u0648 \u0645\u0648\u0627\u0636\u064a\u0639 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u062b\u0644 LDA \u0623\u0648 Word2Vec. \u064a\u0633\u062a\u062e\u062f\u0645 \u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0628\u0627\u062d\u062b\u0648 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0627\u0629 \u0644\u0645\u0647\u0627\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u0635\u0648\u0635.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u0639\u0645\u0644 \u0627\u0644\u0646\u0638\u0627\u0645 \u062f\u0627\u062e\u0644 Python\u060c \u0645\u0645\u0627 \u064a\u062a\u0637\u0644\u0628 \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0646\u0635 \u0645\u0633\u0628\u0642\u064b\u0627 \u0648\u062a\u0637\u0628\u064a\u0642 \u0646\u0645\u0627\u0630\u062c \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0645\u0639 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0645\u0646 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a. \u0643\u0645\u0627 \u064a\u0646\u062a\u062c \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0645\u062a\u062c\u0647\u064a\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0623\u0648 \u0627\u0644\u062a\u0635\u0648\u0631\u060c \u0645\u062d\u0633\u0651\u0646\u0629 \u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0646\u0635\u0648\u0635. \u0648\u064a\u062d\u062f \u062a\u062e\u0635\u0635\u0647 \u0641\u064a \u0627\u0644\u0646\u0635 \u0645\u0646 \u0646\u0637\u0627\u0642 \u062a\u0637\u0628\u064a\u0642\u0647 \u0627\u0644\u0623\u0648\u0633\u0639.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0646\u0635.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u0631\u062c \u0645\u062a\u062c\u0647\u0627\u062a \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0648\u0627\u0644\u0645\u0648\u0636\u0648\u0639\u0627\u062a.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a LDA \u0648Word2Vec.<\/li>\n\n\n\n<li>\u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0643\u0628\u064a\u0631\u0629.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0648\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0645\u0648\u0627\u0636\u064a\u0639.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0627\u064a\u062c\u0627\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0641\u0639\u0627\u0644\u0629 \u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629.<\/li>\n\n\n\n<li>\u0645\u062c\u0627\u0646\u064a \u0628\u062f\u0648\u0646 \u0631\u0633\u0648\u0645 \u062a\u0631\u062e\u064a\u0635.<\/li>\n\n\n\n<li>\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0627\u0644\u0642\u0648\u064a \u0639\u0644\u0649 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a.<\/li>\n\n\n\n<li>\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0633\u0647\u0644 \u0645\u0639 \u0628\u0627\u064a\u062b\u0648\u0646.<\/li>\n\n\n\n<li>\u062a\u0645 \u062a\u0648\u062b\u064a\u0642\u0647 \u062c\u064a\u062f\u064b\u0627 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 NLP.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0633\u0644\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629.<\/li>\n\n\n\n<li>\u064a\u062a\u0637\u0644\u0628 \u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629.<\/li>\n\n\n\n<li>\u0623\u0642\u0644 \u0645\u0644\u0627\u0621\u0645\u0629 \u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629.<\/li>\n\n\n\n<li>\u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062e\u0628\u0631\u0629 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629.<\/li>\n\n\n\n<li>\u062f\u0639\u0645 \u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u0642\u0637.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0627\u062a\u0635\u0627\u0644<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a: radimrehurek.com<\/li>\n\n\n\n<li>X: x.com\/radimrehurek<\/li>\n\n\n\n<li>\u0644\u064a\u0646\u0643\u062f\u0625\u0646: 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. \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a ArcGIS<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">ArcGIS Extract Features Using AI Models \u0647\u064a \u0623\u062f\u0627\u0629 \u0636\u0645\u0646 ArcGIS Pro \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0639\u0627\u0644\u0645 \u0645\u0646 \u0627\u0644\u0635\u0648\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0623\u0648 \u0627\u0644\u0645\u062e\u0635\u0635\u0629. \u0648\u0647\u064a \u062a\u0639\u0627\u0644\u062c \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0623\u0648 \u0627\u0644\u062c\u0648\u064a\u0629 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u0639\u0627\u0644\u0645 \u0645\u062b\u0644 \u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0623\u0648 \u0627\u0644\u0637\u0631\u0642 \u0644\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0645\u0643\u0627\u0646\u064a. \u064a\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0627\u0629 \u0645\u062d\u062a\u0631\u0641\u0648 \u0646\u0638\u0645 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0623\u0648 \u0645\u062e\u0637\u0637\u0648 \u0627\u0644\u0645\u062f\u0646 \u0644\u0645\u0647\u0627\u0645 \u0631\u0633\u0645 \u0627\u0644\u062e\u0631\u0627\u0626\u0637.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u0639\u0645\u0644 \u0627\u0644\u0646\u0638\u0627\u0645 \u062f\u0627\u062e\u0644 ArcGIS Pro\u060c \u0648\u064a\u0637\u0628\u0642 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0644\u062a\u0635\u0646\u064a\u0641 \u0623\u0648 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0639\u0627\u0644\u0645\u060c \u0648\u064a\u0646\u062a\u062c \u0645\u062e\u0631\u062c\u0627\u062a \u0645\u062a\u062c\u0647\u064a\u0629 \u0623\u0648 \u0646\u0642\u0637\u064a\u0629 \u0645\u0639 \u0645\u0639\u0627\u0644\u062c\u0629 \u0644\u0627\u062d\u0642\u0629 \u0627\u062e\u062a\u064a\u0627\u0631\u064a\u0629. \u0648\u064a\u062a\u0637\u0644\u0628 \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u062a\u062d\u062f\u064a\u062f \u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0647\u062a\u0645\u0627\u0645\u060c \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0633\u064a\u0631 \u0639\u0645\u0644 GIS. \u0648\u062a\u062d\u062f \u0637\u0628\u064a\u0639\u062a\u0647 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0648\u062a\u0631\u0643\u064a\u0632\u0647 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0645\u0646 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u064a\u0647.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0645\u0646 \u0627\u0644\u0635\u0648\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0646\u0645\u0627\u0630\u062c \u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0623\u0648 \u0645\u062e\u0635\u0635\u0629.<\/li>\n\n\n\n<li>\u0645\u0639\u0627\u0644\u062c\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0648\u0627\u0644\u062c\u0648\u064a\u0629.<\/li>\n\n\n\n<li>\u064a\u0646\u062a\u062c \u0645\u062e\u0631\u062c\u0627\u062a \u0645\u062a\u062c\u0647\u064a\u0629\/\u0646\u0642\u0637\u064a\u0629.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0644\u0645\u0647\u0627\u0645 \u0631\u0633\u0645 \u0627\u0644\u062e\u0631\u0627\u0626\u0637 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0627\u064a\u062c\u0627\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0633\u0644\u0633 \u0645\u0639 ArcGIS.<\/li>\n\n\n\n<li>\u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629 \u0645\u0639 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n\n\n\n<li>\u064a\u062f\u0639\u0645 \u062e\u0637\u0648\u0627\u062a \u0645\u0627 \u0628\u0639\u062f \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629.<\/li>\n\n\n\n<li>\u0645\u064f\u0635\u0645\u0645 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0646\u0638\u0645 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629.<\/li>\n\n\n\n<li>\u0645\u062e\u0631\u062c\u0627\u062a \u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0645\u0643\u0627\u0646\u064a\u0629 \u0645\u0641\u0635\u0644\u0629.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0633\u0644\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u062a\u0637\u0644\u0628 \u062a\u0631\u062e\u064a\u0635 ArcGIS Pro.<\/li>\n\n\n\n<li>\u064a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0623\u0646\u0648\u0627\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u0648\u0631.<\/li>\n\n\n\n<li>\u0645\u062c\u0645\u0639 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u064a\u0646 \u0641\u064a \u0646\u0638\u0645 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629.<\/li>\n\n\n\n<li>\u062a\u0643\u0644\u0641\u0629 \u0639\u0627\u0644\u064a\u0629 \u0644\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0643\u0627\u0645\u0644.