{"id":29628,"date":"2026-08-07T11:38:12","date_gmt":"2026-08-07T02:38:12","guid":{"rendered":"https:\/\/www.ripla.co.jp\/blog\/?p=29628"},"modified":"2026-08-09T04:11:15","modified_gmt":"2026-08-08T19:11:15","slug":"machine-learning-platform-complete-guide","status":"publish","type":"post","link":"https:\/\/www.ripla.co.jp\/blog\/system\/machine-learning-platform-complete-guide\/","title":{"rendered":"\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u958b\u767a\u306e\u5b8c\u5168\u30ac\u30a4\u30c9"},"content":{"rendered":"\n<p 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class=\"wp-block-paragraph\"><strong>\u25bc\u95a2\u9023\u8a18\u4e8b\u4e00\u89a7<\/strong><br>\n\u30fb<a href=\"https:\/\/www.ripla.co.jp\/blog\/system\/machine-learning-platform-process\/\">\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u958b\u767a\u306e\u9032\u3081\u65b9\/\u3084\u308a\u65b9\/\u6d41\u308c\u3084\u65b9\u6cd5\/\u624b\u6cd5\/\u5de5\u7a0b\/\u624b\u9806<\/a><br>\n\u30fb<a href=\"https:\/\/www.ripla.co.jp\/blog\/system\/machine-learning-platform-companies\/\">\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u958b\u767a\u3067\u304a\u3059\u3059\u3081\u306e\u958b\u767a\u4f1a\u793e\/\u30d9\u30f3\u30c0\u30fc6\u9078\u3068\u9078\u3073\u65b9<\/a><br>\n\u30fb<a href=\"https:\/\/www.ripla.co.jp\/blog\/system\/machine-learning-platform-cost\/\">\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u958b\u767a\u306e\u898b\u7a4d\u76f8\u5834\u3084\u8cbb\u7528\/\u30b3\u30b9\u30c8\/\u5024\u6bb5\u306b\u3064\u3044\u3066<\/a><br>\n\u30fb<a href=\"https:\/\/www.ripla.co.jp\/blog\/system\/machine-learning-platform-outsourcing\/\">\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u958b\u767a\u306e\u767a\u6ce8\/\u5916\u6ce8\/\u4f9d\u983c\/\u59d4\u8a17\u65b9\u6cd5\u306b\u3064\u3044\u3066<\/a><\/p>\n\n\n\n<h2 id=\"machine-learning-platform-overview\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u306e\u5168\u4f53\u50cf<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-794e3cfa wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis: 100%;\">\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"480\" data-attachment-id=\"67\" data-permalink=\"https:\/\/www.ripla.co.jp\/blog\/2540984\/\" 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style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\">\n<h3 id=\"what-is-machine-learning-platform\" class=\"wp-block-heading\"><strong><strong><strong>\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p 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class=\"wp-block-paragraph\">\u7b2c\u56db\u306b\u3001MLOps\u306e\u4ed5\u7d44\u307f\u3092\u7d44\u307f\u8fbc\u307f\u307e\u3059\u3002\u30c7\u30fc\u30bf\u66f4\u65b0\u3092\u691c\u77e5\u3057\u3066\u5b66\u7fd2\u30fb\u8a55\u4fa1\u30fb\u627f\u8a8d\u30fb\u30c7\u30d7\u30ed\u30a4\u3092\u81ea\u52d5\u5316\u3057\u3001\u7570\u5e38\u6642\u306b\u306f\u524d\u306e\u30e2\u30c7\u30eb\u3078\u623b\u305b\u308b\u72b6\u614b\u3092\u4f5c\u308a\u307e\u3059\u3002\u6700\u5f8c\u306b\u3001\u7cbe\u5ea6\u3001\u30c7\u30fc\u30bf\u30c9\u30ea\u30d5\u30c8\u3001\u63a8\u8ad6\u9045\u5ef6\u3001\u30a8\u30e9\u30fc\u7387\u3001\u5229\u7528\u72b6\u6cc1\u3001\u30af\u30e9\u30a6\u30c9\u8cbb\u7528\u3001\u7570\u5e38\u30a2\u30af\u30bb\u30b9\u3092\u76e3\u8996\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u304c\u63c3\u3063\u3066\u521d\u3081\u3066\u3001\u6a5f\u68b0\u5b66\u7fd2\u3092\u4e00\u5ea6\u4f5c\u3063\u3066\u7d42\u308f\u3089\u305b\u305a\u3001\u696d\u52d9\u306e\u5909\u5316\u306b\u5408\u308f\u305b\u3066\u80b2\u3066\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h2 id=\"use-cases\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u3067\u3067\u304d\u308b\u3053\u3068\u3068\u7a2e\u985e<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-794e3cfa wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis: 100%;\">\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"480\" data-attachment-id=\"51\" data-permalink=\"https:\/\/www.ripla.co.jp\/blog\/2404190\/\" data-orig-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2404190.jpg\" data-orig-size=\"1600,1200\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;,&quot;alt&quot;:&quot;&quot;}\" data-image-title=\"2404190\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2404190-1024x768.jpg\" class=\"wp-image-51\" style=\"width: 640px;\" src=\"https:\/\/blog.ripla.co.jp\/wp-content\/uploads\/2025\/05\/2404190.jpg\" alt=\"\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u306e\u6d3b\u7528\u30a4\u30e1\u30fc\u30b8\" srcset=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2404190.jpg 1600w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2404190-300x225.jpg 300w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2404190-1024x768.jpg 1024w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2404190-768x576.jpg 