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data-preserver-spaces=\"true\">\u30d9\u30af\u30bf\u30fc\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u4e3b\u306a\u7279\u5fb4\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3042\u308b\uff1a<\/span><\/p>\n<h3><strong><span data-preserver-spaces=\"true\">\u6700\u9069\u5316\u3055\u308c\u305f\u30d9\u30af\u30bf\u30fc\u30b9\u30c8\u30ec\u30fc\u30b8<\/span><\/strong><\/h3>\n<p><span data-preserver-spaces=\"true\">\u30d9\u30af\u30c8\u30eb\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u9ad8\u6b21\u5143\u30d9\u30af\u30c8\u30eb\u306e\u4fdd\u5b58\u3068\u691c\u7d22\u306e\u305f\u3081\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u304a\u308a\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u7279\u6b8a\u306a\u30c7\u30fc\u30bf\u69cb\u9020\u3068\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u5b9f\u88c5\u3057\u3066\u3044\u308b\u3002<\/span><\/p>\n<h3><strong><span data-preserver-spaces=\"true\">\u719f\u7df4\u3057\u305f\u985e\u4f3c\u691c\u7d22<\/span><\/strong><\/h3>\n<p><span 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data-preserver-spaces=\"true\">\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u4e0a\u3001\u6c34\u5e73\u65b9\u5411\u306b\u62e1\u5f35\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u8a08\u7b97\u8ca0\u8377\u3092\u8907\u6570\u306e\u30ce\u30fc\u30c9\u306b\u5206\u6563\u3059\u308b\u3053\u3068\u3067\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3084\u30af\u30a8\u30ea\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/span><\/p>\n<h3><strong><span data-preserver-spaces=\"true\">\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u306e\u30b5\u30dd\u30fc\u30c8<\/span><\/strong><\/h3>\n<p><span 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400;\">\u30d9\u30af\u30c8\u30eb\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u69d8\u3005\u306a\u5c5e\u6027\u3084\u54c1\u8cea\u3092\u8868\u3059\u591a\u6b21\u5143\u30d9\u30af\u30c8\u30eb\u3068\u3057\u3066\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f\u7279\u6b8a\u306a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3042\u308b\u3002  <\/span><span style=\"font-weight: 400;\">\u8a00\u8449\u3001\u5199\u771f\u3001\u97f3\u3001\u6620\u50cf\u306a\u3069\u306e\u60c5\u5831\u306f\u3001\u305d\u308c\u305e\u308c\u30d9\u30af\u30c8\u30eb\u3068\u547c\u3070\u308c\u308b\u3082\u306e\u306b\u5909\u5316\u3059\u308b\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 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400;\">\u66f2\u8abf\u3084\u30ea\u30ba\u30e0\u304c\u4f3c\u3066\u3044\u308b\u3068\u611f\u3058\u308b\u66f2\u3092\u63a2\u3059\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u4f3c\u305f\u3088\u3046\u306a\u30a2\u30a4\u30c7\u30a2\u3084\u30c6\u30fc\u30de\u306b\u3064\u3044\u3066\u8a9e\u3063\u3066\u3044\u308b\u8a18\u4e8b\u3092\u767a\u898b\u3059\u308b\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u7279\u5fb4\u3084\u30ec\u30d3\u30e5\u30fc\u304b\u3089\u3001\u4f3c\u3066\u3044\u308b\u3068\u601d\u308f\u308c\u308b\u30ac\u30b8\u30a7\u30c3\u30c8\u3092\u898b\u3064\u3051\u3088\u3046\u3002<\/span><\/li>\n<\/ul>\n<h2><b>\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u4ed5\u7d44\u307f<\/b><\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-33707 size-full\" src=\"https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/12\/vector-blog.jpg\" alt=\"\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\" width=\"512\" height=\"208\" srcset=\"https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/12\/vector-blog.jpg 512w, https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/12\/vector-blog-300x122.jpg 