<\/li>\n\n\n\n<li>\u0645\u0639\u0627\u0644\u062c\u0629 \u0643\u062b\u064a\u0641\u0629 \u0627\u0644\u0645\u0648\u0627\u0631\u062f.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0627\u062a\u0635\u0627\u0644:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a: esri.com<\/li>\n\n\n\n<li>\u0627\u0644\u0639\u0646\u0648\u0627\u0646: 35 Village Rd, Suite 501, Middleton, MA 01949-1234, \u0627\u0644\u0648\u0644\u0627\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u062d\u062f\u0629<\/li>\n\n\n\n<li>\u0627\u0644\u0647\u0627\u062a\u0641: 978-777-4543<\/li>\n\n\n\n<li>X: x.com\/Esri<\/li>\n\n\n\n<li>\u0641\u064a\u0633\u0628\u0648\u0643: facebook.com\/esrigis<\/li>\n\n\n\n<li>\u0627\u0646\u0633\u062a\u062c\u0631\u0627\u0645: instagram.com\/esrigram<\/li>\n\n\n\n<li>\u0644\u064a\u0646\u0643\u062f\u0625\u0646: linkedin.com\/company\/esri<\/li>\n\n\n\n<li>\u064a\u0648\u062a\u064a\u0648\u0628: 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. \u0627\u062d\u062a\u0636\u0627\u0646 \u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0648\u062c\u0647<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Hugging Face Transformers \u0647\u064a \u0645\u0643\u062a\u0628\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0633\u0645\u0627\u062a \u0645\u0646 \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a. \u062a\u0639\u0627\u0644\u062c \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062c\u0645\u0644 \u0623\u0648 \u0627\u0644\u0635\u0648\u0631 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0633\u0645\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0627\u0644\u0633\u064a\u0627\u0642\u064a\u0629 \u0623\u0648 \u0627\u0644\u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629\u060c \u0648\u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0645\u062b\u0644 BERT \u0623\u0648 ViT. \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u0637\u0648\u0631\u0648\u0646 \u0623\u0648 \u0628\u0627\u062d\u062b\u0648 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0627\u0629 \u0644\u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u0646\u0635\u0648\u0635 \u0623\u0648 \u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0635\u0648\u0631.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u0639\u0645\u0644 \u0627\u0644\u0646\u0638\u0627\u0645 \u062f\u0627\u062e\u0644 Python\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0646 \u0645\u0633\u062a\u0648\u062f\u0639 \u0636\u062e\u0645 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0628\u0623\u0642\u0644 \u0642\u062f\u0631 \u0645\u0646 \u0627\u0644\u0625\u0639\u062f\u0627\u062f \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a. \u0643\u0645\u0627 \u064a\u0639\u0627\u0644\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0623\u0648 \u0641\u064a \u0648\u0636\u0639 \u0627\u0644\u062f\u0641\u0639\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0646\u062a\u062c \u0645\u062a\u062c\u0647\u0627\u062a \u0645\u064a\u0632\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0644\u0627\u062d\u0642\u0629. \u0625\u0646 \u0627\u0639\u062a\u0645\u0627\u062f\u0647 \u0639\u0644\u0649 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u064a\u062c\u0639\u0644\u0647 \u0642\u0648\u064a\u064b\u0627 \u0648\u0644\u0643\u0646\u0647 \u0645\u0643\u062b\u0641 \u062d\u0633\u0627\u0628\u064a\u064b\u0627.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u0643\u062a\u0628\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0644\u0645\u062d\u0648\u0644\u0627\u062a.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u0631\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0645\u0646 \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0644\u0635\u0648\u0631.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0646\u0645\u0627\u0630\u062c \u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0645\u062b\u0644 BERT \u0648ViT.<\/li>\n\n\n\n<li>\u064a\u0639\u0645\u0644 \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a Python.<\/li>\n\n\n\n<li>\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0648\u0627\u0644\u0645\u0647\u0627\u0645 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0627\u064a\u062c\u0627\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u0643\u062a\u0628\u0629 \u0646\u0645\u0627\u0630\u062c \u0645\u064f\u062f\u0631\u064e\u0651\u0628\u0629 \u0645\u064f\u0633\u0628\u0642\u064b\u0627.