768w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2404190-1536x1152.jpg 1536w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u306e\u7a2e\u985e\u306f\u3001\u4f55\u3092\u4f5c\u308b\u304b\u3060\u3051\u3067\u306a\u304f\u3001\u3069\u306e\u7bc4\u56f2\u3092\u5171\u901a\u5316\u3059\u308b\u304b\u3067\u6c7a\u307e\u308a\u307e\u3059\u3002\u5229\u7528\u983b\u5ea6\u304c\u4f4e\u3044\u5358\u767a\u306e\u5206\u6790\u306a\u3089\u7c21\u6613\u306a\u74b0\u5883\u3067\u8db3\u308a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u8907\u6570\u306e\u30e2\u30c7\u30eb\u3092\u9577\u671f\u904b\u7528\u3059\u308b\u306a\u3089\u3001\u30c7\u30fc\u30bf\u30fb\u5b9f\u9a13\u30fb\u30c7\u30d7\u30ed\u30a4\u30fb\u76e3\u8996\u3092\u5171\u901a\u5316\u3057\u305f\u57fa\u76e4\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\">\n<h3 id=\"education-use-cases\" class=\"wp-block-heading\"><strong><strong><strong>\u6559\u80b2\u30fb\u30b9\u30af\u30fc\u30eb\u9818\u57df\u306e\u6d3b\u7528\u4f8b<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6559\u80b2\u30fb\u30b9\u30af\u30fc\u30eb\u9818\u57df\u3067\u306f\u3001\u96e2\u8131\u4e88\u6e2c\u3001\u5b66\u7fd2\u8005\u3054\u3068\u306e\u6559\u6750\u63a8\u85a6\u3001\u7b54\u6848\u306e\u81ea\u52d5\u63a1\u70b9\u3001\u554f\u3044\u5408\u308f\u305b\u5206\u985e\u3001\u6210\u7e3e\u306e\u50be\u5411\u5206\u6790\u3001\u53d7\u8b1b\u72b6\u6cc1\u306e\u7570\u5e38\u691c\u77e5\u306a\u3069\u304c\u4ee3\u8868\u7684\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u5b66\u7fd2\u6642\u9593\u3084\u5358\u5143\u5225\u306e\u6b63\u7b54\u7387\u304b\u3089\u3064\u307e\u305a\u304d\u3092\u4e88\u6e2c\u3057\u3001\u8b1b\u5e2b\u3078\u78ba\u8a8d\u5bfe\u8c61\u3092\u63d0\u793a\u3059\u308b\u4ed5\u7d44\u307f\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u3053\u3053\u3067\u5927\u5207\u306a\u306e\u306f\u3001\u4e88\u6e2c\u7d50\u679c\u3092\u305d\u306e\u307e\u307e\u751f\u5f92\u3078\u306e\u51e6\u9047\u306b\u4f7f\u3046\u306e\u3067\u306f\u306a\u304f\u3001\u8b1b\u5e2b\u3084\u7ba1\u7406\u8005\u304c\u6839\u62e0\u3092\u78ba\u8a8d\u3057\u3066\u6700\u7d42\u5224\u65ad\u3067\u304d\u308b\u8a2d\u8a08\u306b\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u6559\u80b2\u95a2\u9023\u306e\u5c0e\u5165\u4e8b\u4f8b\u3067\u306f\u3001\u30aa\u30f3\u30e9\u30a4\u30f3\u6388\u696d\u306e\u904b\u7528\u57fa\u76e4\u3092\u6574\u3048\u308b\u3053\u3068\u3067\u3001\u6307\u5c0e\u8005\u306e\u4f5c\u696d\u5de5\u6570\u3092\u7d047\u5272\u524a\u6e1b\u3057\u3001\u5c0e\u5165\u304b\u30891\u5e74\u3067100\u6821\u4ee5\u4e0a\u3078\u5c55\u958b\u3057\u305f\u4f8b\u304c\u3042\u308a\u307e\u3059\uff08\u51fa\u5178: \u30af\u30e9\u30a6\u30c9\u4e8b\u696d\u8005\u306e\u6559\u80b2\u5206\u91ce\u5c0e\u5165\u4e8b\u4f8b\u3001\u78ba\u8a8d\u65e5: 2026\u5e748\u6708\uff09\u3002\u3053\u306e\u3088\u3046\u306a\u6210\u679c\u306f\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3060\u3051\u3067\u751f\u307e\u308c\u308b\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u5229\u7528\u30ed\u30b0\u3092\u53ce\u96c6\u3057\u3001\u73fe\u5834\u306e\u78ba\u8a8d\u30d5\u30ed\u30fc\u3092\u6b8b\u3057\u3001\u8907\u6570\u62e0\u70b9\u3078\u62e1\u5f35\u3067\u304d\u308b\u57fa\u76e4\u3092\u5148\u306b\u6574\u3048\u305f\u3053\u3068\u304c\u8981\u56e0\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\">\n<h3 id=\"platform-types\" class=\"wp-block-heading\"><strong><strong><strong>\u30af\u30e9\u30a6\u30c9\u30fb\u5c02\u7528\u74b0\u5883\u30fbOSS\u306e\u9055\u3044<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u30af\u30e9\u30a6\u30c9\u306e\u30de\u30cd\u30fc\u30b8\u30c9\u578b\u306f\u3001\u5b66\u7fd2\u74b0\u5883\u3084\u30e2\u30c7\u30eb\u7ba1\u7406\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3001\u76e3\u8996\u3092\u77ed\u671f\u9593\u3067\u7d44\u307f\u5408\u308f\u305b\u3084\u3059\u3044\u9078\u629e\u80a2\u3067\u3059\u3002GPU\u3092\u5fc5\u8981\u306a\u6642\u9593\u3060\u3051\u8d77\u52d5\u3057\u3084\u3059\u304f\u3001PoC\u3084\u5229\u7528\u91cf\u304c\u5909\u52d5\u3059\u308b\u6848\u4ef6\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001\u30c7\u30fc\u30bf\u8ee2\u9001\u3001\u5e38\u6642\u7a3c\u50cd\u3059\u308b\u63a8\u8ad6\u30b5\u30fc\u30d0\u30fc\u3001\u30ed\u30b0\u4fdd\u7ba1\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u306a\u3069\u306e\u8cbb\u7528\u304c\u7a4d\u307f\u4e0a\u304c\u308b\u305f\u3081\u3001\u5229\u7528\u91cf\u3092\u53ef\u8996\u5316\u3059\u308b\u4ed5\u7d44\u307f\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c02\u7528\u74b0\u5883\u3084\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u306f\u3001\u6a5f\u5fae\u60c5\u5831\u3092\u5916\u90e8\u3078\u51fa\u3057\u306b\u304f\u3044\u5834\u5408\u3001\u9589\u57df\u63a5\u7d9a\u3084\u65e2\u5b58\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u306e\u7d71\u5408\u304c\u53b3\u3057\u3044\u5834\u5408\u306b\u691c\u8a0e\u3057\u307e\u3059\u3002\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