300w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u3001\u5358\u8a9e\u3084\u6570\u5b57\u3068\u3044\u3063\u305f\u5358\u7d14\u306a\u3082\u306e\u3092\u304d\u3061\u3093\u3068\u683c\u7d0d\u3059\u308b\u30c6\u30fc\u30d6\u30eb\u3068\u60f3\u50cf\u3057\u3066\u307b\u3057\u3044\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3055\u3066\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u306f\u3001\u30d9\u30af\u30c8\u30eb\u3068\u3044\u3046\u8907\u96d1\u306a\u60c5\u5831\u3092\u72ec\u81ea\u306e\u691c\u7d22\u65b9\u6cd5\u3067\u6271\u3046\u8d85\u30b9\u30de\u30fc\u30c8\u306a\u30b7\u30b9\u30c6\u30e0\u3060\u3068\u8003\u3048\u3066\u307b\u3057\u3044\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u5b8c\u5168\u4e00\u81f4\u3092\u63a2\u3059\u901a\u5e38\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u306f\u7570\u306a\u308a\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u7570\u306a\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u3068\u308b\u3002 \u3053\u308c\u3089\u306f\u3059\u3079\u3066\u3001\u7279\u5225\u306a\u985e\u4f3c\u6027\u306e\u5c3a\u5ea6\u3092\u4f7f\u7528\u3057\u3066\u6700\u3082\u8fd1\u3044\u4e00\u81f4\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u3060\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u8fd1\u4f3c\u6700\u8fd1\u508d\uff08ANN\uff09\u691c\u7d22\u3068\u547c\u3070\u308c\u308b\u9b45\u529b\u7684\u306a\u691c\u7d22\u6280\u8853\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3055\u3066\u3001\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304c\u6a5f\u80fd\u3059\u308b\u79d8\u5bc6\u306e\u30bd\u30fc\u30b9\u306f\u3001&#8221;\u57cb\u3081\u8fbc\u307f &#8220;\u3068\u547c\u3070\u308c\u308b\u3082\u306e\u306b\u3042\u308b\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u3001\u97f3\u58f0\u306e\u3088\u3046\u306a\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u601d\u3044\u6d6e\u304b\u3079\u3066\u307b\u3057\u3044\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u305d\u3053\u3067\u3001AI\u3084\u6a5f\u68b0\u5b66\u7fd2\u3067\u3053\u306e\u30c7\u30fc\u30bf\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u3001\u57cb\u3081\u8fbc\u307f\u3092\u4f7f\u3063\u3066\u6570\u5024\u30d9\u30fc\u30b9\u306e\u8868\u73fe\u306b\u5909\u63db\u3059\u308b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u7279\u6b8a\u306a\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u3001\u3053\u306e\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9\u306e\u91cd\u52b4\u50cd\u3092\u62c5\u3063\u3066\u3044\u308b\u3002 \u4f8b\u3048\u3070\u3001\u5358\u8a9e\u306e\u57cb\u3081\u8fbc\u307f\u306f\u3001\u4f3c\u305f\u3088\u3046\u306a\u5358\u8a9e\u304c\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u5185\u3067\u3088\u308a\u8fd1\u304f\u306a\u308b\u3088\u3046\u306b\u5358\u8a9e\u3092\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3059\u308b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u306e\u5909\u63db\u306f\u9b54\u6cd5\u306e\u7ffb\u8a33\u6a5f\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u7570\u306a\u308b\u30a2\u30a4\u30c6\u30e0\u9593\u306e\u3064\u306a\u304c\u308a\u3084\u985e\u4f3c\u6027\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3064\u307e\u308a\u3001\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u306f\u3001\u975e\u6570\u5024\u30d9\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u3092\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u7406\u89e3\u3067\u304d\u308b\u8a00\u8a9e\u306b\u5909\u3048\u308b\u7ffb\u8a33\u6a5f\u306e\u3088\u3046\u306a\u3082\u306e\u3060\u3068\u8003\u3048\u3066\u307b\u3057\u3044\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u306e\u5909\u63db\u306f\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u304c\u3088\u308a\u52b9\u7387\u7684\u306b\u30c7\u30fc\u30bf\u306e\u30d1\u30bf\u30fc\u30f3\u3068\u30ea\u30f3\u30af\u3092\u767a\u898b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3002<\/span><\/p>\n<h2><b>2024\u5e74\u306e\u30d9\u30b9\u30c8\u30fb\u30d9\u30af\u30bf\u30fc\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\uff1f<\/b><\/h2>\n<p>2024\u5e74\u306e\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30fb\u30c8\u30c3\u30d75\u306e\u30ea\u30b9\u30c8\u3092\u4f5c\u6210\u3057\u305f\uff1a<\/p>\n<h3>1.  <a href=\"https:\/\/www.pinecone.io\/\"><b>\u677e\u307c\u3063\u304f\u308a<\/b><\/a><\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-33698 size-full\" src=\"https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/12\/2-vector-blog.jpg\" alt=\"\u677e\u307c\u3063\u304f\u308a\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\" width=\"512\" height=\"206\" srcset=\"https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/12\/2-vector-blog.jpg 512w, https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/12\/2-vector-blog-300x121.jpg 300w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">\u307e\u305a\u6700\u521d\u306b\u3001pinecone\u306f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u308c\u306f\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3001\u30b7\u30f3\u30d7\u30eb\u306aAPI\u3092\u4ecb\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u304c\u7ba1\u7406\u3059\u308b\u305f\u3081\u3001\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u306f\u5fc5\u8981\u306a\u3044\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Pinecone\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3001\u30b5\u30fc\u30d3\u30b9\u306e\u76e3\u8996\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u554f\u984c\u306e\u4fee\u6b63\u3068\u3044\u3063\u305f\u9762\u5012\u306a\u4f5c\u696d\u3092\u884c\u3046\u3053\u3068\u306a\u304f\u3001AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u958b\u59cb\u3001\u7ba1\u7406\u3001\u5f37\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u30c7\u30fc\u30bf\u3092\u8fc5\u901f\u306b\u51e6\u7406\u3057\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u30fb\u30d5\u30a3\u30eb\u30bf\u30fc\u3084\u758e\u5bc6\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u30b5\u30dd\u30fc\u30c8\u3092\u4f7f\u7528\u3067\u304d\u308b\u305f\u3081\u3001\u3055\u307e\u3056\u307e\u306a\u691c\u7d22\u8981\u4ef6\u306b\u304a\u3044\u3066\u6b63\u78ba\u304b\u3064\u8fc5\u901f\u306a\u7d50\u679c\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4e3b\u306a\u7279\u5fb4\u306f\u4ee5\u4e0b\u306e\u901a\u308a\uff1a<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u91cd\u8907\u30a8\u30f3\u30c8\u30ea\u30fc\u306e\u8b58\u5225\u3002<\/span><\/li>\n<\/ol>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30e9\u30f3\u30ad\u30f3\u30b0\u3092\u8ffd\u3046\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u691c\u7d22\u3092\u884c\u3046<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u3092\u5206\u985e\u3059\u308b\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u91cd\u8907\u30a8\u30f3\u30c8\u30ea\u30fc\u306e\u6392\u9664<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Pinecone\u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb&#8221;<\/span><a href=\"https:\/\/www.datacamp.com\/tutorial\/mastering-vector-databases-with-pinecone-tutorial\"><br \/>\n  <span style=\"font-weight: 400;\">Pinecone\u3067\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u30de\u30b9\u30bf\u30fc\u3059\u308b&#8221;<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">by Moez Ali&#8221; \u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n<h3><b>2.  <\/b><a href=\"https:\/\/www.trychroma.com\/\"><b>\u30af\u30ed\u30de<\/b><\/a><\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-33689 size-full\" src=\"https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/12\/3vctr.jpg\" alt=\"\u30af\u30ed\u30de\u30fb\u30d9\u30af\u30bf\u30fc\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\" width=\"512\" height=\"274\" srcset=\"https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/12\/3vctr.jpg 512w, https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/12\/3vctr-300x161.jpg 