{"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\/ja\/ai-feature-extraction-tools\/","title":{"rendered":"AI \u7279\u5fb4\u62bd\u51fa\u30c4\u30fc\u30eb: \u6982\u8981\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3"},"content":{"rendered":"<p>AI \u7279\u5fb4\u62bd\u51fa\u30c4\u30fc\u30eb\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3084\u5206\u6790\u3067\u4f7f\u7528\u3059\u308b\u305f\u3081\u306b\u3001\u4eba\u5de5\u77e5\u80fd\u3092\u4f7f\u7528\u3057\u3066\u753b\u50cf\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u4fe1\u53f7\u306a\u3069\u306e\u751f\u30c7\u30fc\u30bf\u304b\u3089\u4e3b\u8981\u306a\u7279\u5fb4\u3092\u8b58\u5225\u3057\u3066\u5206\u96e2\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u307e\u305f\u306f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u7d71\u8a08\u7684\u624b\u6cd5\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306a\u3069\u306e\u624b\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u3001\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5358\u7d14\u5316\u3055\u308c\u305f\u610f\u5473\u306e\u3042\u308b\u7279\u5fb4\u306b\u5909\u63db\u3057\u3001\u91cd\u8981\u306a\u60c5\u5831\u3092\u4fdd\u6301\u3057\u306a\u304c\u3089\u6b21\u5143\u3092\u524a\u6e1b\u3057\u307e\u3059\u3002<\/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. \u30d5\u30e9\u30a4\u30d4\u30c3\u30af\u30b9AI&nbsp;<\/h2>\n\n\n\n<p>FlyPix AI \u306f\u3001\u9ad8\u5ea6\u306a AI \u99c6\u52d5\u578b\u306e\u7279\u5fb4\u62bd\u51fa\u30c4\u30fc\u30eb\u3067\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u5206\u6790\u3092\u5909\u9769\u3057\u307e\u3059\u3002\u5f53\u793e\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u885b\u661f\u753b\u50cf\u3001\u30c9\u30ed\u30fc\u30f3 \u30c7\u30fc\u30bf\u3001LiDAR \u30b9\u30ad\u30e3\u30f3\u5185\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u691c\u51fa\u3001\u5206\u985e\u3001\u8ffd\u8de1\u3092\u81ea\u52d5\u5316\u3057\u307e\u3059\u3002\u6b63\u78ba\u306a\u5730\u7406\u7a7a\u9593\u306e\u6d1e\u5bdf\u3092\u5fc5\u8981\u3068\u3059\u308b\u696d\u754c\u5411\u3051\u306b\u8a2d\u8a08\u3055\u308c\u305f FlyPix AI \u306f\u3001\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u7c21\u7d20\u5316\u3057\u3001\u610f\u601d\u6c7a\u5b9a\u3092\u5f37\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>FlyPix AI \u306f\u3001\u30b3\u30fc\u30c9\u4e0d\u8981\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306a GIS \u7d71\u5408\u306b\u3088\u308a\u3001\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u610f\u5473\u306e\u3042\u308b\u30d1\u30bf\u30fc\u30f3\u3092\u9ad8\u7cbe\u5ea6\u3067\u62bd\u51fa\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u68ee\u6797\u7834\u58ca\u306e\u76e3\u8996\u3001\u571f\u5730\u5229\u7528\u306e\u5909\u5316\u306e\u5206\u6790\u3001\u30a4\u30f3\u30d5\u30e9\u958b\u767a\u306e\u8ffd\u8de1\u306a\u3069\u3001\u5f53\u793e\u306e AI \u642d\u8f09\u30c4\u30fc\u30eb\u306f\u52b9\u7387\u6027\u3068\u62e1\u5f35\u6027\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/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\">\u4fa1\u683c<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fbc6a6a e-con-full elementor-hidden-mobile e-flex e-con e-child\" data-id=\"fbc6a6a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-68b7c1e e-con-full e-flex e-con e-child\" data-id=\"68b7c1e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b9321e5 elementor-widget elementor-widget-text-editor\" data-id=\"b9321e5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t\u4fa1\u683c\u306f\u30e6\u30fc\u30ed\u3067\u8868\u8a18\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>\u30b9\u30bf\u30fc\u30bf\u30fc<\/strong> <br>\u30b9\u30c8\u30ec\u30fc\u30b8 <br> <strong>10GB<\/strong> <br> &nbsp;<\/div><\/div><div class=\"pricing-subtitle-wrap\"><div class=\"pricing-subtitle\"><span class=\"giga\"><b>1\u30e6\u30fc\u30b6\u30fc\u3042\u305f\u308a\u6708\u984d100\u30e6\u30fc\u30ed<\/b><\/span><br> <strong>50 \u30af\u30ec\u30b8\u30c3\u30c8<\/strong> <br> <span class=\"giga\">\u7d041\u30ae\u30ac\u30d4\u30af\u30bb\u30eb<\/span><\/div><\/div><\/div><div class=\"pricing-price-wrap style-1\"><\/div><div class=\"pt-plus-button-wrapper\"><div class=\"button_parallax\"><div id=\"btn69fe635584704\" class=\"ts-button\"><div class=\"pt_plus_button btn69fe635584704 button-style-8\"><div class=\"animted-content-inner\"><a href=\"https:\/\/app.flypix.ai\/\" target=\"_blank\" class=\"button-link-wrap\" role=\"button\">\u30b5\u30a4\u30f3\u30a2\u30c3\u30d7<\/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>\u542b\u307e\u308c\u308b\u6a5f\u80fd:<\/strong>\n<ul>\n \t<li>\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3078\u306e\u30a2\u30af\u30bb\u30b9<\/li>\n \t<li>\u30d9\u30af\u30bf\u30fc\u30ec\u30a4\u30e4\u30fc\u3092\u30a8\u30af\u30b9\u30dd\u30fc\u30c8<\/li>\n \t<li>5\u55b6\u696d\u65e5\u4ee5\u5185\u306b\u30e1\u30fc\u30eb\u3067\u30b5\u30dd\u30fc\u30c8<\/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>\u6a19\u6e96<\/strong> <br>\u30b9\u30c8\u30ec\u30fc\u30b8 <br> <strong>120GB<\/strong> <br> &nbsp;<\/div><\/div><div class=\"pricing-subtitle-wrap\"><div class=\"pricing-subtitle\"><span class=\"giga\"><b>\u6708\u984d 2 \u30e6\u30fc\u30b6\u30fc\u3042\u305f\u308a 500 \u30e6\u30fc\u30ed<\/b><\/span><br> <strong style=\"margin-left: -20px\">500 + 100 \u30af\u30ec\u30b8\u30c3\u30c8<\/strong> <br> <span class=\"giga\" style=\"margin-left: -25px\">\u6700\u592712\u30ae\u30ac\u30d4\u30af\u30bb\u30eb<\/span><\/div><\/div><\/div><div class=\"pricing-price-wrap style-1\"><\/div><div class=\"pt-plus-button-wrapper\"><div class=\"button_parallax\"><div id=\"btn69fe6355850fb\" class=\"ts-button\"><div class=\"pt_plus_button btn69fe6355850fb button-style-8\"><div class=\"animted-content-inner\"><a href=\"https:\/\/app.flypix.ai\/\" target=\"_blank\" class=\"button-link-wrap\" role=\"button\">\u30b5\u30a4\u30f3\u30a2\u30c3\u30d7<\/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>\u542b\u307e\u308c\u308b\u6a5f\u80fd:<\/strong>\n<ul>\n \t<li>\u30de\u30eb\u30c1\u30b9\u30da\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b<\/li>\n \t<li>\u5730\u56f3\u5171\u6709\u6a5f\u80fd<\/li>\n \t<li>2\u55b6\u696d\u65e5\u4ee5\u5185\u306b\u30e1\u30fc\u30eb\u3067\u30b5\u30dd\u30fc\u30c8<\/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>\u30d7\u30ed<\/strong> <br>\u30b9\u30c8\u30ec\u30fc\u30b8 <br> <strong>600GB<\/strong> <br> &nbsp;<\/div><\/div><div class=\"pricing-subtitle-wrap\"><div class=\"pricing-subtitle\"><span class=\"giga\" style=\"margin-left: -2px\"><b>\u6708\u984d2000\u30e6\u30fc\u30ed\/5\u30e6\u30fc\u30b6\u30fc<\/b><\/span><br> <strong style=\"margin-left: -20px\">2000 + 1000\u30af\u30ec\u30b8\u30c3\u30c8<\/strong> <br> <span class=\"giga\" style=\"margin-left: -25px\">\u6700\u592760\u30ae\u30ac\u30d4\u30af\u30bb\u30eb<\/span><\/div><\/div><\/div><div class=\"pricing-price-wrap style-1\"><\/div><div class=\"pt-plus-button-wrapper\"><div class=\"button_parallax\"><div id=\"btn69fe635585c29\" class=\"ts-button\"><div class=\"pt_plus_button btn69fe635585c29 button-style-8\"><div class=\"animted-content-inner\"><a href=\"https:\/\/app.flypix.ai\/\" target=\"_blank\" class=\"button-link-wrap\" role=\"button\">\u30b5\u30a4\u30f3\u30a2\u30c3\u30d7<\/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>\u542b\u307e\u308c\u308b\u6a5f\u80fd:<\/strong>\n<ul>\n \t<li>API\u30a2\u30af\u30bb\u30b9<\/li>\n \t<li>\u30c1\u30fc\u30e0\u30de\u30cd\u30b8\u30e1\u30f3\u30c8<\/li>\n \t<li>1\u6642\u9593\u4ee5\u5185\u306b\u8fd4\u4fe1\u3059\u308b\u30e1\u30fc\u30eb\u3068\u30c1\u30e3\u30c3\u30c8<\/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>\u4f01\u696d<\/strong> <br>\u30b9\u30c8\u30ec\u30fc\u30b8 <br> <strong>\u7121\u5236\u9650<\/strong> <br> &nbsp;<\/div><\/div><div class=\"pricing-subtitle-wrap\"><div class=\"pricing-subtitle\"><span class=\"giga\"><b>\u30af\u30ec\u30b8\u30c3\u30c8:<\/b><\/span> <br> <strong>\u7121\u5236\u9650<\/strong> <span class=\"giga\"><br><b>\u30e6\u30fc\u30b6\u30fc\u30b7\u30fc\u30c8:<\/b> <\/span><br> \u7121\u5236\u9650<br><\/div><\/div><\/div><div class=\"pricing-price-wrap style-1\"><\/div><div class=\"pt-plus-button-wrapper\"><div class=\"button_parallax\"><div id=\"btn69fe6355866c3\" class=\"ts-button\"><div class=\"pt_plus_button btn69fe6355866c3 button-style-8\"><div class=\"animted-content-inner\"><a href=\"https:\/\/app.flypix.ai\/\" target=\"_blank\" class=\"button-link-wrap\" role=\"button\">\u30b5\u30a4\u30f3\u30a2\u30c3\u30d7<\/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>\u542b\u307e\u308c\u308b\u6a5f\u80fd:<\/strong>\n<ul>\n \t<li>API\u30a2\u30af\u30bb\u30b9<\/li>\n \t<li>\u30c1\u30fc\u30e0\u30de\u30cd\u30b8\u30e1\u30f3\u30c8<\/li>\n \t<li>1\u6642\u9593\u4ee5\u5185\u306b\u8fd4\u4fe1\u3059\u308b\u30e1\u30fc\u30eb\u3068\u30c1\u30e3\u30c3\u30c8<\/li>\n<\/ul>\n<\/li>\n<\/ul><\/div><div class=\"content-overlay-bg-color\"><\/div><\/div><div class=\"pricing-overlay-color\"><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\n\n\n\n<h3 class=\"wp-block-heading translation-block\">&lt;!