{"id":112652,"date":"2025-03-11T06:11:20","date_gmt":"2025-03-11T06:11:20","guid":{"rendered":"https:\/\/wp.eastgate-software.com\/?p=112652"},"modified":"2026-04-02T14:05:37","modified_gmt":"2026-04-02T07:05:37","slug":"5-real-world-examples-of-unsupervised-machine-learning","status":"publish","type":"post","link":"https:\/\/wp.eastgate-software.com\/jp\/5-real-world-examples-of-unsupervised-machine-learning\/","title":{"rendered":"\u6559\u5e2b\u306a\u3057\u6a5f\u68b0\u5b66\u7fd2\u306e5\u3064\u306e\u5b9f\u4f8b"},"content":{"rendered":"<p><span data-contrast=\"auto\">\u6025\u901f\u306b\u9032\u5316\u3059\u308b\u4e16\u754c\u306b\u304a\u3044\u3066 <\/span><span style=\"color: #4970ae\"><b>\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09<\/b><\/span><span data-contrast=\"auto\">, <\/span><span style=\"color: #4970ae\"><a style=\"color: #4970ae\" href=\"https:\/\/wp.eastgate-software.com\/jp\/ai-vs-machine-learning-vs-deep-learning-understanding-the-differences\/\"><b>\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff09<\/b><\/a> <\/span><span data-contrast=\"auto\">\u30c7\u30fc\u30bf\u5206\u6790\u3068\u81ea\u52d5\u5316\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002\u69d8\u3005\u306aML\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u4e2d\u3067\u3082\u3001, <\/span><b><span data-contrast=\"auto\">\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/span><\/b><span data-contrast=\"auto\"> \u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30bb\u30c3\u30c8\u306a\u3057\u3067\u30c7\u30fc\u30bf\u5185\u306e\u96a0\u308c\u305f\u30d1\u30bf\u30fc\u30f3\u3092\u691c\u51fa\u3067\u304d\u308b\u3068\u3044\u3046\u70b9\u3067\u969b\u7acb\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u6280\u8853\u306f\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3001\u91d1\u878d\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u3001\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306a\u3069\u306e\u696d\u754c\u3067\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4f01\u696d\u3084\u7814\u7a76\u8005\u304c\u5927\u91cf\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u610f\u5473\u3092\u89e3\u660e\u3057\u3088\u3046\u3068\u52aa\u529b\u3059\u308b\u4e2d\u3067\u3001, <\/span><b><span data-contrast=\"auto\">\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/span><\/b><span data-contrast=\"auto\"> \u95a2\u4fc2\u6027\u3092\u8a8d\u8b58\u3057\u3001\u985e\u4f3c\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u3092\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3057\u3001\u9ad8\u6b21\u5143\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u524a\u6e1b\u3059\u308b\u3053\u3068\u3067\u3001\u8cb4\u91cd\u306a\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001 <\/span><span data-contrast=\"auto\">\u4f55 <\/span><b><span data-contrast=\"auto\">\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/span><\/b><span data-contrast=\"auto\"> \u305d\u308c\u304c\u4f55\u3067\u3042\u308b\u304b\u3001\u3069\u306e\u3088\u3046\u306b\u6a5f\u80fd\u3059\u308b\u304b\u3001\u305d\u3057\u3066\u3055\u307e\u3056\u307e\u306a\u696d\u754c\u3067\u306e\u5b9f\u969b\u306e\u5fdc\u7528\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:160}\">\u00a0<\/span><\/p>\n<h2><span style=\"color: #4970ae\"><b>\u6559\u5e2b\u306a\u3057\u6a5f\u68b0\u5b66\u7fd2\u3068\u306f\u4f55\u3067\u3059\u304b?<\/b>\u00a0<\/span><\/h2>\n<p><a href=\"https:\/\/wp.eastgate-software.com\/jp\/what-is-unsupervised-learning\/\"><b><span data-contrast=\"none\"><span style=\"color: #4970ae\">\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/span><\/span><\/b><\/a><span data-contrast=\"auto\"> \u306f <\/span><span data-contrast=\"auto\">\u6a5f\u68b0\u5b66\u7fd2\u306e\u7a2e\u985e<\/span><span data-contrast=\"auto\"> \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u7d50\u679c\u306b\u95a2\u3059\u308b\u4e8b\u524d\u77e5\u8b58\u306a\u3057\u306b\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u307e\u3059\u3002 <\/span><a href=\"https:\/\/wp.eastgate-software.com\/jp\/supervised-learning-what-is-it-and-how-does-it-work\/\"><b><span data-contrast=\"none\"><span style=\"color: #4970ae\">\u6559\u5e2b\u3042\u308a\u5b66\u7fd2<\/span><\/span><\/b><\/a><span data-contrast=\"auto\">, \u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u4e88\u6e2c\u3092\u5c0e\u304f\u5834\u5408\u3001, <\/span><b><span