300w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Chroma\u306f\u3001LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u3092\u7c21\u7d20\u5316\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u57cb\u3081\u8fbc\u307f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3059\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u305d\u306e\u6838\u5fc3\u306f\u3001\u6cd5\u5b66\u4fee\u58eb\u306e\u305f\u3081\u306e\u77e5\u8b58\u3001\u4e8b\u5b9f\u3001\u30b9\u30ad\u30eb\u306e\u5bb9\u6613\u306a\u7d71\u5408\u3092\u53ef\u80fd\u306b\u3059\u308b\u3053\u3068\u306b\u3042\u308b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Chroma DB\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u6587\u66f8\u3092\u7c21\u5358\u306b\u6271\u3044\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u57cb\u3081\u8fbc\u307f\u306b\u5909\u63db\u3057\u3001\u985e\u4f3c\u691c\u7d22\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4e3b\u306a\u7279\u5fb4<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30af\u30a8\u30ea\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3001\u5bc6\u5ea6\u63a8\u5b9a\u306a\u3069\u69d8\u3005\u306a\u6a5f\u80fd\u3092\u642d\u8f09\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">LangChain\uff08Python\u3068JavaScript\uff09\u3068LlamaIndex\u3092\u30b5\u30dd\u30fc\u30c8\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Python\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3067\u52d5\u4f5c\u3059\u308b\u306e\u3068\u540c\u3058API\u3092\u5229\u7528\u3057\u3001\u672c\u756a\u30af\u30e9\u30b9\u30bf\u306b\u52b9\u7387\u7684\u306b\u30b9\u30b1\u30fc\u30eb\u30a2\u30c3\u30d7\u3059\u308b\u3002<\/span><\/li>\n<\/ul>\n<p><em><strong>\u7d9a\u304d\u3092\u8aad\u3080<a href=\"https:\/\/meetcody.ai\/blog\/rag-api-definition-meaning-retrieval-augmented-generation-llm\/\">RAG API\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068LLM\u3068\u306f\uff1f<\/a><\/strong><\/em><\/p>\n<h3><b>3.  <\/b><a href=\"https:\/\/weaviate.io\/\"><b>\u30a6\u30a3\u30fc\u30d3\u30a8\u30a4\u30c8<\/b><\/a><\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-33680 size-full\" src=\"https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/12\/4vctr.jpg\" alt=\"weaviate\u30d9\u30af\u30bf\u30fc\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\" width=\"512\" height=\"269\" srcset=\"https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/12\/4vctr.jpg 512w, https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/12\/4vctr-300x158.jpg 300w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Pinecone\u3068\u306f\u7570\u306a\u308a\u3001Weaviate\u306f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3068ML\u30e2\u30c7\u30eb\u304b\u3089\u306e\u30d9\u30af\u30c8\u30eb\u57cb\u3081\u8fbc\u307f\u3092\u7c21\u5358\u306b\u4fdd\u5b58\u3067\u304d\u307e\u3059\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u306e\u591a\u6a5f\u80fd\u306a\u30c4\u30fc\u30eb\u306f\u3001\u4f55\u5341\u5104\u3082\u306e\u30c7\u30fc\u30bf\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u7ba1\u7406\u3059\u308b\u305f\u3081\u306b\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u62e1\u5f35\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">10-NN\uff0810-\u6700\u8fd1\u508d\uff09\u691c\u7d22\u306f\u3001\u6570\u767e\u4e07\u306e\u30a2\u30a4\u30c6\u30e0\u306b\u5bfe\u3057\u3066\u6570\u30df\u30ea\u79d2\u4ee5\u5185\u306b\u7d20\u65e9\u304f\u5b9f\u884c\u3055\u308c\u308b\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u30a4\u30f3\u30dd\u30fc\u30c8\u6642\u306e\u30c7\u30fc\u30bf\u30d9\u30af\u30bf\u30e9\u30a4\u30ba\u3084\u3001\u30d9\u30af\u30bf\u306e\u4f9b\u7d66\u3001\u8cea\u554f\u3068\u56de\u7b54\u306e\u62bd\u51fa\u3001\u8981\u7d04\u3001\u5206\u985e\u306e\u3088\u3046\u306a\u30bf\u30b9\u30af\u306e\u305f\u3081\u306e\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u306b\u5f79\u7acb\u3064\u3068\u601d\u3046\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4e3b\u306a\u7279\u5fb4<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">AI\u3092\u6d3b\u7528\u3057\u305f\u691c\u7d22\u3001Q&amp;A\u6a5f\u80fd\u3001LLM\u3068\u304a\u5ba2\u69d8\u306e\u30c7\u30fc\u30