--<span class=\"fl-heading-text\" style=\"font-size: 40px;font-weight: 600;color: #18276a\">Our <span style=\"color: #4665a4\">competences<\/span><\/span>--&gt; <span class=\"main-heading\" style=\"font-size:40px;font-family: Archivo, sans-serif;font-family: Archivo, sans-serif;font-weight: 700;font-size: 42px;line-height: 1.3;letter-spacing: 1px;text-align: center\">\u4e3b\u306a<span style=\"color:#1790a3;font-size:40px;font-family: Archivo, sans-serif\">\u7279\u5fb4<\/span><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AI\u3092\u6d3b\u7528\u3057\u305f\u7279\u5fb4\u691c\u51fa<\/strong>: \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3001\u571f\u5730\u306e\u7279\u5fb4\u3001\u7570\u5e38\u3092\u81ea\u52d5\u7684\u306b\u62bd\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b3\u30fc\u30c9\u4e0d\u8981\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9<\/strong>: \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082 AI \u3092\u6d3b\u7528\u3057\u305f\u5206\u6790\u3092\u9069\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30de\u30eb\u30c1\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u306e\u4e92\u63db\u6027<\/strong>: \u885b\u661f\u753b\u50cf\u3001\u30c9\u30ed\u30fc\u30f3\u30c7\u30fc\u30bf\u3001LiDAR\u3001\u305d\u306e\u4ed6\u306e\u5730\u7406\u7a7a\u9593\u5f62\u5f0f\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u81ea\u52d5\u5316<\/strong>\u5c0f\u898f\u6a21\u306a\u7814\u7a76\u3068\u5927\u898f\u6a21\u306a\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u4e21\u65b9\u306b\u9069\u5fdc\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b5\u30fc\u30d3\u30b9<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5730\u7406\u7a7a\u9593\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8a8d\u8b58<\/strong>: \u5730\u5f62\u3001\u690d\u751f\u3001\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306a\u3069\u3092 AI \u3067\u8b58\u5225\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5909\u66f4\u3068\u7570\u5e38\u306e\u691c\u51fa<\/strong>: \u6642\u9593\u306e\u7d4c\u904e\u306b\u4f34\u3046\u74b0\u5883\u307e\u305f\u306f\u69cb\u9020\u306e\u5909\u5316\u3092\u81ea\u52d5\u7684\u306b\u8ffd\u8de1\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30ab\u30b9\u30bf\u30e0AI\u30e2\u30c7\u30eb\u958b\u767a<\/strong>: \u696d\u754c\u56fa\u6709\u306e\u7279\u5fb4\u62bd\u51fa\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u305f\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3002<\/li>\n\n\n\n<li><strong>\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u3068\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u306e\u53ef\u8996\u5316<\/strong>: \u62bd\u51fa\u3055\u308c\u305f\u7279\u5fb4\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u3066\u5206\u6790\u3092\u6539\u5584\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9023\u7d61\u5148\uff1a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Web\u30b5\u30a4\u30c8\uff1a <a href=\"https:\/\/flypix.ai\/ja\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u30d5\u30e9\u30a4\u30d4\u30c3\u30af\u30b9<\/a>&nbsp;<\/li>\n\n\n\n<li>\u4f4f\u6240: Robert-Bosch-Str.7, 64293 \u30c0\u30eb\u30e0\u30b7\u30e5\u30bf\u30c3\u30c8, \u30c9\u30a4\u30c4<\/li>\n\n\n\n<li>\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9: <a href=\"mailto:info@flypix.ai\" target=\"_blank\" rel=\"noreferrer noopener\">info@flypix.ai<\/a>&nbsp;<\/li>\n\n\n\n<li>\u96fb\u8a71\u756a\u53f7: +49 6151 2776497<\/li>\n\n\n\n<li>\u30ea\u30f3\u30af\u30c8\u30a4\u30f3: <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\">FlyPix \u3067\u5730\u7406\u7a7a\u9593\u5206\u6790\u306e\u672a\u6765\u3092\u4f53\u9a13\u3057\u3066\u304f\u3060\u3055\u3044!<br>\n<span style=\"color:var( --e-global-color-accent )\">\u4eca\u3059\u3050\u30c8\u30e9\u30a4\u30a2\u30eb\u3092\u958b\u59cb<\/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\">\u4eca\u3059\u3050\u8a66\u3059<\/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. \u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc<\/h2>\n\n\n\n<p>TensorFlow \u306f\u3001Google \u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 AI \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3001\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u753b\u50cf\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u6642\u7cfb\u5217\u306a\u3069\u306e\u30c7\u30fc\u30bf\u304b\u3089\u7279\u5fb4\u3092\u62bd\u51fa\u3059\u308b\u30c4\u30fc\u30eb\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u7573\u307f\u8fbc\u307f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3084\u518d\u5e30\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306a\u3069\u306e\u30ec\u30a4\u30e4\u30fc\u3092\u4ecb\u3057\u3066\u751f\u306e\u5165\u529b\u3092\u51e6\u7406\u3057\u3001\u753b\u50cf\u5185\u306e\u30a8\u30c3\u30b8\u3084\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u5358\u8a9e\u306e\u57cb\u3081\u8fbc\u307f\u306a\u3069\u306e\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u7814\u7a76\u8005\u3084\u958b\u767a\u8005\u304c\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u3084\u611f\u60c5\u5206\u6790\u306a\u3069\u306e\u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u8907\u6570\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u52d5\u4f5c\u3057\u3001Keras \u306a\u3069\u306e API \u3092\u4f7f\u7528\u3057\u305f\u30ab\u30b9\u30bf\u30e0 \u30e2\u30c7\u30eb\u8a2d\u8a08\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u5408\u7406\u5316\u3055\u308c\u305f\u6a5f\u80fd\u62bd\u51fa\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u5b9a\u7fa9\u3059\u308b\u304b\u3001\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u4e0b\u6d41\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u7528\u306e\u6a5f\u80fd\u30bb\u30c3\u30c8\u3092\u751f\u6210\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u67d4\u8edf\u6027\u306b\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u77e5\u8b58\u3068\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3b\u306a\u30cf\u30a4\u30e9\u30a4\u30c8<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7279\u5fb4\u62bd\u51fa\u306e\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 AI \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3002<\/li>\n\n\n\n<li>\u753b\u50cf\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>CNN \u3084 RNN \u306a\u3069\u306e\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ab\u30b9\u30bf\u30e0\u30e2\u30c7\u30eb\u3068\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u304a\u3088\u3073 NLP \u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9577\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u306a\u30e2\u30c7\u30eb\u306b\u3088\u308a\u67d4\u8edf\u6027\u304c\u6975\u3081\u3066\u9ad8\u3044\u3002<\/li>\n\n\n\n<li>\u5927\u898f\u6a21\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3068\u5e83\u7bc4\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3002<\/li>\n\n\n\n<li>\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3084\u30c7\u30d0\u30a4\u30b9\u3092\u554f\u308f\u305a\u52d5\u4f5c\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>GPU\/TPU \u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u5408\u308f\u305b\u3066\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e9\u30a4\u30bb\u30f3\u30b9\u8cbb\u7528\u306a\u3057\u3067\u7121\u6599\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u77ed\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b9f\u88c5\u3059\u308b\u306b\u306f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30b9\u30ad\u30eb\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u521d\u5fc3\u8005\u306b\u3068\u3063\u3066\u306f\u5b66\u7fd2\u66f2\u7dda\u304c\u6025\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u3067\u306f\u30ea\u30bd\u30fc\u30b9\u3092\u5927\u91cf\u306b\u6d88\u8cbb\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u306f\u6700\u521d\u306f\u8907\u96d1\u306b\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7d44\u307f\u8fbc\u307f GUI \u30b5\u30dd\u30fc\u30c8\u306f\u9650\u5b9a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9023\u7d61\u5148<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8: tensorflow.org<\/li>\n\n\n\n<li>X: x.com\/tensorflow<\/li>\n\n\n\n<li>\u30ea\u30f3\u30af\u30c8\u30a4\u30f3: linkedin.com\/showcase\/tensorflowdev<\/li>\n\n\n\n<li>\u30e6\u30fc\u30c1\u30e5\u30fc\u30d6: 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. \u30d1\u30a4\u30c8\u30fc\u30c1<\/h2>\n\n\n\n<p>PyTorch \u306f\u3001\u52d5\u7684\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u6d3b\u7528\u3057\u3066\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf \u30bf\u30a4\u30d7\u304b\u3089\u7279\u5fb4\u3092\u62bd\u51fa\u3059\u308b Meta AI \u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 AI \u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u7573\u307f\u8fbc\u307f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3084\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306a\u3069\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u753b\u50cf\u30d1\u30bf\u30fc\u30f3\u3084\u30c6\u30ad\u30b9\u30c8\u8868\u73fe\u306a\u3069\u306e\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002\u3053\u306e\u30c4\u30fc\u30eb\u306f\u3001\u5b66\u8853\u7814\u7a76\u8005\u3084\u696d\u754c\u306e\u5c02\u9580\u5bb6\u304c\u7814\u7a76\u3084\u751f\u7523\u30ec\u30d9\u30eb\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f Python \u3067\u52d5\u4f5c\u3057\u3001\u30aa\u30fc\u30c7\u30a3\u30aa\u3084\u30d3\u30c7\u30aa\u304b\u3089\u306e\u7279\u5fb4\u62bd\u51fa\u306a\u3069\u306e\u30bf\u30b9\u30af\u7528\u306b\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u8a2d\u8a08\u307e\u305f\u306f\u9069\u5fdc\u3059\u308b\u67d4\u8edf\u6027\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u307e\u305f\u306f\u30d0\u30c3\u30c1\u30e2\u30fc\u30c9\u3067\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u7528\u306e\u7279\u5fb4\u30d9\u30af\u30c8\u30eb\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u52d5\u7684\u306a\u8a08\u7b97\u30b0\u30e9\u30d5\u306f\u5b9f\u9a13\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u6280\u8853\u7684\u306a\u5c02\u9580\u77e5\u8b58\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3b\u306a\u30cf\u30a4\u30e9\u30a4\u30c8<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u52d5\u7684\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u5099\u3048\u305f\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9\u3002<\/li>\n\n\n\n<li>\u753b\u50cf\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u30aa\u30fc\u30c7\u30a3\u30aa\u304b\u3089\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7573\u307f\u8fbc\u307f\u30e2\u30c7\u30eb\u3068\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Python \u30b9\u30af\u30ea\u30d7\u30c8\u3092\u4ecb\u3057\u3066\u52d5\u4f5c\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7814\u7a76\u304a\u3088\u3073\u751f\u7523\u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9577\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u52d5\u7684\u8a08\u7b97\u306b\u3088\u308b\u67d4\u8edf\u6027\u3002<\/li>\n\n\n\n<li>\u7814\u7a76\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5f37\u529b\u306b\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Python \u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3068\u7d71\u5408\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7121\u6599\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3002<\/li>\n\n\n\n<li>GPU \u30b5\u30dd\u30fc\u30c8\u3067\u62e1\u5f35\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u77ed\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u719f\u7df4\u5ea6\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u304c\u82e6\u624b\u306a\u4eba\u306b\u3068\u3063\u3066\u306f\u76f4\u611f\u7684\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/li>\n\n\n\n<li>\u4e8b\u524d\u306b\u69cb\u7bc9\u3055\u308c\u305f GUI \u30c4\u30fc\u30eb\u304c\u9650\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u9759\u7684\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3088\u308a\u3082\u9045\u304f\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u306b\u306f\u6280\u8853\u7684\u306a\u69cb\u6210\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9023\u7d61\u5148<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8: pytorch.org<\/li>\n\n\n\n<li>X: x.com\/pytorch<\/li>\n\n\n\n<li>\u30d5\u30a7\u30a4\u30b9\u30d6\u30c3\u30af: facebook.com\/pytorch<\/li>\n\n\n\n<li>\u30ea\u30f3\u30af\u30c8\u30a4\u30f3: linkedin.com\/company\/pytorch<\/li>\n\n\n\n<li>\u30e6\u30fc\u30c1\u30e5\u30fc\u30d6: 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. \u30b5\u30a4\u30ad\u30c3\u30c8\u30e9\u30fc\u30f3<\/h2>\n\n\n\n<p>Scikit-learn \u306f\u3001\u6570\u5024\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u307e\u305f\u306f\u30ab\u30c6\u30b4\u30ea\u30c7\u30fc\u30bf\u304b\u3089\u7279\u5fb4\u3092\u62bd\u51fa\u3059\u308b\u305f\u3081\u306e AI \u30c4\u30fc\u30eb\u3092\u5099\u3048\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e Python \u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002PCA (\u4e3b\u6210\u5206\u5206\u6790) \u3084 TF-IDF \u306a\u3069\u306e\u624b\u6cd5\u3092\u9069\u7528\u3057\u3066\u3001\u751f\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7e2e\u5c0f\u3055\u308c\u305f\u7279\u5fb4\u30bb\u30c3\u30c8\u306b\u5909\u63db\u3057\u307e\u3059\u3002\u3053\u306e\u30c4\u30fc\u30eb\u306f\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u304c\u6a5f\u68b0\u5b66\u7fd2\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u524d\u51e6\u7406\u306b\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f Python \u5185\u3067\u52d5\u4f5c\u3057\u3001\u6b21\u5143\u524a\u6e1b\u3084\u30c6\u30ad\u30b9\u30c8\u306e\u30d9\u30af\u30c8\u30eb\u5316\u306a\u3069\u306e\u30bf\u30b9\u30af\u7528\u306e\u7d44\u307f\u8fbc\u307f\u95a2\u6570\u3092\u63d0\u4f9b\u3057\u3001\u6700\u5c0f\u9650\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3067\u6e08\u307f\u307e\u3059\u3002\u30e1\u30e2\u30ea\u5185\u3067\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u5206\u6790\u306e\u305f\u3081\u306e\u7279\u5fb4\u30de\u30c8\u30ea\u30c3\u30af\u30b9\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u305d\u306e\u30b7\u30f3\u30d7\u30eb\u3055\u306f\u5c0f\u898f\u6a21\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306f\u5236\u9650\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3b\u306a\u30cf\u30a4\u30e9\u30a4\u30c8<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6a5f\u80fd\u7528\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 Python \u30e9\u30a4\u30d6\u30e9\u30ea\u3002<\/li>\n\n\n\n<li>PCA\u3001TF-IDF \u306a\u3069\u3092\u9069\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6570\u5024\u30c7\u30fc\u30bf\u3068\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u524d\u51e6\u7406\u7528\u306e\u7d44\u307f\u8fbc\u307f\u30c4\u30fc\u30eb\u3002<\/li>\n\n\n\n<li>\u6a5f\u68b0\u5b66\u7fd2\u306e\u6e96\u5099\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9577\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30b7\u30f3\u30d7\u30eb\u306a API \u3067\u7c21\u5358\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e9\u30a4\u30bb\u30f3\u30b9\u6599\u306a\u3057\u3067\u7121\u6599\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u5e45\u5e83\u3044\u62bd\u51fa\u65b9\u6cd5\u3002<\/li>\n\n\n\n<li>Python \u30c4\u30fc\u30eb\u3068\u7d71\u5408\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5c0f\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8fc5\u901f\u306a\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u77ed\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u3002<\/li>\n\n\n\n<li>\u57fa\u672c\u7684\u306a AI \u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u6bd4\u8f03\u3002<\/li>\n\n\n\n<li>\u624b\u52d5\u3067\u65b9\u6cd5\u3092\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e1\u30e2\u30ea\u5185\u51e6\u7406\u306e\u5236\u7d04\u3002<\/li>\n\n\n\n<li>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30bf\u30b9\u30af\u306b\u306f\u9069\u3057\u3066\u3044\u307e\u305b\u3093\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9023\u7d61\u5148<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8: scikit-learn.org<\/li>\n\n\n\n<li>\u30d5\u30a7\u30a4\u30b9\u30d6\u30c3\u30af: facebook.com\/scikitlearnofficial<\/li>\n\n\n\n<li>\u30a4\u30f3\u30b9\u30bf\u30b0\u30e9\u30e0: instagram.com\/scikitlearnofficial<\/li>\n\n\n\n<li>\u30ea\u30f3\u30af\u30c8\u30a4\u30f3: linkedin.com\/company\/scikit-learn<\/li>\n\n\n\n<li>\u30e6\u30fc\u30c1\u30e5\u30fc\u30d6: 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. \u30aa\u30fc\u30d7\u30f3CV<\/h2>\n\n\n\n<p>OpenCV \u306f\u3001\u753b\u50cf\u3084\u52d5\u753b\u304b\u3089\u7279\u5fb4\u3092\u62bd\u51fa\u3059\u308b AI \u30c4\u30fc\u30eb\u3092\u5099\u3048\u305f\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3\u7528\u306e\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9 \u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002SIFT\u3001SURF\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306a\u3069\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u3001\u30a8\u30c3\u30b8\u3084\u30ad\u30fc\u30dd\u30a4\u30f3\u30c8\u306a\u3069\u306e\u7279\u5fb4\u3092\u691c\u51fa\u3057\u307e\u3059\u3002\u3053\u306e\u30c4\u30fc\u30eb\u306f\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u7814\u7a76\u8005\u304c\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8a8d\u8b58\u3084\u30e2\u30fc\u30b7\u30e7\u30f3 \u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u306a\u3069\u306e\u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001Python \u307e\u305f\u306f C++ \u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u5099\u3048\u305f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u9593\u3067\u52d5\u4f5c\u3057\u3001\u8996\u899a\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u3066\u7279\u5fb4\u8a18\u8ff0\u5b50\u307e\u305f\u306f\u30d9\u30af\u30c8\u30eb\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u30e1\u30bd\u30c3\u30c9\u3092\u9078\u629e\u307e\u305f\u306f\u5b9f\u88c5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u30ab\u30b9\u30bf\u30e0 \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u67d4\u8edf\u6027\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u8996\u899a\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u308b\u305f\u3081\u3001\u4ed6\u306e\u30c7\u30fc\u30bf \u30bf\u30a4\u30d7\u3067\u306e\u4f7f\u7528\u306f\u5236\u9650\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3b\u306a\u30cf\u30a4\u30e9\u30a4\u30c8<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI \u3092\u642d\u8f09\u3057\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d3\u30b8\u30e7\u30f3 \u30e9\u30a4\u30d6\u30e9\u30ea\u3002<\/li>\n\n\n\n<li>\u30a8\u30c3\u30b8\u3001\u30ad\u30fc\u30dd\u30a4\u30f3\u30c8\u306a\u3069\u306e\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>SIFT\u3001SURF\u3001\u30cb\u30e5\u30fc\u30e9\u30eb \u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Python \u304a\u3088\u3073 C++ \u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u8a8d\u8b58\u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9577\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8c4a\u5bcc\u306a\u30d3\u30b8\u30e7\u30f3\u30c4\u30fc\u30eb\u304c\u7121\u6599\u3067\u4ed8\u5c5e\u3002<\/li>\n\n\n\n<li>\u5e45\u5e83\u3044\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u4e92\u63db\u6027\u3002<\/li>\n\n\n\n<li>\u30ab\u30b9\u30bf\u30e0 \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u67d4\u8edf\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5927\u898f\u6a21\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30b5\u30dd\u30fc\u30c8\u30d9\u30fc\u30b9\u3002<\/li>\n\n\n\n<li>\u753b\u50cf\u51e6\u7406\u306b\u52b9\u7387\u7684\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u77ed\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8996\u899a\u7684\u306a\u30c7\u30fc\u30bf \u30bf\u30a4\u30d7\u306b\u9650\u5b9a\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u5c02\u9580\u77e5\u8b58\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u521d\u5fc3\u8005\u306b\u3068\u3063\u3066\u306f\u8907\u96d1\u306a\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3002<\/li>\n\n\n\n<li>\u8996\u899a\u4ee5\u5916\u306e\u30bf\u30b9\u30af\u3078\u306e\u96c6\u4e2d\u5ea6\u304c\u4f4e\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306f\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9023\u7d61\u5148<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8: opencv.org<\/li>\n\n\n\n<li>\u4f4f\u6240: 445 Sherman Ave, Palo Alto, CA 94306, USA<\/li>\n\n\n\n<li>\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9: admin@opencv.org<\/li>\n\n\n\n<li>X: x.com\/opencvlibrary<\/li>\n\n\n\n<li>\u30d5\u30a7\u30a4\u30b9\u30d6\u30c3\u30af: facebook.com\/opencvlibrary<\/li>\n\n\n\n<li>\u30e6\u30fc\u30c1\u30e5\u30fc\u30d6: 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. \u30ea\u30d6\u30ed\u30b5<\/h2>\n\n\n\n<p>Librosa \u306f\u3001AI \u6280\u8853\u3092\u4f7f\u7528\u3057\u3066\u97f3\u697d\u3084\u97f3\u58f0\u306a\u3069\u306e\u4fe1\u53f7\u3092\u51e6\u7406\u3057\u3066\u3001\u30aa\u30fc\u30c7\u30a3\u30aa\u306e\u7279\u5fb4\u3092\u62bd\u51fa\u3059\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e Python \u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u751f\u306e\u30aa\u30fc\u30c7\u30a3\u30aa \u30c7\u30fc\u30bf\u304b\u3089 MFCC (\u30e1\u30eb\u5468\u6ce2\u6570\u30b1\u30d7\u30b9\u30c8\u30e9\u30e0\u4fc2\u6570) \u3084\u30af\u30ed\u30de\u306a\u3069\u306e\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002\u3053\u306e\u30c4\u30fc\u30eb\u306f\u3001\u7814\u7a76\u8005\u3084\u958b\u767a\u8005\u304c\u30aa\u30fc\u30c7\u30a3\u30aa\u5206\u6790\u3084\u8a8d\u8b58\u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f Python \u5185\u3067\u52d5\u4f5c\u3057\u3001\u30aa\u30fc\u30c7\u30a3\u30aa\u3092\u6a5f\u68b0\u5b66\u7fd2\u3084\u8996\u899a\u5316\u306e\u305f\u3081\u306e\u7279\u5fb4\u30bb\u30c3\u30c8\u306b\u5909\u63db\u3059\u308b\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u30d0\u30c3\u30c1\u30e2\u30fc\u30c9\u3067\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u62bd\u51fa\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u624b\u52d5\u3067\u5b9a\u7fa9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30aa\u30fc\u30c7\u30a3\u30aa\u306b\u7279\u5316\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u5e45\u5e83\u3044\u7528\u9014\u306b\u306f\u9650\u754c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3b\u306a\u30cf\u30a4\u30e9\u30a4\u30c8<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30aa\u30fc\u30c7\u30a3\u30aa\u6a5f\u80fd\u62bd\u51fa\u7528\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3002<\/li>\n\n\n\n<li>MFCC\u3001\u5f69\u5ea6\u306a\u3069\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u97f3\u697d\u3068\u97f3\u58f0\u306e\u4fe1\u53f7\u3092\u51e6\u7406\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Python \u95a2\u6570\u3092\u4ecb\u3057\u3066\u52d5\u4f5c\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30aa\u30fc\u30c7\u30a3\u30aa\u5206\u6790\u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9577\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7121\u6599\u306e\u30aa\u30fc\u30c7\u30a3\u30aa\u5c02\u9580\u30c4\u30fc\u30eb\u3002<\/li>\n\n\n\n<li>Python \u3068\u306e\u7c21\u5358\u306a\u7d71\u5408\u3002<\/li>\n\n\n\n<li>\u5e45\u5e83\u3044\u30aa\u30fc\u30c7\u30a3\u30aa\u6a5f\u80fd\u3002<\/li>\n\n\n\n<li>\u30aa\u30fc\u30c7\u30a3\u30aa\u30bf\u30b9\u30af\u306e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30b5\u30dd\u30fc\u30c8\u3002<\/li>\n\n\n\n<li>\u4fe1\u53f7\u51e6\u7406\u306b\u52b9\u7387\u7684\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u77ed\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30aa\u30fc\u30c7\u30a3\u30aa\u30c7\u30fc\u30bf\u306e\u307f\u306b\u9650\u5b9a\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u624b\u52d5\u3067\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8a2d\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u3042\u307e\u308a\u9069\u3057\u3066\u3044\u307e\u305b\u3093\u3002<\/li>\n\n\n\n<li>\u57fa\u672c\u7684\u306a AI \u6a5f\u80fd\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528\u3059\u308b\u306b\u306f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u77e5\u8b58\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9023\u7d61\u5148<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8: librosa.org<\/li>\n\n\n\n<li>GitHub: 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. \u30b9\u30d1\u30fc\u30b7\u30fc<\/h2>\n\n\n\n<p>spaCy \u306f\u3001AI \u3092\u4f7f\u7528\u3057\u3066\u30c6\u30ad\u30b9\u30c8 \u30c7\u30fc\u30bf\u304b\u3089\u7279\u5fb4\u3092\u62bd\u51fa\u3059\u308b\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u7528\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 Python \u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u751f\u306e\u30c6\u30ad\u30b9\u30c8\u5165\u529b\u304b\u3089\u3001\u5358\u8a9e\u306e\u57cb\u3081\u8fbc\u307f\u3001POS \u30bf\u30b0\u3001\u540d\u524d\u4ed8\u304d\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306a\u3069\u306e\u7279\u5fb4\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u3053\u306e\u30c4\u30fc\u30eb\u306f\u3001\u958b\u767a\u8005\u3084\u8a00\u8a9e\u5b66\u8005\u304c\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u3084\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u306a\u3069\u306e\u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u307e\u305f\u306f\u30ab\u30b9\u30bf\u30e0 \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u4f7f\u7528\u3057\u3066\u52d5\u4f5c\u3057\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u51e6\u7406\u3057\u3066\u5206\u6790\u7528\u306e\u69cb\u9020\u5316\u3055\u308c\u305f\u6a5f\u80fd\u30bb\u30c3\u30c8\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u30c7\u30b9\u30af\u30c8\u30c3\u30d7\u307e\u305f\u306f\u30b5\u30fc\u30d0\u30fc \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u52b9\u7387\u7684\u306b\u5b9f\u884c\u3055\u308c\u3001\u6a19\u6e96\u7684\u306a\u30bf\u30b9\u30af\u306b\u306f\u6700\u5c0f\u9650\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u304c\u5fc5\u8981\u3067\u3059\u3002NLP \u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u308b\u305f\u3081\u3001\u4ed6\u306e\u30c7\u30fc\u30bf \u30bf\u30a4\u30d7\u3067\u306e\u4f7f\u7528\u306f\u5236\u9650\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3b\u306a\u30cf\u30a4\u30e9\u30a4\u30c8<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c6\u30ad\u30b9\u30c8\u7279\u5fb4\u62bd\u51fa\u306e\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3002<\/li>\n\n\n\n<li>\u57cb\u3081\u8fbc\u307f\u3001\u30bf\u30b0\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4e8b\u524d\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f NLP \u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u751f\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5206\u985e\u3068NER\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9577\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9ad8\u901f\u304b\u3064\u52b9\u7387\u7684\u306a NLP \u30c4\u30fc\u30eb\u3002<\/li>\n\n\n\n<li>\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u304c\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30e9\u30a4\u30bb\u30f3\u30b9\u8cbb\u7528\u306a\u3057\u3067\u7121\u6599\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30c6\u30ad\u30b9\u30c8\u30bf\u30b9\u30af\u306e\u7c21\u5358\u306a\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3002<\/li>\n\n\n\n<li>\u5f37\u529b\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30b5\u30dd\u30fc\u30c8\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u77ed\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u307f\u306b\u9650\u5b9a\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8a73\u7d30\u306b\u306f\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u975e NLP \u30bf\u30b9\u30af\u3067\u306f\u67d4\u8edf\u6027\u304c\u4f4e\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528\u306b\u306f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30b9\u30ad\u30eb\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30ea\u30bd\u30fc\u30b9\u306e\u4f7f\u7528\u91cf\u3082\u30c7\u30fc\u30bf\u3068\u3068\u3082\u306b\u5897\u52a0\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9023\u7d61\u5148<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8: spacey.io<\/li>\n\n\n\n<li>\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9: contact@explosion.ai<\/li>\n\n\n\n<li>\u30e6\u30fc\u30c1\u30e5\u30fc\u30d6: youtube.com\/@ExplosionAI<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"498\" height=\"101\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/mathworks.jpg\" alt=\"\" class=\"wp-image-174602\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/mathworks.jpg 498w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/mathworks-300x61.