3092\u81ea\u793e\u3067\u7ba1\u7406\u3067\u304d\u308b\u53cd\u9762\u3001GPU\u306e\u8abf\u9054\u3001\u6545\u969c\u5bfe\u5fdc\u3001\u5bb9\u91cf\u8a08\u753b\u3001\u8106\u5f31\u6027\u5bfe\u5fdc\u3001\u904b\u7528\u62c5\u5f53\u8005\u306e\u78ba\u4fdd\u304c\u5fc5\u8981\u3067\u3059\u3002OSS\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u65b9\u5f0f\u306f\u81ea\u7531\u5ea6\u3068\u79fb\u690d\u6027\u306b\u512a\u308c\u307e\u3059\u304c\u3001\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3084\u969c\u5bb3\u5bfe\u5fdc\u307e\u3067\u81ea\u793e\u306e\u8cac\u4efb\u306b\u306a\u308b\u305f\u3081\u3001\u5c0e\u5165\u8cbb\u3060\u3051\u3067\u306a\u304f\u904b\u7528\u4eba\u6750\u306e\u8cbb\u7528\u3067\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 id=\"development-process\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u306e\u958b\u767a\u306e\u9032\u3081\u65b9<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-794e3cfa wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis: 100%;\">\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"480\" data-attachment-id=\"44\" data-permalink=\"https:\/\/www.ripla.co.jp\/blog\/22404299\/\" data-orig-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22404299.jpg\" data-orig-size=\"1600,1200\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;,&quot;alt&quot;:&quot;&quot;}\" data-image-title=\"22404299\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22404299-1024x768.jpg\" class=\"wp-image-44\" style=\"width: 640px;\" src=\"https:\/\/blog.ripla.co.jp\/wp-content\/uploads\/2025\/05\/22404299.jpg\" alt=\"\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u306e\u958b\u767a\u30d7\u30ed\u30bb\u30b9\" srcset=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22404299.jpg 1600w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22404299-300x225.jpg 300w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22404299-1024x768.jpg 1024w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22404299-768x576.jpg 768w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22404299-1536x1152.jpg 1536w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u306f\u3001\u6700\u521d\u304b\u3089\u5168\u793e\u5171\u901a\u306e\u5927\u898f\u6a21\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u308b\u3068\u8981\u4ef6\u304c\u81a8\u3089\u307f\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u307e\u305a\u696d\u52d9\u4e0a\u306e\u76ee\u7684\u3068\u8a55\u4fa1\u65b9\u6cd5\u3092\u6c7a\u3081\u3001\u9650\u3089\u308c\u305f\u7bc4\u56f2\u3067\u691c\u8a3c\u3057\u3001\u518d\u5229\u7528\u3067\u304d\u308b\u6a5f\u80fd\u3092\u898b\u6975\u3081\u3066\u304b\u3089\u672c\u756a\u57fa\u76e4\u3078\u5e83\u3052\u308b\u9032\u3081\u65b9\u304c\u73fe\u5b9f\u7684\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\"><p class=\"wp-block-paragraph\">\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1a<a href=\"https:\/\/www.ripla.co.jp\/blog\/system\/machine-learning-platform-process\/\">\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u958b\u767a\u306e\u9032\u3081\u65b9\/\u3084\u308a\u65b9\/\u6d41\u308c\u3084\u65b9\u6cd5\/\u624b\u6cd5\/\u5de5\u7a0b\/\u624b\u9806<\/a><\/p>\n\n\n<h3 id=\"planning-and-data-inventory\" class=\"wp-block-heading\"><strong><strong><strong>\u4f01\u753b\u30fb\u8981\u4ef6\u5b9a\u7fa9\u3068\u30c7\u30fc\u30bf\u68da\u5378\u3057<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u521d\u306b\u3001\u300c\u4f55\u3092\u4e88\u6e2c\u3059\u308b\u304b\u300d\u3067\u306f\u306a\u304f\u300c\u3069\u306e\u696d\u52d9\u3092\u3069\u3046\u6539\u5584\u3059\u308b\u304b\u300d\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u96e2\u8131\u7387\u3001\u5b66\u7fd2\u6642\u9593\u3001\u6b63\u7b54\u7387\u3001\u63a1\u70b9\u6642\u9593\u3001\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u6642\u9593\u306a\u3069\u3001\u5c0e\u5165\u524d\u5f8c\u3067\u6e2c\u308c\u308bKPI\u306b\u843d\u3068\u3057\u8fbc\u307f\u307e\u3059\u3002\u7cbe\u5ea6\u3060\u3051\u3092\u76ee\u6a19\u306b\u3059\u308b\u3068\u3001\u73fe\u5834\u304c\u4f7f\u308f\u306a\u3044\u9ad8\u6027\u80fd\u30e2\u30c7\u30eb\u3092\u4f5c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u8b1b\u5e2b\u304c\u78ba\u8a8d\u306b\u4f7f\u3048\u308b\u6642\u9593\u3084\u3001\u8aa4\u5224\u5b9a\u3092\u8a02\u6b63\u3059\u308b\u6642\u9593\u3082\u8a55\u4fa1\u9805\u76ee\u3078\u542b\u3081\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b21\u306b\u3001\u30c7\u30fc\u30bf\u306e\u6240\u6709\u8005\u3001\u5229\u7528\u76ee\u7684\u3001\u4fdd\u5b58\u671f\u9593\u3001\u6b20\u640d\u3001\u30e9\u30d9\u30eb\u54c1\u8cea\u3001\u500b\u4eba\u60c5\u5831\u3001\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u9023\u643a\u65b9\u5f0f\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u7d19\u3084PDF\u304c\u6b8b\u3063\u3066\u3044\u308b\u5834\u5408\u306f\u96fb\u5b50\u5316\u306e\u7cbe\u5ea6\u3068\u8cbb\u7528\u3082\u898b\u7a4d\u3082\u308a\u307e\u3059\u3002\u8907\u6570\u62e0\u70b9\u3067\u540c\u3058\u751f\u5f92\u304c\u5225ID\u306b\u306a\u3063\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u540d\u5bc4\u305b\u306e\u30eb\u30fc\u30eb\u3092\u4f5c\u3089\u306a\u3044\u3068\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u4e00\u8cab\u6027\u304c\u5d29\u308c\u307e\u3059\u3002\u68da\u5378\u3057\u306e\u7d50\u679c\u3001\u30c7\u30fc\u30bf\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308c\u3070\u3001\u30e2\u30c7\u30eb\u958b\u767a\u3088\u308a\u53ce\u96c6\u8a2d\u8a08\u3092\u5148\u306b\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\">\n<h3 