bf\u306e\u7d71\u5408\u3001\u81ea\u52d5\u5206\u985e\u306e\u305f\u3081\u306e\u7d71\u5408\u30e2\u30b8\u30e5\u30fc\u30eb\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5305\u62ec\u7684\u306aCRUD\uff08\u4f5c\u6210\u3001\u8aad\u307f\u53d6\u308a\u3001\u66f4\u65b0\u3001\u524a\u9664\uff09\u6a5f\u80fd\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u3001\u5206\u6563\u578b\u3001\u9032\u5316\u3059\u308b\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u5408\u308f\u305b\u3066\u62e1\u5f35\u53ef\u80fd\u3001Kubernetes\u3068\u4e92\u63db\u6027\u304c\u3042\u308a\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u904b\u7528\u304c\u53ef\u80fd\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u3053\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001ML\u30e2\u30c7\u30eb\u304b\u3089MLO\u3078\u306e\u30b9\u30e0\u30fc\u30ba\u306a\u79fb\u884c\u304c\u53ef\u80fd\u306b\u306a\u308b\u3002<\/span><\/li>\n<\/ul>\n<h3><b>4.  <\/b><a href=\"https:\/\/qdrant.tech\/\"><b>\u30af\u30c9\u30e9\u30f3\u30c8<\/b><\/a><\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-33671 size-full\" src=\"https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/12\/5vctr.jpg\" alt=\"qdrant\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\" width=\"512\" height=\"497\" srcset=\"https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/12\/5vctr.jpg 512w, https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/12\/5vctr-300x291.jpg 300w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Qdrant\u306f\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3001\u30d9\u30af\u30c8\u30eb\u306e\u985e\u4f3c\u6027\u691c\u7d22\u3092\u7c21\u5358\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">API\u30b5\u30fc\u30d3\u30b9\u3092\u4ecb\u3057\u3066\u52d5\u4f5c\u3057\u3001\u6700\u3082\u5bc6\u63a5\u306b\u95a2\u9023\u3059\u308b\u9ad8\u6b21\u5143\u30d9\u30af\u30c8\u30eb\u306e\u691c\u7d22\u3092\u5bb9\u6613\u306b\u3059\u308b\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Qdrant\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u3084\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30a8\u30f3\u30b3\u30fc\u30c0\u3092\u3001\u30de\u30c3\u30c1\u30f3\u30b0\u3001\u691c\u7d22\u3001\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u306e\u3088\u3046\u306a\u69d8\u3005\u306a\u30bf\u30b9\u30af\u306e\u305f\u3081\u306e\u5805\u7262\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u5909\u63db\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 Qdrant\u306e\u4e3b\u306a\u7279\u5fb4\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\uff1a<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u67d4\u8edf\u306aAPI<\/b><span style=\"font-weight: 400;\">:OpenAPI v3\u4ed5\u69d8\u306b\u52a0\u3048\u3001\u8907\u6570\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u7528\u306e\u30d3\u30eb\u30c9\u6e08\u307f\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3092\u63d0\u4f9b\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30b9\u30d4\u30fc\u30c9\u3068\u6b63\u78ba\u3055\uff1a<\/b><span style=\"font-weight: 400;\">\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306a\u691c\u7d22\u306e\u305f\u3081\u306b\u30ab\u30b9\u30bf\u30e0HNSW\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u5b9f\u88c5\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u9ad8\u5ea6\u306a\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\uff1a<\/b><span style=\"font-weight: 400;\">\u95a2\u9023\u3059\u308b\u30d9\u30af\u30c8\u30eb\u30da\u30a4\u30ed\u30fc\u30c9\u306b\u57fa\u3065\u304f\u7d50\u679c\u306e\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3092\u53ef\u80fd\u306b\u3057\u3001\u7d50\u679c\u306e\u7cbe\u5ea6\u3092\u9ad8\u3081\u307e\u3059\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30b5\u30dd\u30fc\u30c8<\/b><span style=\"font-weight: 