data-contrast=\"auto\">\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/span><\/b><span data-contrast=\"auto\"> \u751f\u30c7\u30fc\u30bf\u304b\u3089\u30d1\u30bf\u30fc\u30f3\u3001\u95a2\u4fc2\u3001\u69cb\u9020\u3092\u8b58\u5225\u3057\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:160}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">\u306e\u4e3b\u306a\u7279\u5fb4 <\/span><b><span data-contrast=\"auto\">\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/span><\/b><span data-contrast=\"auto\"> \u542b\u3080\uff1a<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:160}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306a\u3057<\/span><\/b><span data-contrast=\"auto\">: <\/span><span data-contrast=\"auto\">\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u72ec\u7acb\u3057\u3066\u52d5\u4f5c\u3057\u3001\u30c7\u30fc\u30bf\u69cb\u9020\u3092\u8a8d\u8b58\u3057\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">\u81ea\u5df1\u5b66\u7fd2\u6a5f\u80fd<\/span><\/b><span data-contrast=\"auto\">: <\/span><span data-contrast=\"auto\">\u985e\u4f3c\u70b9\u3092\u691c\u51fa\u3057\u3001\u30c7\u30fc\u30bf\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u3001\u6b21\u5143\u3092\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">\u63a2\u7d22\u7684\u5206\u6790\u3078\u306e\u5fdc\u7528<\/span><\/b><span data-contrast=\"auto\">: <\/span><span data-contrast=\"auto\">\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001\u7570\u5e38\u691c\u51fa\u3001\u30c7\u30fc\u30bf\u5727\u7e2e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><b><span data-contrast=\"auto\">\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/span><\/b><span data-contrast=\"auto\"> \u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u304c\u9ad8\u4fa1\u3001\u6642\u9593\u304c\u304b\u304b\u308a\u3001\u5b9f\u7528\u7684\u3067\u306a\u3044\u72b6\u6cc1\u3067\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306f\u3001 <\/span><span style=\"color: #4970ae\"><a style=\"color: #4970ae\" href=\"https:\/\/wp.eastgate-software.com\/jp\/what-is-ai-automation-use-cases-and-benefits\/\"><b>AI\u306b\u3088\u308b\u81ea\u52d5\u5316<\/b><\/a><\/span><span data-contrast=\"auto\">, \u3053\u308c\u306b\u3088\u308a\u3001\u30b7\u30b9\u30c6\u30e0\u306f\u4eba\u9593\u306e\u4ecb\u5165\u306a\u3057\u306b\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u6d1e\u5bdf\u3092\u660e\u3089\u304b\u306b\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:160}\">\u00a0<\/span><\/p>\n<h2><span style=\"color: #4970ae\"><b>\u6559\u5e2b\u306a\u3057\u6a5f\u68b0\u5b66\u7fd2\u306f\u3069\u306e\u3088\u3046\u306b\u6a5f\u80fd\u3057\u307e\u3059\u304b?<\/b>\u00a0<\/span><\/h2>\n<p><b><span data-contrast=\"auto\">\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/span><\/b><span data-contrast=\"auto\"> \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u4e8b\u524d\u5b9a\u7fa9\u3055\u308c\u305f\u51fa\u529b\u3092\u6301\u305f\u306a\u3044\u96a0\u308c\u305f\u69cb\u9020\u3092\u8b58\u5225\u3059\u308b\u3053\u3068\u3067\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5206\u6790\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u4e3b\u306b3\u3064\u306e\u30ab\u30c6\u30b4\u30ea\u306b\u5206\u985e\u3055\u308c\u307e\u3059\u3002 <\/span><b><span data-contrast=\"auto\">\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/span><\/b><span data-contrast=\"auto\">, <\/span><b><span data-contrast=\"auto\">\u5354\u4f1a<\/span><\/b><span data-contrast=\"auto\">\u3001 <\/span><b><span data-contrast=\"auto\">\u6b21\u5143\u524a\u6e1b<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:160}\">\u00a0<\/span><\/p>\n<h3><span style=\"color: #4970ae\">1. \u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u00a0<\/span><\/h3>\n<p><span data-contrast=\"auto\">\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u985e\u4f3c\u6027\u306b\u57fa\u3065\u3044\u3066\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u81ea\u7136\u306a\u69cb\u9020\u3092\u767a\u898b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u3001\u9867\u5ba2\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3001\u533b\u7642\u8a3a\u65ad\u3001\u753b\u50cf\u8a8d\u8b58\u306a\u3069\u3067\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:160}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">\u4e00\u822c\u7684\u306a\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:160}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">K\u5e73\u5747\u6cd5\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/span><\/b><span