id=\"poc\" class=\"wp-block-heading\"><strong><strong><strong>\u5c0f\u898f\u6a21PoC\u3067\u6210\u529f\u6761\u4ef6\u3092\u691c\u8a3c<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">PoC\u3067\u306f\u30011\u6821\u30011\u5b66\u5e74\u30011\u6559\u79d1\u3001\u307e\u305f\u306f\u8b1b\u5e2b\u5411\u3051\u306e1\u696d\u52d9\u306b\u9650\u5b9a\u3057\u307e\u3059\u3002\u5bfe\u8c61\u3092\u7d5e\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u6b20\u640d\u3084\u73fe\u5834\u306e\u4f7f\u3044\u306b\u304f\u3055\u3092\u65e9\u304f\u767a\u898b\u3067\u304d\u307e\u3059\u3002\u8a55\u4fa1\u6307\u6a19\u306f\u3001\u6b63\u89e3\u7387\u3084\u518d\u73fe\u7387\u306a\u3069\u306e\u6a5f\u68b0\u5b66\u7fd2\u6307\u6a19\u306b\u52a0\u3048\u3001\u5229\u7528\u7387\u3001\u4f5c\u696d\u524a\u6e1b\u6642\u9593\u3001\u8aa4\u5224\u5b9a\u306e\u4fee\u6b63\u6642\u9593\u3001\u7d50\u679c\u3092\u8aac\u660e\u3067\u304d\u308b\u5272\u5408\u30011\u4ef6\u3042\u305f\u308a\u306e\u63a8\u8ad6\u8cbb\u7528\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6210\u529f\u6761\u4ef6\u3068\u540c\u6642\u306b\u4e2d\u6b62\u6761\u4ef6\u3082\u6c7a\u3081\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u4e00\u5b9a\u671f\u9593\u3067\u5fc5\u8981\u306a\u30e9\u30d9\u30eb\u6570\u3092\u96c6\u3081\u3089\u308c\u306a\u3044\u3001\u73fe\u5834\u306e\u78ba\u8a8d\u6642\u9593\u304c\u6e1b\u3089\u306a\u3044\u3001\u8aac\u660e\u3067\u304d\u306a\u3044\u4e88\u6e2c\u304c\u591a\u3044\u3001\u500b\u4eba\u60c5\u5831\u306e\u5229\u7528\u76ee\u7684\u3092\u6574\u7406\u3067\u304d\u306a\u3044\u5834\u5408\u306f\u3001\u672c\u756a\u5316\u3092\u6025\u304c\u306a\u3044\u5224\u65ad\u304c\u5fc5\u8981\u3067\u3059\u3002PoC\u306e\u6210\u679c\u7269\u306b\u306f\u30e2\u30c7\u30eb\u3060\u3051\u3067\u306a\u304f\u3001\u30c7\u30fc\u30bf\u4ed5\u69d8\u66f8\u3001\u8a55\u4fa1\u7d50\u679c\u3001\u76e3\u8996\u9805\u76ee\u3001\u904b\u7528\u624b\u9806\u3001\u6b21\u6bb5\u968e\u306e\u8cbb\u7528\u898b\u7a4d\u3082\u308a\u3092\u542b\u3081\u308b\u3068\u3001\u7a1f\u8b70\u3084\u672c\u756a\u8a2d\u8a08\u306b\u3064\u306a\u304c\u308a\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\">\n<h3 id=\"production-and-operation\" class=\"wp-block-heading\"><strong><strong><strong>\u672c\u756a\u5316\u30fb\u76e3\u8996\u30fb\u518d\u5b66\u7fd2<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u756a\u5316\u3067\u306f\u3001\u627f\u8a8d\u6e08\u307f\u30e2\u30c7\u30eb\u3060\u3051\u3092\u516c\u958b\u3059\u308b\u4ed5\u7d44\u307f\u3001\u6bb5\u968e\u30ea\u30ea\u30fc\u30b9\u3001\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u3001API\u306e\u8a8d\u8a3c\u3001\u6a29\u9650\u5206\u96e2\u3001\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3092\u8a2d\u8a08\u3057\u307e\u3059\u3002\u6559\u80b2\u8a55\u4fa1\u306b\u95a2\u308f\u308b\u4e88\u6e2c\u3084\u81ea\u52d5\u63a1\u70b9\u3067\u306f\u3001\u51fa\u529b\u3092\u6559\u54e1\u3084\u7ba1\u7406\u8005\u304c\u78ba\u8a8d\u3067\u304d\u308bHuman-in-the-Loop\u3092\u7d44\u307f\u8fbc\u307f\u307e\u3059\u3002\u30e2\u30c7\u30eb\u304c\u51fa\u3057\u305f\u7d50\u679c\u3092\u7121\u6761\u4ef6\u306b\u78ba\u5b9a\u3055\u305b\u305a\u3001\u4fe1\u983c\u5ea6\u304c\u4f4e\u3044\u30b1\u30fc\u30b9\u3092\u4eba\u3078\u56de\u3059\u8a2d\u8a08\u304c\u5b89\u5168\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u904b\u7528\u958b\u59cb\u5f8c\u306f\u3001\u7cbe\u5ea6\u304c\u4e0b\u304c\u3063\u3066\u304b\u3089\u5bfe\u5fdc\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u5206\u5e03\u306e\u5909\u5316\u3001\u672a\u5165\u529b\u306e\u5897\u52a0\u3001\u63a8\u8ad6\u9045\u5ef6\u3001\u30a8\u30e9\u30fc\u7387\u3001\u8cbb\u7528\u306e\u4e0a\u6607\u3092\u7d99\u7d9a\u76e3\u8996\u3057\u307e\u3059\u3002\u5b66\u5e74\u3084\u6559\u6750\u3001\u8a66\u9a13\u5236\u5ea6\u304c\u5909\u308f\u308b\u3068\u3001\u4ee5\u524d\u306f\u6709\u52b9\u3060\u3063\u305f\u7279\u5fb4\u91cf\u304c\u4f7f\u3048\u306a\u304f\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u518d\u5b66\u7fd2\u306e\u983b\u5ea6\u3001\u627f\u8a8d\u8005\u3001\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3001\u516c\u958b\u624b\u9806\u3001\u969c\u5bb3\u6642\u306e\u9023\u7d61\u5148\u3092\u3042\u3089\u304b\u3058\u3081\u6c7a\u3081\u3066\u304a\u304f\u3068\u3001\u62c5\u5f53\u8005\u304c\u5909\u308f\u3063\u3066\u3082\u904b\u7528\u304c\u6b62\u307e\u308a\u306b\u304f\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 