400;\">:\u6587\u5b57\u5217\u30de\u30c3\u30c1\u30f3\u30b0\u3001\u6570\u5024\u7bc4\u56f2\u3001\u30b8\u30aa\u30ed\u30b1\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u3001\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30bf\u30a4\u30d7\u306b\u5bfe\u5fdc\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/b><span style=\"font-weight: 400;\">:\u30c7\u30fc\u30bf\u8ca0\u8377\u306e\u5897\u52a0\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306e\u6c34\u5e73\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u6a5f\u80fd\u3092\u5099\u3048\u305f\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u8a2d\u8a08\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u52b9\u7387<\/b><span style=\"font-weight: 400;\">:Rust\u3067\u958b\u767a\u3055\u308c\u3001\u52d5\u7684\u306a\u30af\u30a8\u30ea\u30d7\u30e9\u30f3\u30cb\u30f3\u30b0\u306b\u3088\u308a\u30ea\u30bd\u30fc\u30b9\u306e\u4f7f\u7528\u3092\u6700\u9069\u5316\u3057\u3001\u52b9\u7387\u3092\u5411\u4e0a\u3002<\/span><\/li>\n<\/ul>\n<h3><b>5.  <\/b><a href=\"https:\/\/python.langchain.com\/docs\/integrations\/vectorstores\/faiss\"><b>\u30d5\u30a1\u30a4\u30b9<\/b><\/a><\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-33662 size-full\" src=\"https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/12\/6vctr.jpg\" alt=\"\u30d5\u30a1\u30a4\u30b9\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\" width=\"512\" height=\"270\" srcset=\"https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/12\/6vctr.jpg 512w, https:\/\/meetcody.ai\/wp-content\/uploads\/2023\/12\/6vctr-300x158.jpg 300w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/p>\n<p><b>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9<\/b><span style=\"font-weight: 400;\">:\u306f\u3044<\/span><\/p>\n<p><b>\u30ae\u30c3\u30c8\u30cf\u30d6<\/b><span style=\"font-weight: 400;\">: 23k<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Facebook AI Research\u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u305fFaiss\u306f\u3001\u9ad8\u901f\u3067\u9ad8\u5bc6\u5ea6\u306a\u30d9\u30af\u30c8\u30eb\u985e\u4f3c\u6027\u691c\u7d22\u3068\u30b0\u30eb\u30fc\u30d7\u5316\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308b\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">RAM\u306e\u5bb9\u91cf\u3092\u8d85\u3048\u308b\u3088\u3046\u306a\u3082\u306e\u3082\u542b\u3081\u3001\u3055\u307e\u3056\u307e\u306a\u30b5\u30a4\u30ba\u306e\u30d9\u30af\u30c8\u30eb\u96c6\u5408\u3092\u691c\u7d22\u3059\u308b\u65b9\u6cd5\u3092\u63d0\u4f9b\u3059\u308b\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u307e\u305f\u3001Faiss\u306f\u8a55\u4fa1\u30b3\u30fc\u30c9\u3068\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574\u30b5\u30dd\u30fc\u30c8\u3082\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4e3b\u306a\u7279\u5fb4<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u6700\u8fd1\u508d\u3060\u3051\u3067\u306a\u304f\u30012\u756a\u76ee\u30013\u756a\u76ee\u3001k\u756a\u76ee\u306e\u6700\u8fd1\u508d\u3082\u691c\u7d22\u3057\u307e\u3059\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">1\u3064\u306e\u30d9\u30af\u30c8\u30eb\u3060\u3051\u3067\u306a\u304f\u3001\u8907\u6570\u306e\u30d9\u30af\u30c8\u30eb\u3092\u540c\u6642\u306b\u691c\u7d22\u3067\u304d\u308b\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u6700\u5c0f\u63a2\u7d22\u306e\u4ee3\u308f\u308a\u306b\u6700\u5927\u5185\u7a4d\u63a2\u7d22\u3092\u5229\u7528\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">L1\u3001Linf\u306a\u3069\u3001\u4ed6\u306e\u8ddd\u96e2\u3082\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30af\u30a8\u30ea\u4f4d\u7f6e\u304b\u3089\u6307\u5b9a\u3057\u305f\u534a\u5f84\u5185\u306b\u3042\u308b\u3059\u3079\u3066\u306e\u8981\u7d20\u3092\u8fd4\u3057\u307e\u3059\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092RAM\u306b\u4fdd\u5b58\u3059\u308b\u4ee3\u308f\u308a\u306b\u30c7\u30a3\u30b9\u30af\u306b\u4fdd\u5b58\u3059\u308b\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3059\u308b\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Faiss\u306f\u3001\u9ad8\u5bc6\u5ea6\u30d9\u30af\u30c8\u30eb\u985e\u4f3c\u6027\u691c\u7d22\u3092\u9ad8\u901f\u5316\u3059\u308b\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3068\u3057\u3066\u3001\u52b9\u7387\u7684\u304b\u3064\u52b9\u679c\u7684\u306a\u691c\u7d22\u64cd\u4f5c\u306e\u305f\u3081\u306e\u3055\u307e\u3056\u307e\u306a\u6a5f\u80fd\u3068\u6700\u9069\u5316\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/span><\/p>\n<h2><b>\u307e\u3068\u3081<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u4eca\u65e5\u306e\u30c7\u30fc\u30bf\u4e3b\u5c0e\u306e\u6642\u4ee3\u306b\u304a\u3044\u3066\u3001\u4eba\u5de5\u77e5\u80fd\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u9032\u6b69\u306f\u3001\u30d9\u30af\u30c8\u30eb\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304c\u679c\u305f\u3059\u91cd\u8981\u306a\u5f79\u5272\u3092\u6d6e\u304d\u5f6b\u308a\u306b\u3057\u3066\u3044\u308b\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u591a\u6b21\u5143\u306e\u30c7\u30fc\u30bf\u30d9\u30af\u30c8\u30eb\u3092\u4fdd\u5b58\u3057\u3001\u63a2\u7d22\u3057\u3001\u89e3\u91c8\u3059\u308b\u305d\u306e\u5353\u8d8a\u3057\u305f\u80fd\u529b\u306f\u3001AI\u3092\u6d3b\u7528\u3057\u305f\u3055\u307e\u3056\u307e\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u71c3\u6599\u3092\u4f9b\u7d66\u3059\u308b\u4e0a\u3067\u4e0d\u53ef\u6b20\u3068\u306a\u3063\u3066\u3044\u308b\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30fb\u30a8\u30f3\u30b8\u30f3\u304b\u3089\u30b2\u30ce\u30e0\u89e3\u6790\u306b\u81f3\u308b\u307e\u3067\u3001\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u57fa\u672c\u7684\u306a\u30c4\u30fc\u30eb\u3068\u3057\u3066\u3001\u69d8\u3005\u306a\u9818\u57df\u306b\u304a\u3051\u308b\u9769\u65b0\u3068\u6709\u52b9\u6027\u3092\u63a8\u9032\u3057\u3066\u3044\u308b\u3002<\/span><\/p>\n<h2><b>\u3088\u304f\u3042\u308b\u8cea\u554f<\/b><\/h2>\n<h3><b>1.\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u4e3b\u306a\u7279\u5fb4\u306f\u4f55\u3067\u3059\u304b\uff1f<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u691c\u8a0e\u3059\u308b\u5834\u5408\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7279\u5fb4\u3092\u512a\u5148\u3059\u308b\uff1a<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u52b9\u7387\u7684\u306a\u691c\u7d22\u6a5f\u80fd<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u30bf\u30a4\u30d7\u306e\u67d4\u8edf\u6027<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u9ad8\u5ea6\u306a\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u30aa\u30d7\u30b7\u30e7\u30f3<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">API\u304a\u3088\u3073\u7d71\u5408\u30b5\u30dd\u30fc\u30c8<\/span><\/li>\n<\/ul>\n<h3><b>2. <\/b><b>\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u3069\u3046\u9055\u3046\u306e\u304b\uff1f<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u3068\u51e6\u7406\u306b\u7279\u5316\u3057\u305f\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u306f\u4e00\u7dda\u3092\u753b\u3057\u3066\u3044\u308b\u3002 \u4e21\u8005\u306e\u9055\u3044\u306f\u3053\u3046\u3060\uff1a<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30c7\u30fc\u30bf\u69cb\u9020<\/b><span style=\"font-weight: 400;\">:\u4f1d\u7d71\u7684\u306a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u884c\u3068\u5217\u3067\u30c7\u30fc\u30bf\u3092\u6574\u7406\u3059\u308b\u304c\u3001\u30d9\u30af\u30c8\u30eb\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u9ad8\u6b21\u5143\u30d9\u30af\u30c8\u30eb\u306e\u4fdd\u5b58\u3068\u53d6\u308a\u6271\u3044\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u304a\u308a\u3001\u7279\u306b\u753b\u50cf\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u57cb\u3081\u8fbc\u307f\u306a\u3069\u306e\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u306b\u9069\u3057\u3066\u3044\u308b\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u691c\u7d22\u30e1\u30ab\u30cb\u30ba\u30e0\uff1a <\/b><span