data-contrast=\"auto\">:<\/span><span data-contrast=\"auto\"> \u985e\u4f3c\u6027\u306b\u57fa\u3065\u3044\u3066\u30c7\u30fc\u30bf\u3092 k \u500b\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u5206\u5272\u3057\u307e\u3059\u3002\u5e02\u5834\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3084\u753b\u50cf\u5206\u6790\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">\u968e\u5c64\u7684\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/span><\/b><span data-contrast=\"auto\">:<\/span> <span data-contrast=\"auto\">\u30cd\u30b9\u30c8\u3055\u308c\u305f\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u30c4\u30ea\u30fc\u306e\u3088\u3046\u306a\u69cb\u9020\u3092\u69cb\u7bc9\u3057\u3001\u30c7\u30fc\u30bf \u30dd\u30a4\u30f3\u30c8\u9593\u306e\u95a2\u4fc2\u3092\u3088\u308a\u9069\u5207\u306b\u89e3\u91c8\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">DBSCAN\uff08\u30ce\u30a4\u30ba\u3092\u542b\u3080\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5bc6\u5ea6\u30d9\u30fc\u30b9\u306e\u7a7a\u9593\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\uff09<\/span><\/b><span data-contrast=\"auto\">:<\/span><span data-contrast=\"auto\"> \u5bc6\u5ea6\u306b\u57fa\u3065\u3044\u3066\u30c7\u30fc\u30bf \u30dd\u30a4\u30f3\u30c8\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u3001\u30ce\u30a4\u30ba\u306e\u591a\u3044\u30c7\u30fc\u30bf\u3084\u5916\u308c\u5024\u306e\u691c\u51fa\u306b\u52b9\u679c\u7684\u3067\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<h3><span style=\"color: #4970ae\">2. \u5354\u4f1a\u00a0<\/span><\/h3>\n<p><span data-contrast=\"auto\">\u76f8\u95a2\u30eb\u30fc\u30eb\u5b66\u7fd2\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u5909\u6570\u9593\u306e\u95a2\u4fc2\u3092\u898b\u3064\u3051\u51fa\u3059\u3082\u306e\u3067\u3001\u30de\u30fc\u30b1\u30c3\u30c8\u30d0\u30b9\u30b1\u30c3\u30c8\u5206\u6790\u3084\u63a8\u5968\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u304f\u9069\u7528\u3055\u308c\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:160}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">\u4e00\u822c\u7684\u306a\u95a2\u9023\u4ed8\u3051\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:160}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">\u30a2\u30d7\u30ea\u30aa\u30ea\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/span><\/b><span data-contrast=\"auto\">:<\/span> <span data-contrast=\"auto\">\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u5185\u306e\u983b\u7e41\u306a\u30a2\u30a4\u30c6\u30e0\u30bb\u30c3\u30c8\u3092\u8b58\u5225\u3057\u307e\u3059\u3002\u5c0f\u58f2\u696d\u3067\u306f\u3001\u30b7\u30e7\u30c3\u30d4\u30f3\u30b0\u884c\u52d5\u3092\u5206\u6790\u3059\u308b\u305f\u3081\u306b\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">\u30a8\u30af\u30e9\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/span><\/b><span data-contrast=\"auto\">:<\/span><span data-contrast=\"auto\"> \u6df1\u3055\u512a\u5148\u63a2\u7d22\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u4f7f\u7528\u3057\u3066\u3001\u983b\u7e41\u306a\u30d1\u30bf\u30fc\u30f3\u306e\u30de\u30a4\u30cb\u30f3\u30b0\u306b\u304a\u3051\u308b\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3057\u3066\u52b9\u7387\u7684\u306b\u6a5f\u80fd\u3057\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<h3><span style=\"color: #4970ae\">3. \u6b21\u5143\u524a\u6e1b\u00a0<\/span><\/h3>\n<p><span data-contrast=\"auto\">\u6b21\u5143\u524a\u6e1b\u6280\u8853\u306f\u3001\u91cd\u8981\u306a\u60c5\u5831\u3092\u4fdd\u6301\u3057\u306a\u304c\u3089\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7c21\u7d20\u5316\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u3001\u30ce\u30a4\u30ba\u4f4e\u6e1b\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u9ad8\u901f\u5316\u306b\u7279\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:160}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">\u4e3b\u8981\u306a\u6b21\u5143\u524a\u6e1b\u624b\u6cd5:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:160}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">\u4e3b\u6210\u5206\u5206\u6790\uff08PCA\uff09\uff1a <\/span><\/b><span data-contrast=\"auto\">\u76f8\u95a2\u5909\u6570\u3092\u975e\u76f8\u95a2\u4e3b\u6210\u5206\u306b\u5909\u63db\u3057\u3001\u5206\u6563\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u7279\u5fb4\u306e\u6570\u3092\u6e1b\u3089\u3057\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">t\u5206\u5e03\u78ba\u7387\u7684\u8fd1\u508d\u57cb\u3081\u8fbc\u307f\uff08t-SNE\uff09\uff1a<\/span><\/b><span data-contrast=\"auto\"> \u9ad8\u6b21\u5143\u30c7\u30fc\u30bf\u306e\u69cb\u9020\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u6b21\u5143\u3092\u524a\u6e1b\u3057\u3001\u8996\u899a\u5316\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0:<\/span><\/b><span data-contrast=\"auto\"> \u5165\u529b\u30c7\u30fc\u30bf\u3092\u5727\u7e2e\u304a\u3088\u3073\u518d\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3067\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u8868\u73fe\u3092\u5b66\u7fd2\u3059\u308b\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3002\u7570\u5e38\u691c\u51fa\u3084\u7279\u5fb4\u62bd\u51fa\u306b\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<h2><span style=\"color: #4970ae\"><b>\u6559\u5e2b\u306a\u3057\u6a5f\u68b0\u5b66\u7fd2\u306e5\u3064\u306e\u4f8b\u3068\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/b>\u00a0<\/span><\/h2>\n<p><b><span data-contrast=\"auto\">\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/span><\/b><span data-contrast=\"auto\"> \u3042\u3089\u3086\u308b\u696d\u754c\u3067\u5e83\u304f\u5229\u7528\u3055\u308c\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3068\u610f\u601d\u6c7a\u5b9a\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u3066\u3044\u307e\u3059\u3002\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u304b\u3089\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u307e\u3067\u3001\u305d\u306e\u5fdc\u7528\u306f\u4f01\u696d\u306e\u904b\u55b6\u65b9\u6cd5\u3092\u5909\u9769\u3057\u7d9a\u3051\u3066\u3044\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u3001\u305d\u306e\u5f71\u97ff\u3092\u793a\u3059\u91cd\u8981\u306a\u4e8b\u4f8b\u3068\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<h3><span style=\"color: #4970ae\">1. \u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306b\u304a\u3051\u308b\u9867\u5ba2\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u00a0<\/span><\/h3>\n<p><span data-contrast=\"auto\">\u30de\u30fc\u30b1\u30bf\u30fc\u304c\u983c\u308a\u306b\u3059\u308b\u306e\u306f <\/span><b><span data-contrast=\"auto\">\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/span><\/b><span data-contrast=\"auto\"> \u8cfc\u8cb7\u30d1\u30bf\u30fc\u30f3\u3001\u95b2\u89a7\u884c\u52d5\u3001\u4eba\u53e3\u7d71\u8a08\u5b66\u7684\u8981\u56e0\u306a\u3069\u3001\u69d8\u3005\u306a\u5c5e\u6027\u306b\u57fa\u3065\u3044\u3066\u9867\u5ba2\u3092\u5206\u985e\u3057\u307e\u3059\u3002\u985e\u4f3c\u3057\u305f\u9867\u5ba2\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u624b\u6cd5\u3092\u6d17\u7df4\u3055\u305b\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u5546\u54c1\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<table data-tablestyle=\"MsoTableGridLight\" data-tablelook=\"1696\">\n<tbody>\n<tr>\n<td style=\"text-align: center\" data-celllook=\"0\"><b><span data-contrast=\"auto\">\u4f8b<\/span><\/b><span data-ccp-props=\"{&quot;335551550&quot;:2,&quot;335551620&quot;:2}\">\u00a0<\/span><\/td>\n<td style=\"text-align: center\" data-celllook=\"0\"><b><span data-contrast=\"auto\">\u4f7f\u7528\u4e8b\u4f8b<\/span><\/b><span data-ccp-props=\"{&quot;335551550&quot;:2,&quot;335551620&quot;:2,&quot;335559685&quot;:0}\">\u00a0<\/span><\/td>\n<\/tr>\n<tr>\n<td data-celllook=\"0\">\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"4\" data-aria-level=\"1\"><a href=\"https:\/\/docs.aws.amazon.com\/sagemaker\/latest\/dg\/k-means.html\"><b><span data-contrast=\"none\"><span style=\"color: #4970ae\">\u30a2\u30de\u30be\u30f3<\/span><\/span><\/b><\/a> <span data-contrast=\"auto\">\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0 \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u8cfc\u5165\u5c65\u6b74\u3092\u5206\u6790\u3057\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"5\" data-aria-level=\"1\"><span