id=\"cost-and-period\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u306e\u8cbb\u7528\u76f8\u5834\u3068\u958b\u767a\u671f\u9593<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-794e3cfa wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis: 100%;\">\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"480\" data-attachment-id=\"4334\" data-permalink=\"https:\/\/www.ripla.co.jp\/blog\/2e7c9-2096426\/\" data-orig-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/03\/2e7c9-2096426.jpg\" data-orig-size=\"660,495\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;,&quot;alt&quot;:&quot;&quot;}\" data-image-title=\"2e7c9-2096426\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/03\/2e7c9-2096426.jpg\" class=\"wp-image-4334\" style=\"width: 640px;\" src=\"https:\/\/blog.ripla.co.jp\/wp-content\/uploads\/2025\/05\/2e7c9-2096426.jpg\" alt=\"\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u306e\u8cbb\u7528\u3068\u958b\u767a\u671f\u9593\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u306e\u8cbb\u7528\u306f\u3001\u30e2\u30c7\u30eb\u306e\u6570\u3001\u30c7\u30fc\u30bf\u306e\u6574\u5099\u72b6\u6cc1\u3001\u9023\u643a\u30b7\u30b9\u30c6\u30e0\u6570\u3001GPU\u306e\u5229\u7528\u91cf\u3001\u9589\u57df\u63a5\u7d9a\u3001\u753b\u9762\u958b\u767a\u3001\u76e3\u8996\u30fb\u4fdd\u5b88\u306e\u7bc4\u56f2\u3067\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002\u56fd\u5185\u306e\u53d7\u8a17\u958b\u767a\u306b\u306f\u7d71\u4e00\u3055\u308c\u305f\u516c\u958b\u4fa1\u683c\u304c\u307b\u307c\u306a\u3044\u305f\u3081\u3001\u6b21\u306e\u91d1\u984d\u306f\u6559\u80b2\u5411\u3051AI\u30a2\u30d7\u30ea\u3001\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u3001MLOps\u5c0e\u5165\u306e\u985e\u4f3c\u6848\u4ef6\u304b\u3089\u4f5c\u6210\u3057\u305f\u4e88\u7b97\u53d6\u308a\u7528\u306e\u63a8\u5b9a\u5024\u3067\u3059\u3002\u6b63\u5f0f\u306a\u898b\u7a4d\u3082\u308a\u306f\u3001\u30c7\u30fc\u30bf\u68da\u5378\u3057\u3068\u8981\u4ef6\u5b9a\u7fa9\u306e\u5f8c\u306b\u4f5c\u308a\u76f4\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\"><p class=\"wp-block-paragraph\">\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1a<a href=\"https:\/\/www.ripla.co.jp\/blog\/system\/machine-learning-platform-cost\/\">\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u958b\u767a\u306e\u898b\u7a4d\u76f8\u5834\u3084\u8cbb\u7528\/\u30b3\u30b9\u30c8\/\u5024\u6bb5\u306b\u3064\u3044\u3066<\/a><\/p>\n\n\n<h3 id=\"development-cost-range\" class=\"wp-block-heading\"><strong><strong><strong>\u30d5\u30a7\u30fc\u30ba\u5225\u306e\u521d\u671f\u8cbb\u7528\u3068\u671f\u9593<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u8abf\u67fb\u30fb\u30c7\u30fc\u30bf\u68da\u5378\u3057\u30fb\u5c0f\u898f\u6a21PoC\u306f\u30011\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3067300\u4e07\u301c800\u4e07\u5186\u7a0b\u5ea6\u3001\u671f\u9593\u306f1\u301c3\u304b\u6708\u304c\u76ee\u5b89\u3067\u3059\u3002\u30c7\u30fc\u30bf\u9023\u643a\u30011\u301c2\u30e2\u30c7\u30eb\u3001\u7c21\u6613API\u3001\u76e3\u8996\u306e\u521d\u7248\u3092\u542b\u3080MVP\u3084\u30d1\u30a4\u30ed\u30c3\u30c8\u306f\u3001800\u4e07\u301c2,000\u4e07\u5186\u7a0b\u5ea6\u30013\u301c6\u304b\u6708\u304c\u76ee\u5b89\u3067\u3059\u3002\u8907\u6570\u30e2\u30c7\u30eb\u3001\u30e2\u30c7\u30eb\u30ec\u30b8\u30b9\u30c8\u30ea\u3001CI\/CD\u3001\u6a29\u9650\u30fb\u76e3\u67fb\u3001\u696d\u52d9\u753b\u9762\u307e\u3067\u542b\u3080\u672c\u756a\u57fa\u76e4\u306f\u30012,000\u4e07\u301c5,000\u4e07\u5186\u7a0b\u5ea6\u30016\u301c12\u304b\u6708\u3092\u898b\u8fbc\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8907\u6570\u6821\u3084\u5927\u898f\u6a21\u7d44\u7e54\u3092\u6a2a\u65ad\u3057\u3001\u9589\u57df\u63a5\u7d9a\u3001\u5197\u9577\u5316\u3001\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u306e\u79fb\u884c\u300124\u6642\u9593\u904b\u7528\u307e\u3067\u542b\u3081\u308b\u5834\u5408\u306f\u30015,000\u4e07\u5186\u301c1.5\u5104\u5186\u8d85\u3001\u671f\u9593\u306f12\u301c18\u304b\u6708\u4ee5\u4e0a\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306f\u3059\u3079\u3066\u63a8\u5b9a\u30ec\u30f3\u30b8\u3067\u3042\u308a\u3001\u7d19\u30c7\u30fc\u30bf\u306e\u96fb\u5b50\u5316\u3084\u8907\u96d1\u306a\u540d\u5bc4\u305b\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u30e2\u30c7\u30eb\u958b\u767a\u3088\u308a\u30c7\u30fc\u30bf\u6574\u5099\u306e\u8cbb\u7528\u304c\u5927\u304d\u304f\u306a\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\uff08\u51fa\u5178: \u56fd\u5185\u516c\u958b\u6848\u4ef6\u306e\u985e\u4f3c\u4fa1\u683c\u5e2f\u3068\u30af\u30e9\u30a6\u30c9\u5404\u793e\u306e\u516c\u5f0f\u6599\u91d1\u8868\u30012026\u5e748\u6708\u78ba\u8a8d\uff09\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\">\n<h3 