style=\"font-weight: 400;\">\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u691c\u7d22\u306b\u5b8c\u5168\u4e00\u81f4\u3084\u8a2d\u5b9a\u3055\u308c\u305f\u6761\u4ef6\u3092\u4e3b\u306b\u4f7f\u7528\u3059\u308b\u306e\u306b\u5bfe\u3057\u3001\u30d9\u30af\u30c8\u30eb\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u985e\u4f3c\u6027\u30d9\u30fc\u30b9\u306e\u691c\u7d22\u3092\u63a1\u7528\u3057\u3066\u304a\u308a\u3001\u3088\u308a\u6587\u8108\u306b\u95a2\u9023\u3057\u305f\u691c\u7d22\u7d50\u679c\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u7279\u6b8a\u306a\u6a5f\u80fd\u6027\uff1a<\/b><span style=\"font-weight: 400;\">\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u6700\u8fd1\u508d\u691c\u7d22\u3001\u7bc4\u56f2\u691c\u7d22\u3001\u591a\u6b21\u5143\u30c7\u30fc\u30bf\u306e\u52b9\u7387\u7684\u306a\u51e6\u7406\u306a\u3069\u306e\u30e6\u30cb\u30fc\u30af\u306a\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3001AI\u99c6\u52d5\u578b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8981\u4ef6\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\uff1a<\/b><span style=\"font-weight: 400;\">\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u9ad8\u6b21\u5143\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3059\u308b\u305f\u3081\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u304a\u308a\u3001\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u6bd4\u8f03\u3057\u3066\u3001\u3088\u308a\u9ad8\u901f\u306a\u691c\u7d22\u3068\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3067\u304d\u308b\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u3053\u308c\u3089\u306e\u9055\u3044\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u6027\u8cea\u3084\u7528\u9014\u306b\u5fdc\u3058\u3066\u9069\u5207\u306a\u30bf\u30a4\u30d7\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u30d9\u30af\u30c8\u30eb\u5316\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3068\u3082\u547c\u3070\u308c\u3001\u9ad8\u6b21\u5143\u306e\u30d9\u30af\u30c8\u30eb\u3092\u52b9\u7387\u7684\u306b\u683c\u7d0d\u30fb\u691c\u7d22\u3059\u308b\u305f\u3081\u306b\u4f5c\u3089\u308c\u305f\u7279\u6b8a\u306a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u6587\u8108\u3067\u306f\u3001\u30d9\u30af\u30c8\u30eb\u306f\u3001\u591a\u6b21\u5143\u7a7a\u9593\u5185\u306e\u4f4d\u7f6e\u3092\u610f\u5473\u3059\u308b\u3001\u7d44\u7e54\u5316\u3055\u308c\u305f\u4e00\u9023\u306e\u6570\u5024\u3092\u793a\u3059\u3002 \u30d9\u30af\u30c8\u30eb\u306e\u5404\u6210\u5206\u306f\u3001\u500b\u5225\u306e\u7279\u5fb4\u307e\u305f\u306f\u6b21\u5143\u306b\u5bfe\u5fdc\u3059\u308b\u3002 \u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u753b\u50cf\u51e6\u7406\u3001\u985e\u4f3c\u691c\u7d22\u306a\u3069\u306e\u9818\u57df\u3092\u7db2\u7f85\u3059\u308b\u3001\u5e83\u7bc4\u3067\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6271\u3046\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u6271\u3046\u306e\u306b\u7279\u306b\u9577\u3051\u3066\u3044\u308b\u3002 \u5f93\u6765\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u9ad8\u6b21\u5143\u30c7\u30fc\u30bf\u3092\u7ba1\u7406\u3057\u3001\u6700\u9069\u306a\u52b9\u7387\u3067\u985e\u4f3c\u691c\u7d22\u3092\u5b9f\u884c\u3059\u308b\u969b\u306b\u8ab2\u984c\u306b\u76f4\u9762\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002 \u305d\u306e\u7d50\u679c\u3001\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u3053\u306e\u3088\u3046\u306a\u30b7\u30ca\u30ea\u30aa\u306b\u304a\u3051\u308b\u8cb4\u91cd\u306a\u9078\u629e\u80a2\u3068\u3057\u3066\u6d6e\u4e0a\u3057\u3066\u304d\u305f\u3002 \u30d9\u30af\u30bf\u30fc\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u4e3b\u306a\u7279\u5fb4\u3068\u306f\uff1f \u30d9\u30af\u30bf\u30fc\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u4e3b\u306a\u7279\u5fb4\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3042\u308b\uff1a 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