<\/li>\n\n\n\n<li>\u0645\u062c\u0627\u0646\u064a \u0628\u062f\u0648\u0646 \u0631\u0633\u0648\u0645 \u062a\u0631\u062e\u064a\u0635.<\/li>\n\n\n\n<li>\u0645\u064a\u0632\u0627\u062a \u0633\u064a\u0627\u0642\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629.<\/li>\n\n\n\n<li>\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0633\u0647\u0644 \u0645\u0639 \u0628\u0627\u064a\u062b\u0648\u0646.<\/li>\n\n\n\n<li>\u064a\u062f\u0639\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629 \u0648\u0627\u0644\u0635\u0648\u0631\u0629.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0633\u0644\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u062a\u0637\u0644\u0628 \u0645\u0648\u0627\u0631\u062f \u062d\u0648\u0633\u0628\u0629 \u0643\u0628\u064a\u0631\u0629.<\/li>\n\n\n\n<li>\u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630.<\/li>\n\n\n\n<li>\u064a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a.<\/li>\n\n\n\n<li>\u0642\u062f \u064a\u0643\u0648\u0646 \u0627\u0644\u0625\u0639\u062f\u0627\u062f \u0645\u0639\u0642\u062f\u064b\u0627 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646.<\/li>\n\n\n\n<li>\u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0627\u062a\u0635\u0627\u0644<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a: huggingface.co<\/li>\n\n\n\n<li>\u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a: press@huggingface.co<\/li>\n\n\n\n<li>X: x.com\/huggingface<\/li>\n\n\n\n<li>\u0644\u064a\u0646\u0643\u062f\u0625\u0646: 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. \u0623\u062f\u0648\u0627\u062a \u0645\u0645\u064a\u0632\u0629<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Featuretools \u0647\u064a \u0645\u0643\u062a\u0628\u0629 Python \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0645\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u0648\u0644\u064a\u0629 \u0623\u0648 \u0627\u0644\u0645\u062a\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0632\u0645\u0646\u064a\u0629\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0648\u0647\u064a \u062a\u0648\u0644\u062f \u0645\u064a\u0632\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639\u0627\u062a \u0623\u0648 \u0627\u0644\u062a\u062d\u0648\u064a\u0644\u0627\u062a \u0623\u0648 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0645\u0646 \u062c\u062f\u0627\u0648\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0644\u0627\u0626\u0642\u064a\u0629 \u062f\u0648\u0646 \u0647\u0646\u062f\u0633\u0629 \u064a\u062f\u0648\u064a\u0629. \u064a\u0633\u062a\u062e\u062f\u0645 \u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0627\u0644\u0645\u062d\u0644\u0644\u0648\u0646 \u0627\u0644\u0623\u062f\u0627\u0629 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0623\u0648 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0633\u0628\u0642\u064b\u0627.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u0639\u0645\u0644 \u0627\u0644\u0646\u0638\u0627\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u062f\u064a\u062f \u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0637\u0628\u064a\u0642 \u062a\u0648\u0644\u064a\u0641 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0639\u0645\u064a\u0642\u0629\u060c \u0645\u0645\u0627 \u064a\u0646\u062a\u062c \u0645\u0635\u0641\u0648\u0641\u0627\u062a \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0644\u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a. \u0643\u0645\u0627 \u064a\u0639\u0627\u0644\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0623\u0648\u0636\u0627\u0639 \u0627\u0644\u062f\u0641\u0639\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u062a\u0637\u0644\u0628 \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062a\u062d\u062f\u064a\u062f \u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0639\u0628\u0631 \u0646\u0635\u0648\u0635 Python. \u0648\u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u0645\u0645\u0627 \u064a\u062d\u062f \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0644\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u0645\u062b\u0644 \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u0627\u0644\u0635\u0648\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0645\u0629.