id=\"running-cost\" class=\"wp-block-heading\"><strong><strong><strong>\u30af\u30e9\u30a6\u30c9\u30fbGPU\u30fb\u4fdd\u5b88\u306e\u30e9\u30f3\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u904b\u7528\u8cbb\u306f\u3001\u5c0f\u898f\u6a21\u306a\u30af\u30e9\u30a6\u30c9\u69cb\u6210\u3067\u670850\u4e07\u301c300\u4e07\u5186\u7a0b\u5ea6\u304c\u4e00\u3064\u306e\u76ee\u5b89\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u3053\u308c\u306f\u958b\u767a\u4fdd\u5b88\u3092\u542b\u3080\u5834\u5408\u304c\u3042\u308a\u3001\u5b9f\u969b\u306b\u306f\u30c7\u30fc\u30bf\u4fdd\u7ba1\u91cf\u3001\u63a8\u8ad6\u56de\u6570\u3001GPU\u306e\u7a3c\u50cd\u6642\u9593\u3001\u76e3\u8996\u3001\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u8ee2\u9001\u3001\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u3067\u5909\u308f\u308a\u307e\u3059\u3002GPU\u3092\u5e38\u6642\u8d77\u52d5\u3059\u308b\u5b66\u7fd2\u74b0\u5883\u3068\u3001\u5fc5\u8981\u306a\u6642\u3060\u3051\u8d77\u52d5\u3059\u308b\u74b0\u5883\u3067\u306f\u3001\u540c\u3058\u30e2\u30c7\u30eb\u3067\u3082\u6708\u984d\u8cbb\u7528\u304c\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u516c\u5f0f\u6599\u91d1\u60c5\u5831\u3067\u3082\u3001\u6a5f\u68b0\u5b66\u7fd2\u30b5\u30fc\u30d3\u30b9\u306e\u5229\u7528\u6599\u3060\u3051\u3067\u306a\u304f\u3001\u4eee\u60f3\u30de\u30b7\u30f3\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u9375\u7ba1\u7406\u3001\u30b3\u30f3\u30c6\u30ca\u30ec\u30b8\u30b9\u30c8\u30ea\u3001\u30ed\u30b0\u30fb\u76e3\u8996\u306a\u3069\u306e\u6599\u91d1\u304c\u5225\u306b\u767a\u751f\u3059\u308b\u69cb\u6210\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\uff08\u51fa\u5178: \u4e3b\u8981\u30af\u30e9\u30a6\u30c9\u4e8b\u696d\u8005\u306e\u6a5f\u68b0\u5b66\u7fd2\u30b5\u30fc\u30d3\u30b9\u516c\u5f0f\u6599\u91d1\u60c5\u5831\u30012026\u5e748\u6708\u78ba\u8a8d\uff09\u3002\u8cbb\u7528\u3092\u6291\u3048\u308b\u306b\u306f\u3001GPU\u3092\u5b66\u7fd2\u6642\u3060\u3051\u8d77\u52d5\u3059\u308b\u3001\u63a8\u8ad6\u3092\u30d0\u30c3\u30c1\u51e6\u7406\u306b\u3059\u308b\u3001\u30ed\u30b0\u306e\u4fdd\u5b58\u671f\u9593\u3092\u5b9a\u3081\u308b\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3092\u8a2d\u5b9a\u3059\u308b\u3001\u4e88\u7d04\u3084\u5272\u5f15\u5236\u5ea6\u3092\u5229\u7528\u3059\u308b\u306a\u3069\u306e\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u898b\u7a4d\u66f8\u3067\u306f\u3001\u8981\u4ef6\u5b9a\u7fa9\u3001\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u30fbOCR\u3001\u30af\u30e9\u30a6\u30c9\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30e2\u30c7\u30eb\u958b\u767a\u3001\u30a2\u30d7\u30ea\u30fbAPI\u3001MLOps\u30fb\u76e3\u8996\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5be9\u67fb\u3001\u79fb\u884c\u30fb\u7814\u4fee\u3001\u4fdd\u5b88\u904b\u7528\u3092\u5206\u3051\u3066\u8a18\u8f09\u3057\u3066\u3082\u3089\u3044\u307e\u3059\u3002\u521d\u671f\u958b\u767a\u8cbb\u3060\u3051\u3067\u6bd4\u8f03\u3059\u308b\u3068\u3001\u7a3c\u50cd\u5f8c\u306b\u5fc5\u8981\u306a\u76e3\u8996\u3084\u518d\u5b66\u7fd2\u306e\u8cbb\u7528\u304c\u898b\u3048\u305a\u3001\u4e88\u7b97\u8d85\u904e\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 id=\"security-and-governance\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u6cd5\u52d9\u30fb\u30ac\u30d0\u30ca\u30f3\u30b9<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-794e3cfa wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis: 100%;\">\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"480\" data-attachment-id=\"4380\" data-permalink=\"https:\/\/www.ripla.co.jp\/blog\/24072245-1\/\" data-orig-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/03\/24072245-1.jpg\" data-orig-size=\"1600,1200\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;,&quot;alt&quot;:&quot;&quot;}\" data-image-title=\"24072245 (1)\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/03\/24072245-1-1024x768.jpg\" class=\"wp-image-4380\" style=\"width: 640px;\" src=\"https:\/\/blog.ripla.co.jp\/wp-content\/uploads\/2025\/05\/24072245-1.jpg\" alt=\"\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30ac\u30d0\u30ca\u30f3\u30b9\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p 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class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\">\n<h3 id=\"education-security\" class=\"wp-block-heading\"><strong><strong><strong>\u6559\u80b2\u30c7\u30fc\u30bf\u3092\u5b88\u308b\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3068\u76e3\u67fb<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u90e8\u79d1\u5b66\u7701\u306e\u300c\u6559\u80b2\u60c5\u5831\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30dd\u30ea\u30b7\u30fc\u306b\u95a2\u3059\u308b\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\uff08\u4ee4\u548c7\u5e743\u6708\uff09\u300d\u3067\u306f\u3001\u6559\u80b2\u73fe\u5834\u306e\u60c5\u5831\u8cc7\u7523\u3092\u5b88\u308b\u305f\u3081\u306e\u30dd\u30ea\u30b7\u30fc\u3084\u904b\u7528\u306e\u8003\u3048\u65b9\u304c\u6574\u7406\u3055\u308c\u3066\u3044\u307e\u3059\uff08\u51fa\u5178: \u6587\u90e8\u79d1\u5b66\u7701\u30012025\u5e74\uff09\u3002\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u3067\u306f\u3001\u7ba1\u7406\u8005\u3001\u30c7\u30fc\u30bf\u5206\u6790\u62c5\u5f53\u3001\u8b1b\u5e2b\u3001\u59d4\u8a17\u5148\u306a\u3069\u306e\u5f79\u5272\u306b\u5fdc\u3058\u3066\u3001\u898b\u3089\u308c\u308b\u30c7\u30fc\u30bf\u3068\u5b9f\u884c\u3067\u304d\u308b\u64cd\u4f5c\u3092\u5206\u3051\u307e\u3059\u3002\u500b\u4eba\u3092\u8b58\u5225\u3067\u304d\u308b\u60c5\u5831\u3068\u5206\u6790\u7528\u306eID\u3092\u5206\u96e2\u3057\u3001\u5fc5\u8981\u306a\u62c5\u5f53\u8005\u3060\u3051\u304c\u5bfe\u5fdc\u8868\u3078\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u69cb\u9020\u306b\u3059\u308b\u3068\u3001\u6f0f\u3048\u3044\u6642\u306e\u5f71\u97ff\u3092\u6291\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u76e3\u67fb\u30ed\u30b0\u306b\u306f\u3001\u8ab0\u304c\u3069\u306e\u30c7\u30fc\u30bf\u3078\u30a2\u30af\u30bb\u30b9\u3057\u305f\u304b\u3001\u3069\u306e\u30e2\u30c7\u30eb\u3092\u627f\u8a8d\u30fb\u516c\u958b\u3057\u305f\u304b\u3001\u3069\u306e\u4e88\u6e2c\u7d50\u679c\u3092\u4fee\u6b63\u3057\u305f\u304b\u3092\u6b8b\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u6301\u3061\u51fa\u3057\u3092\u9632\u3050\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5236\u5fa1\u3001\u4fdd\u5b58\u6642\u3068\u901a\u4fe1\u6642\u306e\u6697\u53f7\u5316\u3001\u591a\u8981\u7d20\u8a8d\u8a3c\u3001\u79d8\u5bc6\u60c5\u5831\u306e\u5b89\u5168\u306a\u4fdd\u7ba1\u3001\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u306e\u5fa9\u5143\u30c6\u30b9\u30c8\u3082\u78ba\u8a8d\u3057\u307e\u3059\u3002\u4ed5\u69d8\u66f8\u306b\u306f\u300c\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u300d\u3068\u3060\u3051\u66f8\u304b\u305a\u3001\u5bfe\u8c61\u7bc4\u56f2\u3001\u30ed\u30b0\u4fdd\u5b58\u671f\u9593\u3001\u76e3\u8996\u8005\u3001\u30a2\u30e9\u30fc\u30c8\u901a\u77e5\u5148\u3001\u969c\u5bb3\u6642\u306e\u5fa9\u65e7\u76ee\u6a19\u307e\u3067\u8a18\u8f09\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\">\n<h3 id=\"ai-governance\" class=\"wp-block-heading\"><strong><strong><strong>\u8aac\u660e\u53ef\u80fd\u6027\u3068\u4eba\u306b\u3088\u308b\u6700\u7d42\u5224\u65ad<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u306e\u4e88\u6e2c\u306f\u3001\u30c7\u30fc\u30bf\u306e\u504f\u308a\u3084\u74b0\u5883\u306e\u5909\u5316\u306b\u3088\u3063\u3066\u8aa4\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u6559\u80b2\u8a55\u4fa1\u3001\u9032\u7d1a\u3001\u652f\u63f4\u5bfe\u8c61\u306e\u5224\u5b9a\u306a\u3069\u3001\u672c\u4eba\u3078\u306e\u5f71\u97ff\u304c\u5927\u304d\u3044\u9818\u57df\u3067\u306f\u3001\u4e88\u6e2c\u3092\u552f\u4e00\u306e\u6839\u62e0\u306b\u3057\u306a\u3044\u904b\u7528\u304c\u5fc5\u8981\u3067\u3059\u3002\u4e88\u6e2c\u306b\u4f7f\u3063\u305f\u4e3b\u306a\u7279\u5fb4\u91cf\u3001\u4fe1\u983c\u5ea6\u3001\u53c2\u7167\u6642\u70b9\u3001\u30e2\u30c7\u30eb\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u8b1b\u5e2b\u3084\u7ba1\u7406\u8005\u304c\u4fee\u6b63\u3067\u304d\u308b\u753b\u9762\u3092\u7528\u610f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2026\u5e743\u6708\u306b\u516c\u958b\u3055\u308c\u305fAI\u4e8b\u696d\u8005\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u7b2c1.2\u7248\u3067\u306f\u3001AI\u306e\u958b\u767a\u30fb\u63d0\u4f9b\u30fb\u5229\u7528\u306b\u95a2\u3059\u308b\u30ea\u30b9\u30af\u3092\u628a\u63e1\u3057\u3001\u95a2\u4fc2\u8005\u304c\u5f79\u5272\u306b\u5fdc\u3058\u3066\u9069\u5207\u306b\u5bfe\u5fdc\u3059\u308b\u8003\u3048\u65b9\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\uff08\u51fa\u5178: \u7d4c\u6e08\u7523\u696d\u7701\u30fb\u95a2\u4fc2\u6a5f\u95a2\u300cAI\u4e8b\u696d\u8005\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\uff08\u7b2c1.2\u7248\uff09\u300d\u30012026\u5e74\uff09\u3002\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u3092\u305d\u306e\u307e\u307e\u30b7\u30b9\u30c6\u30e0\u8981\u4ef6\u306b\u7f6e\u304d\u63db\u3048\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u81ea\u793e\u306e\u5229\u7528\u76ee\u7684\u3001\u30c7\u30fc\u30bf\u3001\u5f71\u97ff\u7bc4\u56f2\u3001\u82e6\u60c5\u5bfe\u5fdc\u3001\u8aac\u660e\u8cac\u4efb\u3078\u843d\u3068\u3057\u8fbc\u3080\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h2 id=\"vendor-selection\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u958b\u767a\u4f1a\u793e\/\u30d9\u30f3\u30c0\u30fc\u306e\u9078\u3073\u65b9<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-794e3cfa wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis: 