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/mathworks-18x4.jpg 18w\" sizes=\"(max-width: 498px) 100vw, 498px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">8. MATLAB \u7279\u5fb4\u62bd\u51fa\u30c4\u30fc\u30eb\u30dc\u30c3\u30af\u30b9<\/h2>\n\n\n\n<p>MATLAB Feature Extraction Toolbox \u306f\u3001AI \u3068\u7d71\u8a08\u7684\u624b\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u4fe1\u53f7\u3001\u753b\u50cf\u3001\u307e\u305f\u306f\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u7279\u5fb4\u3092\u62bd\u51fa\u3059\u308b\u5546\u7528\u30b9\u30a4\u30fc\u30c8\u3067\u3059\u3002\u30a6\u30a7\u30fc\u30d6\u30ec\u30c3\u30c8\u5909\u63db\u3084 PCA \u306a\u3069\u306e\u624b\u6cd5\u3092\u9069\u7528\u3057\u3066\u3001\u751f\u30c7\u30fc\u30bf\u3092\u7279\u5fb4\u30bb\u30c3\u30c8\u306b\u51e6\u7406\u3057\u307e\u3059\u3002\u3053\u306e\u30c4\u30fc\u30eb\u306f\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u79d1\u5b66\u8005\u304c\u4fe1\u53f7\u5206\u6790\u3084\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u306b\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f MATLAB \u5185\u3067\u52d5\u4f5c\u3057\u3001\u6700\u5c0f\u9650\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3067\u7279\u5fb4\u62bd\u51fa\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u7d44\u307f\u8fbc\u307f\u95a2\u6570\u3068 GUI \u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u30d0\u30c3\u30c1 \u30e2\u30fc\u30c9\u3067\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u3001\u3055\u3089\u306b\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u7279\u5fb4\u30d9\u30af\u30c8\u30eb\u307e\u305f\u306f\u8996\u899a\u5316\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u5546\u7528\u3067\u3042\u308a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u4f9d\u5b58\u3059\u308b\u305f\u3081\u3001\u30a2\u30af\u30bb\u30b9\u6027\u304c\u5236\u9650\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3b\u306a\u30cf\u30a4\u30e9\u30a4\u30c8<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4fe1\u53f7\u304a\u3088\u3073\u753b\u50cf\u6a5f\u80fd\u7528\u306e\u30b9\u30a4\u30fc\u30c8\u3002<\/li>\n\n\n\n<li>\u30a6\u30a7\u30fc\u30d6\u30ec\u30c3\u30c8\u5909\u63db\u3068 PCA \u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>AI \u65b9\u5f0f\u3067\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>MATLAB \u74b0\u5883\u5185\u3067\u52d5\u4f5c\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9577\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5305\u62ec\u7684\u306a\u7d44\u307f\u8fbc\u307f\u30c4\u30fc\u30eb\u3002<\/li>\n\n\n\n<li>GUI \u306b\u3088\u308a\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u5fc5\u8981\u6027\u304c\u8efd\u6e1b\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30bf\u30b9\u30af\u306b\u4fe1\u983c\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30bf\u30a4\u30d7\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8a73\u7d30\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304c\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u77ed\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>MATLAB \u30e9\u30a4\u30bb\u30f3\u30b9\u6599\u91d1\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li>MATLAB \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u9650\u5b9a\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5927\u304d\u306a\u30c7\u30fc\u30bf\u306e\u5834\u5408\u3001\u30ea\u30bd\u30fc\u30b9\u3092\u5927\u91cf\u306b\u6d88\u8cbb\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306e\u4f59\u5730\u304c\u5c11\u306a\u3044\u3002<\/li>\n\n\n\n<li>\u5c0f\u898f\u6a21\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u306f\u30b3\u30b9\u30c8\u304c\u9ad8\u984d\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9023\u7d61\u5148<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8: mathworks.com<\/li>\n\n\n\n<li>\u4f4f\u6240: 1 Apple Hill Drive, Natick, MA 01760-2098, \u7c73\u56fd<\/li>\n\n\n\n<li>\u96fb\u8a71: 508-647-7000<\/li>\n\n\n\n<li>X: x.com\/MATLAB<\/li>\n\n\n\n<li>\u30d5\u30a7\u30a4\u30b9\u30d6\u30c3\u30af: facebook.com\/MATLAB<\/li>\n\n\n\n<li>\u30a4\u30f3\u30b9\u30bf\u30b0\u30e9\u30e0: instagram.com\/matlab<\/li>\n\n\n\n<li>\u30ea\u30f3\u30af\u30c8\u30a4\u30f3: linkedin.com\/company\/the-mathworks_2<\/li>\n\n\n\n<li>\u30e6\u30fc\u30c1\u30e5\u30fc\u30d6: 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 (\u81ea\u7136\u8a00\u8a9e\u30c4\u30fc\u30eb\u30ad\u30c3\u30c8)<\/h2>\n\n\n\n<p>NLTK \u306f\u3001AI \u3068\u8a00\u8a9e\u5b66\u7684\u624b\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u30c6\u30ad\u30b9\u30c8 \u30c7\u30fc\u30bf\u304b\u3089\u7279\u5fb4\u3092\u62bd\u51fa\u3059\u308b\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e Python \u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002NLP \u30bf\u30b9\u30af\u306e\u751f\u306e\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u30c8\u30fc\u30af\u30f3\u6570\u3001n \u30b0\u30e9\u30e0\u3001\u611f\u60c5\u30b9\u30b3\u30a2\u306a\u3069\u306e\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002\u3053\u306e\u30c4\u30fc\u30eb\u306f\u3001\u8a00\u8a9e\u5b66\u8005\u3084\u30c7\u30fc\u30bf \u30a2\u30ca\u30ea\u30b9\u30c8\u304c\u30c6\u30ad\u30b9\u30c8\u51e6\u7406\u3084\u7814\u7a76\u306b\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f Python \u5185\u3067\u52d5\u4f5c\u3057\u3001\u6700\u5c0f\u9650\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3067\u30c6\u30ad\u30b9\u30c8\u6a5f\u80fd\u3092\u524d\u51e6\u7406\u304a\u3088\u3073\u62bd\u51fa\u3059\u308b\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002bag-of-words \u3084\u983b\u5ea6\u30d9\u30af\u30c8\u30eb\u306a\u3069\u306e\u6a5f\u80fd\u30bb\u30c3\u30c8\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u3001\u9ad8\u5ea6\u306a\u30bf\u30b9\u30af\u306b\u306f\u624b\u52d5\u69cb\u6210\u304c\u5fc5\u8981\u3067\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u306e\u307f\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u3044\u308b\u305f\u3081\u3001\u4ed6\u306e\u30c7\u30fc\u30bf \u30bf\u30a4\u30d7\u3067\u306e\u4f7f\u7528\u306f\u5236\u9650\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3b\u306a\u30cf\u30a4\u30e9\u30a4\u30c8<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c6\u30ad\u30b9\u30c8\u7279\u5fb4\u62bd\u51fa\u306e\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3002<\/li>\n\n\n\n<li>\u30c8\u30fc\u30af\u30f3\u3001n-gram\u3001\u611f\u60c5\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8a00\u8a9e\u7684\u304a\u3088\u3073 AI \u7684\u624b\u6cd5\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Python \u95a2\u6570\u3092\u4ecb\u3057\u3066\u52d5\u4f5c\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>NLP \u304a\u3088\u3073\u30c6\u30ad\u30b9\u30c8\u5206\u6790\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9577\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7121\u6599\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30c6\u30ad\u30b9\u30c8\u30bf\u30b9\u30af\u306e\u7c21\u5358\u306a\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3002<\/li>\n\n\n\n<li>\u8c4a\u5bcc\u306a\u8a00\u8a9e\u6a5f\u80fd\u306e\u30bb\u30c3\u30c8\u3002<\/li>\n\n\n\n<li>\u5f37\u529b\u306a\u5b66\u8853\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u30b5\u30dd\u30fc\u30c8\u3002<\/li>\n\n\n\n<li>Python \u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u7d71\u5408\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u77ed\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u307f\u306b\u9650\u5b9a\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u73fe\u4ee3\u306e\u30c4\u30fc\u30eb\u3068\u6bd4\u8f03\u3057\u305f\u57fa\u672c\u7684\u306a AI\u3002<\/li>\n\n\n\n<li>\u624b\u52d5\u306e\u6a5f\u80fd\u8a2d\u8a08\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u5927\u304d\u306a\u30c6\u30ad\u30b9\u30c8\u30b3\u30fc\u30d1\u30b9\u3067\u306f\u9045\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528\u3059\u308b\u306b\u306f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30b9\u30ad\u30eb\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9023\u7d61\u5148<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8: 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. \u30b2\u30f3\u30b7\u30e0<\/h2>\n\n\n\n<p>Gensim \u306f\u3001\u30c8\u30d4\u30c3\u30af \u30e2\u30c7\u30ea\u30f3\u30b0\u3068\u5358\u8a9e\u57cb\u3081\u8fbc\u307f\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u305f\u3001\u30c6\u30ad\u30b9\u30c8 \u30c7\u30fc\u30bf\u304b\u3089\u306e\u7279\u5fb4\u62bd\u51fa\u7528\u306e\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9 Python \u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002LDA \u3084 Word2Vec \u306a\u3069\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u3001\u751f\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u51e6\u7406\u3057\u3001\u5358\u8a9e\u30d9\u30af\u30c8\u30eb\u3084\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8 \u30c8\u30d4\u30c3\u30af\u306a\u3069\u306e\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002\u3053\u306e\u30c4\u30fc\u30eb\u306f\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3084 NLP \u7814\u7a76\u8005\u304c\u30c6\u30ad\u30b9\u30c8\u5206\u6790\u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f Python \u5185\u3067\u52d5\u4f5c\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30c6\u30ad\u30b9\u30c8\u3092\u524d\u51e6\u7406\u3057\u3001\u6700\u5c0f\u9650\u306e\u4f9d\u5b58\u95a2\u4fc2\u3067\u7279\u5fb4\u62bd\u51fa\u7528\u306e\u30e2\u30c7\u30eb\u3092\u9069\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u5927\u898f\u6a21\u306a\u30b3\u30fc\u30d1\u30b9\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u3001\u6a5f\u68b0\u5b66\u7fd2\u307e\u305f\u306f\u8996\u899a\u5316\u7528\u306e\u30d9\u30af\u30bf\u30fc\u8868\u73fe\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u306b\u7279\u5316\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u5e45\u5e83\u3044\u7528\u9014\u306b\u306f\u9650\u754c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3b\u306a\u30cf\u30a4\u30e9\u30a4\u30c8<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c6\u30ad\u30b9\u30c8\u7279\u5fb4\u62bd\u51fa\u306e\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3002<\/li>\n\n\n\n<li>\u5358\u8a9e\u30d9\u30af\u30c8\u30eb\u3068\u30c8\u30d4\u30c3\u30af\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>LDA \u304a\u3088\u3073 Word2Vec \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5927\u898f\u6a21\u306a\u30c6\u30ad\u30b9\u30c8\u30b3\u30fc\u30d1\u30b9\u3092\u51e6\u7406\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>NLP \u304a\u3088\u3073\u30c8\u30d4\u30c3\u30af \u30e2\u30c7\u30ea\u30f3\u30b0\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9577\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5927\u898f\u6a21\u306a\u30c6\u30ad\u30b9\u30c8 \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u52b9\u7387\u7684\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30e9\u30a4\u30bb\u30f3\u30b9\u6599\u306a\u3057\u3067\u7121\u6599\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u57cb\u3081\u8fbc\u307f\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>Python \u3068\u306e\u7c21\u5358\u306a\u7d71\u5408\u3002<\/li>\n\n\n\n<li>NLP \u306e\u4f7f\u7528\u306b\u3064\u3044\u3066\u306f\u5341\u5206\u306b\u6587\u66f8\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u77ed\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c6\u30ad\u30b9\u30c8 \u30c7\u30fc\u30bf\u578b\u306b\u9650\u5b9a\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u524d\u51e6\u7406\u624b\u9806\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u5c0f\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u3042\u307e\u308a\u9069\u3057\u3066\u3044\u307e\u305b\u3093\u3002<\/li>\n\n\n\n<li>\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u5c02\u9580\u77e5\u8b58\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u57fa\u672c\u7684\u306a GUI \u30b5\u30dd\u30fc\u30c8\u306e\u307f\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9023\u7d61\u5148<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8: radimrehurek.com<\/li>\n\n\n\n<li>X: x.com\/radimrehurek<\/li>\n\n\n\n<li>\u30ea\u30f3\u30af\u30c8\u30a4\u30f3: 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. ArcGIS AI \u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u305f\u30d5\u30a3\u30fc\u30c1\u30e3\u306e\u62bd\u51fa<\/h2>\n\n\n\n<p>ArcGIS \u306e AI \u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u305f\u30d5\u30a3\u30fc\u30c1\u30e3\u62bd\u51fa\u306f\u3001\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u307e\u305f\u306f\u30ab\u30b9\u30bf\u30e0\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u753b\u50cf\u304b\u3089\u30d5\u30a3\u30fc\u30c1\u30e3\u3092\u62bd\u51fa\u3059\u308b ArcGIS Pro \u5185\u306e\u30c4\u30fc\u30eb\u3067\u3059\u3002\u885b\u661f\u30c7\u30fc\u30bf\u3084\u822a\u7a7a\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u3066\u3001\u5730\u7406\u7a7a\u9593\u5206\u6790\u306e\u305f\u3081\u306b\u5efa\u7269\u3084\u9053\u8def\u306a\u3069\u306e\u30d5\u30a3\u30fc\u30c1\u30e3\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002\u3053\u306e\u30c4\u30fc\u30eb\u306f\u3001GIS \u306e\u5c02\u9580\u5bb6\u3084\u90fd\u5e02\u8a08\u753b\u8005\u304c\u30de\u30c3\u30d4\u30f3\u30b0 \u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f ArcGIS Pro \u5185\u3067\u52d5\u4f5c\u3057\u3001\u30e2\u30c7\u30eb\u3092\u9069\u7528\u3057\u3066\u30d5\u30a3\u30fc\u30c1\u30e3\u3092\u5206\u985e\u307e\u305f\u306f\u691c\u51fa\u3057\u3001\u30aa\u30d7\u30b7\u30e7\u30f3\u306e\u5f8c\u51e6\u7406\u3067\u30d9\u30af\u30bf\u30fc\u307e\u305f\u306f\u30e9\u30b9\u30bf\u30fc\u51fa\u529b\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3057\u3066\u95a2\u5fc3\u9818\u57df\u3092\u5b9a\u7fa9\u3057\u3001GIS \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3068\u7d71\u5408\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u5546\u7528\u306e\u6027\u8cea\u3068\u753b\u50cf\u4e2d\u5fc3\u306e\u305f\u3081\u3001\u30a2\u30af\u30bb\u30b7\u30d3\u30ea\u30c6\u30a3\u304c\u5236\u9650\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3b\u306a\u30cf\u30a4\u30e9\u30a4\u30c8<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI\u3092\u4f7f\u7528\u3057\u3066\u753b\u50cf\u304b\u3089\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u30e2\u30c7\u30eb\u307e\u305f\u306f\u30ab\u30b9\u30bf\u30e0 \u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u885b\u661f\u30c7\u30fc\u30bf\u3068\u822a\u7a7a\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d9\u30af\u30bf\u30fc\/\u30e9\u30b9\u30bf\u30fc\u51fa\u529b\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5730\u7406\u7a7a\u9593\u30de\u30c3\u30d4\u30f3\u30b0\u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9577\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30b7\u30fc\u30e0\u30ec\u30b9\u306a ArcGIS \u7d71\u5408\u3002<\/li>\n\n\n\n<li>AI \u30e2\u30c7\u30eb\u306b\u3088\u308b\u9ad8\u3044\u7cbe\u5ea6\u3002<\/li>\n\n\n\n<li>\u5f8c\u51e6\u7406\u624b\u9806\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>GIS \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5411\u3051\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8a73\u7d30\u306a\u5730\u7406\u7a7a\u9593\u51fa\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u77ed\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>ArcGIS Pro \u30e9\u30a4\u30bb\u30f3\u30b9\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u753b\u50cf\u30c7\u30fc\u30bf\u30bf\u30a4\u30d7\u306b\u9650\u5b9a\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>GIS \u4ee5\u5916\u306e\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u306f\u8907\u96d1\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30d5\u30eb\u30a2\u30af\u30bb\u30b9\u306b\u306f\u9ad8\u984d\u306a\u8cbb\u7528\u304c\u304b\u304b\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ea\u30bd\u30fc\u30b9\u3092\u5927\u91cf\u306b\u6d88\u8cbb\u3059\u308b\u51e6\u7406\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9023\u7d61\u5148\uff1a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8: esri.com<\/li>\n\n\n\n<li>\u4f4f\u6240: 35 Village Rd, Suite 501, Middleton, MA 01949-1234, \u30a2\u30e1\u30ea\u30ab\u5408\u8846\u56fd<\/li>\n\n\n\n<li>\u96fb\u8a71: 978-777-4543<\/li>\n\n\n\n<li>Esri\u306b\u3064\u3044\u3066<\/li>\n\n\n\n<li>\u30d5\u30a7\u30a4\u30b9\u30d6\u30c3\u30af: facebook.com\/esrigis<\/li>\n\n\n\n<li>\u30a4\u30f3\u30b9\u30bf\u30b0\u30e9\u30e0: instagram.com\/esrigram<\/li>\n\n\n\n<li>\u30ea\u30f3\u30af\u30c8\u30a4\u30f3: linkedin.com\/company\/esri<\/li>\n\n\n\n<li>\u30e6\u30fc\u30c1\u30e5\u30fc\u30d6: 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. \u30cf\u30b0\u30d5\u30a7\u30a4\u30b9\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc<\/h2>\n\n\n\n<p>Hugging Face Transformers \u306f\u3001\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30d9\u30fc\u30b9\u306e AI \u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30c6\u30ad\u30b9\u30c8\u3084\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb \u30c7\u30fc\u30bf\u304b\u3089\u7279\u5fb4\u3092\u62bd\u51fa\u3059\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 \u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002BERT \u3084 ViT \u306a\u3069\u306e\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3057\u3066\u3001\u6587\u7ae0\u3084\u753b\u50cf\u306a\u3069\u306e\u5165\u529b\u3092\u51e6\u7406\u3057\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u3084\u8996\u899a\u8868\u73fe\u306a\u3069\u306e\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002\u3053\u306e\u30c4\u30fc\u30eb\u306f\u3001\u958b\u767a\u8005\u3084 NLP \u7814\u7a76\u8005\u304c\u30c6\u30ad\u30b9\u30c8\u8981\u7d04\u3084\u753b\u50cf\u30ad\u30e3\u30d7\u30b7\u30e7\u30f3\u4f5c\u6210\u306a\u3069\u306e\u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f Python \u5185\u3067\u52d5\u4f5c\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306f API \u3092\u4ecb\u3057\u3066\u6700\u5c0f\u9650\u306e\u8a2d\u5b9a\u3067\u81a8\u5927\u306a\u30ea\u30dd\u30b8\u30c8\u30ea\u304b\u3089\u30e2\u30c7\u30eb\u3092\u30ed\u30fc\u30c9\u3057\u3001\u6a5f\u80fd\u3092\u62bd\u51fa\u3067\u304d\u307e\u3059\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u307e\u305f\u306f\u30d0\u30c3\u30c1\u30e2\u30fc\u30c9\u3067\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u3001\u4e0b\u6d41\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u7528\u306e\u9ad8\u6b21\u5143\u6a5f\u80fd\u30d9\u30af\u30c8\u30eb\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u5f37\u529b\u3067\u3059\u304c\u3001\u8a08\u7b97\u91cf\u304c\u591a\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3b\u306a\u30cf\u30a4\u30e9\u30a4\u30c8<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u7528\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e9\u30a4\u30d6\u30e9\u30ea\u3002<\/li>\n\n\n\n<li>\u30c6\u30ad\u30b9\u30c8\u3068\u753b\u50cf\u304b\u3089\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>BERT\u3001ViT \u306a\u3069\u306e\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Python API \u7d4c\u7531\u3067\u52d5\u4f5c\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>NLP \u304a\u3088\u3073\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb \u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9577\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5e83\u7bc4\u306a\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u30e2\u30c7\u30eb \u30e9\u30a4\u30d6\u30e9\u30ea\u3002<\/li>\n\n\n\n<li>\u30e9\u30a4\u30bb\u30f3\u30b9\u6599\u306a\u3057\u3067\u7121\u6599\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u9ad8\u54c1\u8cea\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u6a5f\u80fd\u3002<\/li>\n\n\n\n<li>Python \u3068\u306e\u7c21\u5358\u306a\u7d71\u5408\u3002<\/li>\n\n\n\n<li>\u30c6\u30ad\u30b9\u30c8\u3068\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u77ed\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u304b\u306a\u308a\u306e\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u5b9f\u88c5\u3059\u308b\u306b\u306f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30b9\u30ad\u30eb\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30d9\u30fc\u30b9\u306e\u65b9\u6cd5\u306b\u9650\u5b9a\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u521d\u5fc3\u8005\u306b\u3068\u3063\u3066\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u306f\u8907\u96d1\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306f\u30ea\u30bd\u30fc\u30b9\u304c\u5927\u91cf\u306b\u6d88\u8cbb\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9023\u7d61\u5148<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8: huggingface.co<\/li>\n\n\n\n<li>\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9: press@huggingface.co<\/li>\n\n\n\n<li>X: x.com\/huggingface<\/li>\n\n\n\n<li>\u30ea\u30f3\u30af\u30c8\u30a4\u30f3: 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. \u30d5\u30a3\u30fc\u30c1\u30e3\u30fc\u30c4\u30fc\u30eb<\/h2>\n\n\n\n<p>Featuretools \u306f\u3001AI \u6280\u8853\u3092\u4f7f\u7528\u3057\u3066\u3001\u8868\u5f62\u5f0f\u30c7\u30fc\u30bf\u3084\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306a\u3069\u306e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u81ea\u52d5\u7684\u306b\u7279\u5fb4\u3092\u62bd\u51fa\u3059\u308b\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e Python \u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u624b\u52d5\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306a\u3057\u3067\u3001\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb \u30c7\u30fc\u30bf \u30c6\u30fc\u30d6\u30eb\u304b\u3089\u96c6\u8a08\u3001\u5909\u63db\u3001\u307e\u305f\u306f\u6642\u9593\u30d1\u30bf\u30fc\u30f3\u306a\u3069\u306e\u7279\u5fb4\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u3053\u306e\u30c4\u30fc\u30eb\u306f\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3084\u30a2\u30ca\u30ea\u30b9\u30c8\u304c\u4e88\u6e2c\u30e2\u30c7\u30ea\u30f3\u30b0\u3084\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u95a2\u4fc2\u3092\u5b9a\u7fa9\u3057\u3001\u30c7\u30a3\u30fc\u30d7 \u30d5\u30a3\u30fc\u30c1\u30e3\u5408\u6210\u3092\u9069\u7528\u3057\u3066\u3001\u6a5f\u68b0\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u7528\u306e\u30d5\u30a3\u30fc\u30c1\u30e3 \u30de\u30c8\u30ea\u30c3\u30af\u30b9\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3067\u52d5\u4f5c\u3057\u307e\u3059\u3002\u30d0\u30c3\u30c1 \u30e2\u30fc\u30c9\u3067\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u3001\u30e6\u30fc\u30b6\u30fc\u306f Python \u30b9\u30af\u30ea\u30d7\u30c8\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u69cb\u9020\u3068\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u6307\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u308b\u305f\u3081\u3001\u753b\u50cf\u3084\u97f3\u58f0\u306a\u3069\u306e\u975e\u69cb\u9020\u5316\u5165\u529b\u306b\u306f\u4f7f\u7528\u304c\u5236\u9650\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3b\u306a\u30cf\u30a4\u30e9\u30a4\u30c8<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u6a5f\u80fd\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3002<\/li>\n\n\n\n<li>AI \u306b\u3088\u308b\u7279\u5fb4\u62bd\u51fa\u3092\u81ea\u52d5\u5316\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u96c6\u8a08\u3068\u6642\u9593\u7684\u7279\u5fb4\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb \u30c7\u30fc\u30bf\u3068\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u6e96\u5099\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9577\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0 \u30bf\u30b9\u30af\u3092\u81ea\u52d5\u5316\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7121\u6599\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30c4\u30fc\u30eb\u3002<\/li>\n\n\n\n<li>\u8907\u96d1\u306a\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb \u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Python \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3068\u7d71\u5408\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u624b\u52d5\u306e\u524d\u51e6\u7406\u306b\u304b\u304b\u308b\u6642\u9593\u3092\u7bc0\u7d04\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u77ed\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u307f\u306b\u5236\u9650\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3068\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u306e\u4f5c\u696d\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u69cb\u9020\u5316\u3055\u308c\u3066\u3044\u306a\u3044\u5165\u529b\u306b\u306f\u52b9\u679c\u304c\u4f4e\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u660e\u78ba\u306a\u30c7\u30fc\u30bf\u95a2\u4fc2\u3092\u5b9a\u7fa9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u306f\u9045\u304f\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9023\u7d61\u5148<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8: alteryx.com<\/li>\n\n\n\n<li>\u4f4f\u6240: 3347 Michelson Drive, Suite 400, Irvine, CA 92612, USA<\/li>\n\n\n\n<li>\u96fb\u8a71: +1 888 836 4274<\/li>\n\n\n\n<li>\u30d5\u30a7\u30a4\u30b9\u30d6\u30c3\u30af: facebook.com\/alteryx<\/li>\n\n\n\n<li>\u30ea\u30f3\u30af\u30c8\u30a4\u30f3: linkedin.com\/company\/alteryx<\/li>\n\n\n\n<li>YouTube: 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. \u30b1\u30e9\u30b9<\/h2>\n\n\n\n<p>Keras \u306f\u3001TensorFlow \u3084 Theano \u3067\u3088\u304f\u4f7f\u7528\u3055\u308c\u308b\u9ad8\u30ec\u30d9\u30eb API \u3068\u3057\u3066\u69cb\u7bc9\u3055\u308c\u305f\u3001\u7279\u5fb4\u62bd\u51fa\u7528\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 AI \u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u7573\u307f\u8fbc\u307f\u3084\u57cb\u3081\u8fbc\u307f\u306a\u3069\u306e\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af \u30ec\u30a4\u30e4\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3001\u753b\u50cf\u3084\u30c6\u30ad\u30b9\u30c8\u306a\u3069\u306e\u30c7\u30fc\u30bf\u304b\u3089\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002\u3053\u306e\u30c4\u30fc\u30eb\u306f\u3001\u958b\u767a\u8005\u3084\u7814\u7a76\u8005\u304c\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u4f5c\u6210\u3084\u88fd\u54c1\u30e2\u30c7\u30eb\u306e\u4f5c\u6210\u306b\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f Python \u5185\u3067\u52d5\u4f5c\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u6700\u5c0f\u9650\u306e\u30b3\u30fc\u30c9\u3067\u7279\u5fb4\u62bd\u51fa\u30bf\u30b9\u30af\u7528\u306e\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u8a2d\u8a08\u307e\u305f\u306f\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002\u968e\u5c64\u5316\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u901a\u3058\u3066\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u3001\u4e0b\u6d41\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5411\u3051\u306e\u7279\u5fb4\u8868\u73fe\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a\u8a2d\u8a08\u3067\u3001\u30d0\u30c3\u30af\u30a8\u30f3\u30c9 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3b\u306a\u30cf\u30a4\u30e9\u30a4\u30c8<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7279\u5fb4\u62bd\u51fa\u306e\u305f\u3081\u306e\u9ad8\u30ec\u30d9\u30eb API\u3002<\/li>\n\n\n\n<li>\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4ecb\u3057\u3066\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u753b\u50cf\u3001\u30c6\u30ad\u30b9\u30c8\u306a\u3069\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>TensorFlow \u307e\u305f\u306f Theano \u4e0a\u306b\u69cb\u7bc9\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8a66\u4f5c\u304a\u3088\u3073\u751f\u7523\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9577\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30b7\u30f3\u30d7\u30eb\u3067\u521d\u5fc3\u8005\u306b\u512a\u3057\u3044 API\u3002<\/li>\n\n\n\n<li>\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u30e2\u30c7\u30eb\u306b\u3088\u308b\u67d4\u8edf\u6027\u3002<\/li>\n\n\n\n<li>TensorFlow \u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3068\u7d71\u5408\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7121\u6599\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30c4\u30fc\u30eb\u3002<\/li>\n\n\n\n<li>\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u30af\u30a4\u30c3\u30af \u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u77ed\u6240<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30d0\u30c3\u30af\u30a8\u30f3\u30c9 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u4f9d\u5b58\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5236\u9650\u3055\u308c\u305f\u4f4e\u30ec\u30d9\u30eb\u306e\u5236\u5fa1\u3002<\/li>\n\n\n\n<li>\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u77e5\u8b58\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u306b\u5bfe\u3059\u308b\u30ea\u30bd\u30fc\u30b9\u8981\u6c42\u3002<\/li>\n\n\n\n<li>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u4ee5\u5916\u306e\u30bf\u30b9\u30af\u306b\u306f\u3042\u307e\u308a\u9069\u3057\u3066\u3044\u307e\u305b\u3093\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9023\u7d61\u5148<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8: keras.io<\/li>\n\n\n\n<li>\u30e1\u30fc\u30eb: keras-users@googlegroups.com<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d50\u8ad6<\/h2>\n\n\n\n<p>AI \u7279\u5fb4\u62bd\u51fa\u30c4\u30fc\u30eb\u306f\u3001\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u3092\u81ea\u52d5\u5316\u3057\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u73fe\u4ee3\u306e\u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002TensorFlow \u3084 PyTorch \u306a\u3069\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304b\u3089 OpenCV \u3084 Librosa \u306a\u3069\u306e\u5c02\u9580\u30e9\u30a4\u30d6\u30e9\u30ea\u307e\u3067\u3001\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u4fe1\u53f7\u5206\u6790\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u9818\u57df\u3067\u52b9\u7387\u7684\u306a\u7279\u5fb4\u751f\u6210\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>AI \u304c\u9032\u5316\u3057\u7d9a\u3051\u308b\u306b\u3064\u308c\u3066\u3001\u7279\u5fb4\u62bd\u51fa\u6280\u8853\u306f\u3088\u308a\u9ad8\u5ea6\u306b\u306a\u308a\u3001\u7814\u7a76\u3001\u30d3\u30b8\u30cd\u30b9\u3001\u81ea\u52d5\u5316\u306b\u304a\u3051\u308b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u304c\u3055\u3089\u306b\u6700\u9069\u5316\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3059\u308b\u7d44\u7e54\u306f\u3001\u4e88\u6e2c\u7cbe\u5ea6\u3092\u9ad8\u3081\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u5408\u7406\u5316\u3057\u3001AI \u99c6\u52d5\u578b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u63a8\u9032\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3088\u304f\u3042\u308b\u8cea\u554f<\/h2>\n\n\n\n<div class=\"schema-faq wp-block-yoast-faq-block\"><div class=\"schema-faq-section\" id=\"faq-question-1741696538117\"><strong class=\"schema-faq-question\">AI\u7279\u5fb4\u62bd\u51fa\u3068\u306f\u4f55\u3067\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">AI \u7279\u5fb4\u62bd\u51fa\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u6539\u5584\u3059\u308b\u305f\u3081\u306b\u3001\u751f\u30c7\u30fc\u30bf (\u753b\u50cf\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u97f3\u58f0\u306a\u3069) \u304b\u3089\u4e3b\u8981\u306a\u7279\u6027\u3092\u8b58\u5225\u3057\u3066\u5206\u96e2\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1741696555266\"><strong class=\"schema-faq-question\">AI \u306b\u304a\u3044\u3066\u7279\u5fb4\u62bd\u51fa\u304c\u91cd\u8981\u306a\u306e\u306f\u306a\u305c\u3067\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">\u7279\u5fb4\u62bd\u51fa\u306b\u3088\u308a\u3001\u6700\u3082\u95a2\u9023\u6027\u306e\u9ad8\u3044\u60c5\u5831\u306b\u7126\u70b9\u3092\u5f53\u3066\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u304c\u7c21\u7d20\u5316\u3055\u308c\u3001\u6b21\u5143\u304c\u524a\u6e1b\u3055\u308c\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1741696563134\"><strong class=\"schema-faq-question\">AI \u306f\u3069\u306e\u3088\u3046\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u304b\u3089\u7279\u5fb4\u3092\u62bd\u51fa\u3067\u304d\u307e\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">AI \u306f\u3001\u753b\u50cf\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u97f3\u58f0\u3001\u6570\u5024\u30c7\u30fc\u30bf\u3001\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf \u30bf\u30a4\u30d7\u304b\u3089\u7279\u5fb4\u3092\u62bd\u51fa\u3067\u304d\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1741696571120\"><strong class=\"schema-faq-question\">\u7279\u5fb4\u62bd\u51fa\u306b\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b AI \u30c4\u30fc\u30eb\u306f\u4f55\u3067\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">\u7279\u5fb4\u62bd\u51fa\u7528\u306e\u4e00\u822c\u7684\u306a AI \u30c4\u30fc\u30eb\u306b\u306f\u3001TensorFlow\u3001PyTorch\u3001Scikit-learn\u3001OpenCV\u3001spaCy\u3001Hugging Face Transformers \u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1741696578913\"><strong class=\"schema-faq-question\">\u7121\u6599\u306e AI \u6a5f\u80fd\u62bd\u51fa\u30c4\u30fc\u30eb\u306f\u3042\u308a\u307e\u3059\u304b?<\/strong> <p class=\"schema-faq-answer\">\u306f\u3044\u3001TensorFlow\u3001PyTorch\u3001Scikit-learn\u3001Librosa \u306a\u3069\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 \u30c4\u30fc\u30eb\u306f\u3001\u30e9\u30a4\u30bb\u30f3\u30b9\u6599\u306a\u3057\u3067\u7279\u5fb4\u62bd\u51fa\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1741696587120\"><strong class=\"schema-faq-question\">AI \u306f\u7279\u5fb4\u62bd\u51fa\u30d7\u30ed\u30bb\u30b9\u3092\u3069\u306e\u3088\u3046\u306b\u6539\u5584\u3059\u308b\u306e\u3067\u3057\u3087\u3046\u304b?<\/strong> <p class=\"schema-faq-answer\">AI\u306f\u7279\u5fb4\u62bd\u51fa\u3092\u81ea\u52d5\u5316\u3057\u3001\u624b\u4f5c\u696d\u3092\u6392\u9664\u3057\u3001\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u3001\u30e2\u30c7\u30eb\u304c\u751f\u30c7\u30fc\u30bf\u304b\u3089\u8907\u96d1\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u7fd2\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p> <\/div> <\/div>\n\n\n\n<h4 class=\"wp-block-heading\"><\/h4>","protected":false},"excerpt":{"rendered":"<p>AI feature extraction tools are systems or software that use artificial intelligence to identify and isolate key characteristics from raw data, such as images, text, or signals, for use in machine learning or analysis. These tools employ techniques like neural networks, statistical methods, or domain-specific algorithms to transform complex datasets into simplified, meaningful features, reducing dimensionality while preserving essential information. 1. FlyPix AI&nbsp; FlyPix AI is transforming geospatial data analysis with advanced AI-driven feature extraction tools. Our platform automates the detection, classification, and tracking of objects within satellite imagery, drone data, and LiDAR scans. Designed for industries that require precise geospatial insights, FlyPix AI simplifies complex data processing and enhances [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":174607,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-174597","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI Feature Extraction Tools: Technologies and Systems<\/title>\n<meta name=\"description\" content=\"This article examines AI-based tools for extracting features from data like images, text, and audio. It provides an overview of their features and applications\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/flypix.ai\/ja\/ai-feature-extraction-tools\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI Feature Extraction Tools: Technologies and Systems\" \/>\n<meta property=\"og:description\" content=\"This article examines AI-based tools for extracting features from data like images, text, and audio. It provides an overview of their features and applications\" \/>\n<meta property=\"og:url\" content=\"https:\/\/flypix.ai\/ja\/ai-feature-extraction-tools\/\" \/>\n<meta property=\"og:site_name\" content=\"Flypix\" \/>\n<meta property=\"article:published_time\" content=\"2025-03-11T13:37:59+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-01-26T12:13:47+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/03\/pexels-rahulp9800-1933900-scaled.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1707\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"FlyPix AI Team\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"FlyPix AI Team\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"16\u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/ai-feature-extraction-tools\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/ai-feature-extraction-tools\\\/\"},\"author\":{\"name\":\"FlyPix AI Team\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/#\\\/schema\\\/person\\\/762b2907c30a8062bd4dc28816c472e3\"},\"headline\":\"AI Feature Extraction Tools: Overview &amp; Applications\",\"datePublished\":\"2025-03-11T13:37:59+00:00\",\"dateModified\":\"2026-01-26T12:13:47+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/ai-feature-extraction-tools\\\/\"},\"wordCount\":3024,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/ai-feature-extraction-tools\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/flypix.ai\\\/wp-content\\\/uploads\\\/2025\\\/03\\\/pexels-rahulp9800-1933900-scaled.jpg\",\"articleSection\":[\"Articles\"],\"inLanguage\":\"ja\"},{\"@type\":[\"WebPage\",\"FAQPage\"],\"@id\":\"https:\\\/\\\/flypix.ai\\\/ai-feature-extraction-tools\\\/\",\"url\":\"https:\\\/\\\/flypix.ai\\\/ai-feature-extraction-tools\\\/\",\"name\":\"AI Feature Extraction Tools: Technologies and Systems\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/ai-feature-extraction-tools\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/ai-feature-extraction-tools\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/flypix.ai\\\/wp-content\\\/uploads\\\/2025\\\/03\\\/pexels-rahulp9800-1933900-scaled.jpg\",\"datePublished\":\"2025-03-11T13:37:59+00:00\",\"dateModified\":\"2026-01-26T12:13:47+00:00\",\"description\":\"This article examines AI-based tools for extracting features from data like images, text, and audio. 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