data-contrast=\"auto\">\u3053\u308c\u306b\u3088\u308a\u3001\u95a2\u9023\u6027\u306e\u9ad8\u3044\u88fd\u54c1\u306e\u63a8\u5968\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u58f2\u4e0a\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<\/td>\n<td data-celllook=\"0\">\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"6\" data-aria-level=\"1\"><a href=\"https:\/\/research.netflix.com\/research-area\/recommendations\"><b><span data-contrast=\"none\"><span style=\"color: #4970ae\">\u30cd\u30c3\u30c8\u30d5\u30ea\u30c3\u30af\u30b9<\/span><\/span><\/b><\/a><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">\u63a8\u5968\u30a8\u30f3\u30b8\u30f3\u306b\u306f\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"7\" data-aria-level=\"1\"><span data-contrast=\"auto\">\u95b2\u89a7\u7fd2\u6163\u3054\u3068\u306b\u30e6\u30fc\u30b6\u30fc\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u63d0\u6848\u3057\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span data-contrast=\"auto\">\u96a0\u308c\u305f\u9867\u5ba2\u30bb\u30b0\u30e1\u30f3\u30c8\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u30bf\u30fc\u30b2\u30c3\u30c8\u3092\u7d5e\u3063\u305f\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u3092\u5b9f\u65bd\u3057\u3001\u5e83\u544a\u6d3b\u52d5\u3092\u6700\u9069\u5316\u3057\u3001\u30e6\u30fc\u30b6\u30fc \u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u3001\u6700\u7d42\u7684\u306b\u306f\u53ce\u76ca\u306e\u5897\u52a0\u3092\u4fc3\u9032\u3067\u304d\u307e\u3059\u3002.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<h3><span style=\"color: #4970ae\">2. \u9280\u884c\u30fb\u91d1\u878d\u306b\u304a\u3051\u308b\u4e0d\u6b63\u691c\u51fa\u00a0<\/span><\/h3>\n<p><span data-contrast=\"auto\">\u91d1\u878d\u6a5f\u95a2\u306f <\/span><b><span data-contrast=\"auto\">\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/span><\/b><span data-contrast=\"auto\"> \u53d6\u5f15\u30c7\u30fc\u30bf\u306e\u7570\u5e38\u5024\u3092\u8a8d\u8b58\u3059\u308b\u3053\u3068\u3067\u4e0d\u6b63\u884c\u70ba\u3092\u691c\u77e5\u3057\u307e\u3059\u3002\u5f93\u6765\u306e\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30b7\u30b9\u30c6\u30e0\u3068\u306f\u7570\u306a\u308a\u3001AI\u3092\u6d3b\u7528\u3057\u305f\u4e0d\u6b63\u884c\u70ba\u691c\u77e5\u306f\u9032\u5316\u3059\u308b\u4e0d\u6b63\u884c\u70ba\u306e\u624b\u53e3\u306b\u9069\u5fdc\u3057\u3001\u3088\u308a\u52b9\u679c\u7684\u3067\u7a4d\u6975\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<table data-tablestyle=\"MsoTableGridLight\" data-tablelook=\"1696\">\n<tbody>\n<tr>\n<td style=\"text-align: center\" data-celllook=\"0\"><b><span data-contrast=\"auto\">\u4f8b<\/span><\/b><span data-ccp-props=\"{&quot;335551550&quot;:2}\">\u00a0<\/span><\/td>\n<td style=\"text-align: center\" data-celllook=\"0\"><b><span data-contrast=\"auto\">\u4f7f\u7528\u4e8b\u4f8b<\/span><\/b><span data-ccp-props=\"{&quot;335551550&quot;:2}\">\u00a0<\/span><\/td>\n<\/tr>\n<tr>\n<td data-celllook=\"0\">\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"8\" data-aria-level=\"1\"><a href=\"https:\/\/appinventiv.com\/blog\/credit-card-fraud-detection-using-machine-learning\/\"><b><span data-contrast=\"none\"><span style=\"color: #4970ae\">\u30af\u30ec\u30b8\u30c3\u30c8\u30ab\u30fc\u30c9<\/span><\/span><\/b><\/a> <span data-contrast=\"auto\">\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306f\u7570\u5e38\u691c\u51fa\u3092\u4f7f\u7528\u3057\u3066\u7570\u5e38\u306a\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u3092\u898b\u3064\u3051\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"9\" data-aria-level=\"1\"><span data-contrast=\"auto\">\u3053\u308c\u306b\u3088\u308a\u3001\u652f\u51fa\u884c\u52d5\u306b\u57fa\u3065\u3044\u3066\u6f5c\u5728\u7684\u306a\u4e0d\u6b63\u884c\u70ba\u3092\u8b66\u544a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<\/td>\n<td data-celllook=\"0\">\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"10\" data-aria-level=\"1\"><span style=\"color: #4970ae\"><a style=\"color: #4970ae\" href=\"https:\/\/www.paypal.com\/us\/brc\/article\/payment-fraud-detection-machine-learning\"><b>\u30da\u30a4\u30d1\u30eb<\/b><\/a> <\/span><span data-contrast=\"auto\">\u6a5f\u68b0\u5b66\u7fd2\u3092\u4f7f\u7528\u3057\u3066\u53d6\u5f15\u3092\u5206\u6790\u3057\u3001\u4e0d\u6b63\u884c\u70ba\u3092\u691c\u51fa\u3057\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"11\" data-aria-level=\"1\"><span