<\/li>\n\n\n\n<li>\u064a\u0642\u0648\u0645 \u0628\u0623\u062a\u0645\u062a\u0629 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n\n\n\n<li>\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u062a\u062c\u0645\u064a\u0639\u0627\u062a \u0648\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0632\u0645\u0646\u064a\u0629.<\/li>\n\n\n\n<li>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0644\u0627\u0626\u0642\u064a\u0629 \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0633\u0644\u0633\u0644\u0629 \u0632\u0645\u0646\u064a\u0627\u064b.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0644\u0644\u062a\u062d\u0636\u064a\u0631 \u0644\u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0627\u064a\u062c\u0627\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u062a\u0645\u064a\u0632 \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0628\u0645\u0647\u0627\u0645 \u0627\u0644\u0647\u0646\u062f\u0633\u0629.<\/li>\n\n\n\n<li>\u0623\u062f\u0627\u0629 \u0645\u062c\u0627\u0646\u064a\u0629 \u0648\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631.<\/li>\n\n\n\n<li>\u064a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0644\u0627\u0626\u0642\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/li>\n\n\n\n<li>\u064a\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0633\u064a\u0631 \u0639\u0645\u0644 Python.<\/li>\n\n\n\n<li>\u064a\u0648\u0641\u0631 \u0627\u0644\u0648\u0642\u062a \u0641\u064a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0627\u0644\u064a\u062f\u0648\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0633\u0644\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u0641\u0642\u0637.<\/li>\n\n\n\n<li>\u064a\u062a\u0637\u0644\u0628 \u062c\u0647\u062f\u064b\u0627 \u0641\u064a \u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0648\u0627\u0644\u0625\u0639\u062f\u0627\u062f.<\/li>\n\n\n\n<li>\u0623\u0642\u0644 \u0641\u0639\u0627\u0644\u064a\u0629 \u0644\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0638\u0645\u0629.<\/li>\n\n\n\n<li>\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u0639\u0631\u064a\u0641 \u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0648\u0627\u0636\u062d.<\/li>\n\n\n\n<li>\u0642\u062f \u062a\u0643\u0648\u0646 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0628\u0637\u064a\u0626\u0629 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0627\u062a\u0635\u0627\u0644<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a: alteryx.com<\/li>\n\n\n\n<li>\u0627\u0644\u0639\u0646\u0648\u0627\u0646: 3347 Michelson Drive, Suite 400, Irvine, CA 92612, USA<\/li>\n\n\n\n<li>\u0627\u0644\u0647\u0627\u062a\u0641: +1 888 836 4274<\/li>\n\n\n\n<li>\u0641\u064a\u0633\u0628\u0648\u0643: facebook.com\/alteryx<\/li>\n\n\n\n<li>\u0644\u064a\u0646\u0643\u062f\u0625\u0646: linkedin.com\/company\/alteryx<\/li>\n\n\n\n<li>\u064a\u0648\u062a\u064a\u0648\u0628: 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. \u0643\u064a\u0631\u0627\u0633<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Keras \u0647\u064a \u0645\u0643\u062a\u0628\u0629 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a\u060c \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647\u0627 \u0643\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0639 TensorFlow \u0623\u0648 Theano. \u062a\u0633\u062a\u062e\u0631\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u0627\u0644\u0646\u0635\u0648\u0635 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0627\u0644\u062a\u0648\u0627\u0621\u0627\u062a \u0623\u0648 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a. \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u0637\u0648\u0631\u0648\u0646 \u0623\u0648 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0627\u0644\u0623\u062f\u0627\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0625\u0646\u062a\u0627\u062c.