data-contrast=\"auto\">\u30e6\u30fc\u30b6\u30fc\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u3068\u8cc7\u91d1\u3092\u4fdd\u8b77\u3059\u308b\u305f\u3081\u306b\u4e88\u9632\u63aa\u7f6e\u3092\u8b1b\u3058\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span data-contrast=\"auto\">\u7d99\u7d9a\u7684\u306a\u76e3\u8996\u3068\u7570\u5e38\u691c\u51fa\u3092\u901a\u3058\u3066\u3001\u91d1\u878d\u6a5f\u95a2\u306f\u30ea\u30b9\u30af\u3092\u7a4d\u6975\u7684\u306b\u8efd\u6e1b\u3057\u3001\u8ca1\u52d9\u640d\u5931\u3092\u6e1b\u3089\u3057\u3001\u9867\u5ba2\u306e\u4fe1\u983c\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<h3><span style=\"color: #4970ae\">3. \u753b\u50cf\u3068\u30d3\u30c7\u30aa\u306e\u8a8d\u8b58\u00a0<\/span><\/h3>\n<p><b><span data-contrast=\"auto\">\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/span><\/b><span data-contrast=\"auto\"> \u753b\u50cf\u51e6\u7406\u3001\u9854\u8a8d\u8b58\u3001\u30d3\u30c7\u30aa\u5206\u6790\u306b\u4e0d\u53ef\u6b20\u3067\u3042\u308a\u3001\u81ea\u52d5\u5316\u3092\u53ef\u80fd\u306b\u3057\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u5f37\u5316\u3057\u3001\u8907\u6570\u306e\u30bb\u30af\u30bf\u30fc\u306b\u308f\u305f\u308b\u30c7\u30fc\u30bf\u5206\u6790\u3092\u5408\u7406\u5316\u3057\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<table data-tablestyle=\"MsoTableGrid\" data-tablelook=\"1696\">\n<tbody>\n<tr>\n<td style=\"text-align: center\" data-celllook=\"0\"><b><span data-contrast=\"auto\">\u4f8b<\/span><\/b><span data-ccp-props=\"{&quot;335551550&quot;:2}\">\u00a0<\/span><\/td>\n<td style=\"text-align: center\" data-celllook=\"0\"><b><span data-contrast=\"auto\">\u4f7f\u7528\u4e8b\u4f8b <\/span><\/b><span data-ccp-props=\"{&quot;335551550&quot;:2}\">\u00a0<\/span><\/td>\n<\/tr>\n<tr>\n<td data-celllook=\"0\">\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"12\" data-aria-level=\"1\"><a href=\"https:\/\/fastercapital.com\/topics\/how-google-photos-uses-ai-to-automatically-categorize-and-tag-images.html\"><b><span data-contrast=\"none\"><span style=\"color: #4970ae\">Google\u30d5\u30a9\u30c8<\/span><\/span><\/b><\/a> <span data-contrast=\"auto\">\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0 \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u3001\u753b\u50cf\u3092\u9854\u306e\u7279\u5fb4\u3054\u3068\u306b\u5206\u985e\u3057\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"13\" data-aria-level=\"1\"><span data-contrast=\"auto\">\u3053\u308c\u306b\u3088\u308a\u3001\u753b\u50cf\u306e\u6574\u7406\u3068\u691c\u7d22\u304c\u7c21\u5358\u306b\u306a\u308a\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<\/td>\n<td data-celllook=\"0\">\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"14\" data-aria-level=\"1\"><span data-contrast=\"auto\">\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u6280\u8853\u306f\u3001MRI\u30b9\u30ad\u30e3\u30f3\u306e\u5206\u6790\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002 <\/span><span style=\"color: #4970ae\"><a style=\"color: #4970ae\" href=\"https:\/\/www.mdpi.com\/2079-9292\/13\/1\/140\"><b>\u533b\u7642\u5206\u91ce<\/b><\/a><\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"15\" data-aria-level=\"1\"><span data-contrast=\"auto\">\u3053\u308c\u306f\u3001\u764c\u3084\u795e\u7d4c\u75be\u60a3\u306a\u3069\u306e\u75c5\u6c17\u306e\u65e9\u671f\u8a3a\u65ad\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span data-contrast=\"auto\">\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067 <\/span><b><span data-contrast=\"auto\">\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/span><\/b><span data-contrast=\"auto\">, \u7d44\u7e54\u306f\u3001\u8996\u899a\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u76e3\u8996\u3001\u533b\u7642\u753b\u50cf\u5206\u6790\u306e\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u3001\u5229\u4fbf\u6027\u3068\u4eba\u547d\u6551\u52a9\u306e\u9032\u6b69\u306b\u8ca2\u732e\u3057\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<h3><span style=\"color: #4970ae\">4. \u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306b\u304a\u3051\u308b\u7570\u5e38\u691c\u51fa\u00a0<\/span><\/h3>\n<p><span data-contrast=\"auto\">\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5c02\u9580\u5bb6\u304c\u6d3b\u7528\u3059\u308b <\/span><b><span data-contrast=\"auto\">\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/span><\/b><span data-contrast=\"auto\"> \u8105\u5a01\u3092\u691c\u77e5\u3057\u3001\u30b5\u30a4\u30d0\u30fc\u653b\u6483\u3092\u9632\u304e\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u5f37\u5316\u3059\u308b\u305f\u3081\u306e\u30e2\u30c7\u30eb\u3002\u30b5\u30a4\u30d0\u30fc\u8105\u5a01\u304c\u9032\u5316\u3059\u308b\u306b\u3064\u308c\u3001AI\u3092\u6d3b\u7528\u3057\u305f\u7570\u5e38\u691c\u77e5\u306f\u9632\u5fa1\u30e1\u30ab\u30cb\u30ba\u30e0\u306b\u3068\u3063\u3066\u4e0d\u53ef\u6b20\u3068\u306a\u308a\u3001\u65e9\u671f\u4ecb\u5165\u3092\u78ba\u5b9f\u306b\u3057\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<table data-tablestyle=\"MsoTableGrid\" data-tablelook=\"1696\">\n<tbody>\n<tr>\n<td style=\"text-align: center\" data-celllook=\"0\"><b><span data-contrast=\"auto\">\u4f8b<\/span><\/b><span data-ccp-props=\"{&quot;335551550&quot;:2}\">\u00a0<\/span><\/td>\n<td style=\"text-align: center\" data-celllook=\"0\"><b><span data-contrast=\"auto\">\u4f7f\u7528\u4e8b\u4f8b <\/span><\/b><span data-ccp-props=\"{&quot;335551550&quot;:2}\">\u00a0<\/span><\/td>\n<\/tr>\n<tr>\n<td data-celllook=\"0\">\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"16\" data-aria-level=\"1\"><a href=\"https:\/\/www.dataguard.com\/blog\/how-intrusion-detection-systems-help-identify-cyber-threats\/\"><b><span data-contrast=\"none\"><span style=\"color: #4970ae\">AI\u99c6\u52d5\u578b\u4fb5\u5165\u691c\u77e5\u30b7\u30b9\u30c6\u30e0<\/span><\/span><\/b><\/a> <span data-contrast=\"auto\">\u30cd\u30c3\u30c8\u30ef\u30fc\u30af \u30c8\u30e9\u30d5\u30a3\u30c3\u30af \u30d1\u30bf\u30fc\u30f3\u3092\u76e3\u8996\u3057\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"17\" data-aria-level=\"1\"><span data-contrast=\"auto\">\u7591\u308f\u3057\u3044\u6d3b\u52d5\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u7279\u5b9a\u3057\u3001\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u5f37\u5316\u3057\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<\/td>\n<td data-celllook=\"0\">\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"18\" data-aria-level=\"1\"><span style=\"color: #4970ae\"><a style=\"color: #4970ae\" href=\"https:\/\/www.ibm.com\/blogs\/nordic-msp\/watsons-artificial-intelligence-helping-companies-stay-ahead-hackers-security-risks\/\"><b>\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u305f\u3081\u306eIBM\u306eWatson<\/b><\/a><\/span> <span data-contrast=\"auto\">\u6a5f\u68b0\u5b66\u7fd2\u3092\u4f7f\u7528\u3057\u3066\u3001\u65b0\u305f\u306a\u30b5\u30a4\u30d0\u30fc\u653b\u6483\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u691c\u51fa\u3057\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"19\" data-aria-level=\"1\"><span data-contrast=\"auto\">\u4f01\u696d\u304c\u30c7\u30fc\u30bf\u4fb5\u5bb3\u3092\u9632\u6b62\u3057\u3001\u6a5f\u5bc6\u60c5\u5831\u3092\u4fdd\u8b77\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><b><span data-contrast=\"auto\">\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/span><\/b><span data-contrast=\"auto\"> \u65b0\u305f\u306a\u8105\u5a01\u306b\u7d99\u7d9a\u7684\u306b\u9069\u5fdc\u3057\u3001\u6f5c\u5728\u7684\u306a\u653b\u6483\u3078\u306e\u5bfe\u5fdc\u6642\u9593\u3092\u77ed\u7e2e\u3059\u308b\u3053\u3068\u3067\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u5f37\u5316\u3057\u3001\u4e16\u754c\u898f\u6a21\u3067\u30c7\u30b8\u30bf\u30eb\u5b89\u5168\u6027\u3092\u9ad8\u3081\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<h3><span style=\"color: #4970ae\">5. \u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u3068\u30c6\u30ad\u30b9\u30c8\u5206\u6790\u00a0<\/span><\/h3>\n<p><b><span data-contrast=\"auto\">\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/span><\/b><span data-contrast=\"auto\"> \u611f\u60c5\u5206\u6790\u3001\u6587\u66f8\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001\u30c8\u30d4\u30c3\u30af\u30e2\u30c7\u30ea\u30f3\u30b0\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3001\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u63a8\u5968\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30e1\u30ea\u30c3\u30c8\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002\u5927\u91cf\u306e\u975e\u69cb\u9020\u5316\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u6709\u610f\u7fa9\u306a\u6d1e\u5bdf\u3092\u5f15\u304d\u51fa\u3057\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u6539\u5584\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001<\/span><span