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u0639\u0645\u0644 \u0627\u0644\u0646\u0638\u0627\u0645 \u062f\u0627\u062e\u0644 Python\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u062a\u0635\u0645\u064a\u0645 \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0644\u0645\u0647\u0627\u0645 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0628\u0623\u0642\u0644 \u0642\u062f\u0631 \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629. \u0643\u0645\u0627 \u064a\u0639\u0627\u0644\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0647\u064a\u0627\u0643\u0644 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0637\u0628\u0642\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0646\u062a\u062c \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0644\u0644\u0645\u064a\u0632\u0627\u062a \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0644\u0627\u062d\u0642\u0629. \u0648\u064a\u0623\u062a\u064a \u062a\u0635\u0645\u064a\u0645\u0647 \u0633\u0647\u0644 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0639 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0623\u0637\u0631 \u0639\u0645\u0644 \u062e\u0644\u0641\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Key Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u0631\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629.<\/li>\n\n\n\n<li>\u064a\u062f\u0639\u0645 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0644\u0645\u0632\u064a\u062f.<\/li>\n\n\n\n<li>\u062a\u0645 \u0627\u0644\u0628\u0646\u0627\u0621 \u0639\u0644\u0649 TensorFlow \u0623\u0648 Theano.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0648\u0627\u0644\u0625\u0646\u062a\u0627\u062c.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0627\u064a\u062c\u0627\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0628\u0633\u064a\u0637\u0629 \u0648\u0633\u0647\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646.<\/li>\n\n\n\n<li>\u0645\u0631\u0646\u0629 \u0645\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627.<\/li>\n\n\n\n<li>\u064a\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0628\u064a\u0626\u064a TensorFlow.<\/li>\n\n\n\n<li>\u0623\u062f\u0627\u0629 \u0645\u062c\u0627\u0646\u064a\u0629 \u0648\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631.<\/li>\n\n\n\n<li>\u0627\u0644\u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0633\u0631\u064a\u0639 \u0644\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0633\u0644\u0628\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0623\u0637\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062e\u0644\u0641\u064a\u0629.<\/li>\n\n\n\n<li>\u0633\u064a\u0637\u0631\u0629 \u0645\u062d\u062f\u0648\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u0646\u062e\u0641\u0636.<\/li>\n\n\n\n<li>\u064a\u062a\u0637\u0644\u0628 \u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u062a\u0631\u0645\u064a\u0632.<\/li>\n\n\n\n<li>\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631\u0629.<\/li>\n\n\n\n<li>\u0623\u0642\u0644 \u0645\u0644\u0627\u0621\u0645\u0629 \u0644\u0644\u0645\u0647\u0627\u0645 \u063a\u064a\u0631 \u0627\u0644\u0634\u0628\u0643\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0627\u062a\u0635\u0627\u0644<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a: keras.io<\/li>\n\n\n\n<li>\u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a: keras-users@googlegroups.com<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0633\u062a\u0646\u062a\u0627\u062c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0644\u0639\u0628 \u0623\u062f\u0648\u0627\u062a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u062d\u062f\u064a\u062b \u0645\u0646 \u062e\u0644\u0627\u0644 \u0623\u062a\u0645\u062a\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u0645\u0646 \u0623\u0637\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u062b\u0644 TensorFlow \u0648PyTorch \u0625\u0644\u0649 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0645\u062b\u0644 OpenCV \u0648Librosa\u060c \u062a\u0645\u0643\u0646 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0645\u0646 \u0625\u0646\u0634\u0627\u0621 \u0645\u064a\u0632\u0627\u062a \u0641\u0639\u0627\u0644\u0629 \u0639\u0628\u0631 \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u062a\u0637\u0648\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0633\u062a\u0635\u0628\u062d \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0623\u0643\u062b\u0631 \u062a\u0642\u062f\u0645\u064b\u0627\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0641\u064a \u0627\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0648\u0627\u0644\u0623\u062a\u0645\u062a\u0629. \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u0641\u064a\u062f \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u062a\u0639\u0632\u064a\u0632 \u062f\u0642\u0629 \u0627\u0644\u062a\u0646\u0628\u0624 \u0648\u062a\u0628\u0633\u064a\u0637 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062f\u0641\u0639 \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a<\/h2>\n\n\n\n<div class=\"schema-faq wp-block-yoast-faq-block\"><div class=\"schema-faq-section\" id=\"faq-question-1741696538117\"><strong class=\"schema-faq-question\">\u0645\u0627 \u0647\u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u061f<\/strong> <p class=\"schema-faq-answer\">\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0647\u0648 \u0639\u0645\u0644\u064a\u0629 \u062a\u062d\u062f\u064a\u062f \u0648\u0639\u0632\u0644 \u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0645 (\u0645\u062b\u0644 \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u0627\u0644\u0646\u0635\u0648\u0635 \u0623\u0648 \u0627\u0644\u0635\u0648\u062a) \u0644\u062a\u062d\u0633\u064a\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1741696555266\"><strong class=\"schema-faq-question\">\u0644\u0645\u0627\u0630\u0627 \u064a\u0639\u062f \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0645\u0647\u0645\u064b\u0627 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u061f<\/strong> <p class=\"schema-faq-answer\">\u064a\u0624\u062f\u064a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0625\u0644\u0649 \u062a\u0628\u0633\u064a\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0648\u062a\u0639\u0632\u064a\u0632 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0635\u0644\u0629.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1741696563134\"><strong class=\"schema-faq-question\">\u0645\u0627 \u0647\u064a \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0645\u0646\u0647\u0627\u061f<\/strong> <p class=\"schema-faq-answer\">\u064a\u0645\u0643\u0646 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0645\u0646 \u0623\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0644\u0635\u0648\u062a \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0632\u0645\u0646\u064a\u0629.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1741696571120\"><strong class=\"schema-faq-question\">\u0645\u0627 \u0647\u064a \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0628\u0634\u0643\u0644 \u0634\u0627\u0626\u0639 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a\u061f<\/strong> <p class=\"schema-faq-answer\">\u062a\u062a\u0636\u0645\u0646 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a TensorFlow\u060c \u0648PyTorch\u060c \u0648Scikit-learn\u060c \u0648OpenCV\u060c \u0648spaCy\u060c \u0648Hugging Face Transformers.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1741696578913\"><strong class=\"schema-faq-question\">\u0647\u0644 \u0647\u0646\u0627\u0643 \u0623\u062f\u0648\u0627\u062a \u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u061f<\/strong> <p class=\"schema-faq-answer\">\u0646\u0639\u0645\u060c \u062a\u0648\u0641\u0631 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u062b\u0644 TensorFlow\u060c \u0648PyTorch\u060c \u0648Scikit-learn\u060c \u0648Librosa \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u062f\u0648\u0646 \u0631\u0633\u0648\u0645 \u062a\u0631\u062e\u064a\u0635.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1741696587120\"><strong class=\"schema-faq-question\">\u0643\u064a\u0641 \u064a\u0639\u0645\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a\u061f<\/strong> <p class=\"schema-faq-answer\">\u062a\u0639\u0645\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u0623\u062a\u0645\u062a\u0629 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0627\u0644\u062a\u062e\u0644\u0635 \u0645\u0646 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u064a\u062f\u0648\u064a \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0648\u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0646 \u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0645<\/p> <\/div> <\/div>\n\n\n\n<h4 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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 v27.6 - 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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