data-contrast=\"auto\">: <\/span><span style=\"color: #4970ae\"><a style=\"color: #4970ae\" href=\"https:\/\/openai.com\/index\/introducing-gpt-4-5\/\"><b>OpenAI\u306eGPT\u30e2\u30c7\u30eb<\/b><\/a><\/span><span data-contrast=\"auto\"> \u3000 <\/span><b><span data-contrast=\"auto\">\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/span><\/b><span data-contrast=\"auto\"> \u4eba\u9593\u306e\u3088\u3046\u306a\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3057\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u7406\u89e3\u3057\u3001\u81ea\u7136\u8a00\u8a9e\u306b\u3088\u308b\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u6539\u5584\u3057\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067 <\/span><b><span data-contrast=\"auto\">\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/span><\/b><span data-contrast=\"auto\"> \u306e\u4e2d\u3078 <\/span><span style=\"color: #4970ae\"><a style=\"color: #4970ae\" href=\"https:\/\/wp.eastgate-software.com\/jp\/what-is-natural-language-processing\/\"><b>NLP<\/b><\/a><\/span> <span data-contrast=\"auto\">\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u5f37\u5316\u3057\u3001\u30c6\u30ad\u30b9\u30c8\u30d9\u30fc\u30b9\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u81ea\u52d5\u5316\u3057\u3001\u3088\u308a\u95a2\u9023\u6027\u306e\u9ad8\u3044\u60c5\u5831\u3092\u30e6\u30fc\u30b6\u30fc\u306b\u63d0\u4f9b\u3057\u3066\u3001\u3088\u308a\u76f4\u611f\u7684\u306a\u30c7\u30b8\u30bf\u30eb \u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"auto\">\u6559\u5e2b\u306a\u3057\u6a5f\u68b0\u5b66\u7fd2<\/span><\/b><span data-contrast=\"auto\"> 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data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false}\">\u00a0<\/span><\/h2>\n<p><span data-contrast=\"auto\">\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306f\u3001\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5fc5\u8981\u3068\u305b\u305a\u306b\u30c7\u30fc\u30bf\u3078\u306e\u3088\u308a\u6df1\u3044\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304b\u3089\u3001\u69d8\u3005\u306a\u696d\u754c\u306b\u3068\u3063\u3066\u4e0d\u53ef\u6b20\u306a\u30c4\u30fc\u30eb\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3001\u91d1\u878d\u3001\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u306a\u3069\u3001\u69d8\u3005\u306a\u5206\u91ce\u3067\u306e\u5fdc\u7528\u306f\u3001\u305d\u306e\u6c4e\u7528\u6027\u3068\u73fe\u4ee3\u30d3\u30b8\u30cd\u30b9\u3078\u306e\u5f71\u97ff\u529b\u3092\u5b9f\u8a3c\u3057\u3066\u3044\u307e\u3059\u3002\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001\u76f8\u95a2\u3001\u6b21\u5143\u524a\u6e1b\u3068\u3044\u3063\u305f\u6280\u8853\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u7d44\u7e54\u306f\u610f\u601d\u6c7a\u5b9a\u306e\u5f37\u5316\u3001\u81ea\u52d5\u5316\u306e\u6539\u5584\u3001\u305d\u3057\u3066\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306e\u63a8\u9032\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002.<\/span><span 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data-contrast=\"auto\">AI\u3068\u6a5f\u68b0\u5b66\u7fd2\u304c\u9032\u6b69\u3059\u308b\u306b\u3064\u308c\u3001\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306e\u91cd\u8981\u6027\u306f\u307e\u3059\u307e\u3059\u9ad8\u307e\u3063\u3066\u3044\u304f\u3067\u3057\u3087\u3046\u3002\u3053\u308c\u3089\u306e\u6280\u8853\u3092\u696d\u52d9\u306b\u7d71\u5408\u3059\u308b\u4f01\u696d\u306f\u3001\u3088\u308a\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u30c7\u30fc\u30bf\u4e3b\u5c0e\u306e\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u7af6\u4e89\u512a\u4f4d\u6027\u3092\u7372\u5f97\u3067\u304d\u307e\u3059\u3002\u9867\u5ba2\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3001\u4e0d\u6b63\u691c\u51fa\u3001\u533b\u7642\u7814\u7a76\u306a\u3069\u3001\u3069\u306e\u3088\u3046\u306a\u7528\u9014\u3067\u3042\u3063\u3066\u3082\u3001\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306f\u91cd\u8981\u3067\u3059\u3002<\/span><span data-contrast=\"auto\">AI 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