100%;\">\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"480\" data-attachment-id=\"43\" data-permalink=\"https:\/\/www.ripla.co.jp\/blog\/22646334\/\" data-orig-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22646334.jpg\" data-orig-size=\"1600,1200\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;,&quot;alt&quot;:&quot;&quot;}\" data-image-title=\"22646334\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22646334-1024x768.jpg\" class=\"wp-image-43\" style=\"width: 640px;\" src=\"https:\/\/blog.ripla.co.jp\/wp-content\/uploads\/2025\/05\/22646334.jpg\" alt=\"\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u306e\u958b\u767a\u4f1a\u793e\u3068\u30d9\u30f3\u30c0\u30fc\u306e\u9078\u3073\u65b9\" srcset=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22646334.jpg 1600w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22646334-300x225.jpg 300w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22646334-1024x768.jpg 1024w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22646334-768x576.jpg 768w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22646334-1536x1152.jpg 1536w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u306e\u767a\u6ce8\u5148\u306f\u3001\u30e2\u30c7\u30eb\u3092\u4f5c\u308c\u308b\u304b\u3060\u3051\u3067\u306a\u304f\u3001\u30c7\u30fc\u30bf\u6574\u5099\u3001\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u9023\u643a\u3001MLOps\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u696d\u52d9\u5b9a\u7740\u3001\u904b\u7528\u4fdd\u5b88\u307e\u3067\u78ba\u8a8d\u3057\u3066\u9078\u3073\u307e\u3059\u3002\u5b9f\u884c\u57fa\u76e4\u3092\u63d0\u4f9b\u3059\u308b\u4e8b\u696d\u8005\u3068\u3001\u8981\u4ef6\u5b9a\u7fa9\u304b\u3089\u696d\u52d9\u30a2\u30d7\u30ea\u307e\u3067\u69cb\u7bc9\u3059\u308b\u53d7\u8a17\u4f1a\u793e\u3067\u306f\u5f97\u610f\u7bc4\u56f2\u304c\u7570\u306a\u308b\u305f\u3081\u3001\u5fc5\u8981\u306a\u5f79\u5272\u3092\u5206\u3051\u3066\u6bd4\u8f03\u3059\u308b\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\">\n<h3 id=\"scope-and-track-record\" class=\"wp-block-heading\"><strong><strong><strong>\u5bfe\u5fdc\u7bc4\u56f2\u3068\u985e\u4f3c\u6848\u4ef6\u306e\u5b9f\u7e3e<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u63d0\u6848\u3092\u53d7\u3051\u308b\u969b\u306f\u3001\u30c7\u30fc\u30bf\u9023\u643a\u3001\u524d\u51e6\u7406\u3001\u7279\u5fb4\u91cf\u7ba1\u7406\u3001\u30e2\u30c7\u30eb\u958b\u767a\u3001\u8a55\u4fa1\u3001API\u3001\u76e3\u8996\u3001\u518d\u5b66\u7fd2\u3001\u904b\u7528\u5f15\u304d\u7d99\u304e\u306e\u3069\u3053\u307e\u3067\u5bfe\u5fdc\u3059\u308b\u304b\u3092\u4e00\u89a7\u3067\u78ba\u8a8d\u3057\u307e\u3059\u3002\u300cAI\u958b\u767a\u304c\u5f97\u610f\u300d\u3068\u3044\u3046\u8aac\u660e\u3060\u3051\u3067\u306a\u304f\u3001\u30c7\u30fc\u30bf\u304cCSV\u4e2d\u5fc3\u3060\u3063\u305f\u6848\u4ef6\u3001\u8907\u6570\u62e0\u70b9\u3092\u7d71\u5408\u3057\u305f\u6848\u4ef6\u3001\u500b\u4eba\u60c5\u5831\u3084\u9589\u57df\u63a5\u7d9a\u3092\u6271\u3063\u305f\u6848\u4ef6\u306a\u3069\u3001\u81ea\u793e\u306b\u8fd1\u3044\u72b6\u6cc1\u306e\u7d4c\u9a13\u3092\u5c0b\u306d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u7e3e\u3092\u898b\u308b\u3068\u304d\u306f\u3001\u5c0e\u5165\u4ef6\u6570\u3084\u30e2\u30c7\u30eb\u306e\u7a2e\u985e\u3060\u3051\u3067\u306a\u304f\u3001\u5c0e\u5165\u5f8c\u306b\u3069\u306e\u3088\u3046\u306aKPI\u3092\u6539\u5584\u3057\u305f\u304b\u3001\u4f55\u5e74\u904b\u7528\u3055\u308c\u3066\u3044\u308b\u304b\u3001\u969c\u5bb3\u6642\u306e\u4f53\u5236\u304c\u3042\u308b\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u53ef\u80fd\u3067\u3042\u308c\u3070\u3001\u533f\u540d\u5316\u3055\u308c\u305f\u753b\u9762\u3084\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3001\u8a55\u4fa1\u30ec\u30dd\u30fc\u30c8\u3001\u904b\u7528\u624b\u9806\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u898b\u305b\u3066\u3082\u3089\u3044\u307e\u3059\u3002\u6559\u80b2\u9818\u57df\u3067\u306f\u3001\u73fe\u5834\u306e\u8b1b\u5e2b\u3084\u7ba1\u7406\u8005\u3068\u8981\u4ef6\u3092\u8a70\u3081\u305f\u7d4c\u9a13\u304c\u3042\u308b\u304b\u3082\u91cd\u8981\u306a\u5224\u65ad\u6750\u6599\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\">\n<h3 id=\"proposal-checkpoints\" class=\"wp-block-heading\"><strong><strong><strong>\u63d0\u6848\u30fb\u898b\u7a4d\u3082\u308a\u3067\u78ba\u8a8d\u3059\u308b\u9805\u76ee<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">RFP\u306b\u306f\u3001\u5bfe\u8c61\u696d\u52d9\u3001\u30c7\u30fc\u30bf\u9805\u76ee\u3001\u9023\u643a\u65b9\u5f0f\u3001\u60f3\u5b9a\u30e6\u30fc\u30b6\u30fc\u6570\u3001\u30e2\u30c7\u30eb\u306e\u66f4\u65b0\u983b\u5ea6\u3001\u76ee\u6a19KPI\u3001\u8a31\u5bb9\u3059\u308b\u8aa4\u5224\u5b9a\u3001\u5fdc\u7b54\u6642\u9593\u3001\u4fdd\u5b58\u5730\u57df\u3001\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3001\u76e3\u67fb\u30ed\u30b0\u3001SLA\u3001\u8cbb\u7528\u4e0a\u9650\u3001\u6210\u679c\u7269\u306e\u6240\u6709\u6a29\u3001\u5951\u7d04\u7d42\u4e86\u6642\u306e\u30c7\u30fc\u30bf\u8fd4\u5374\u3092\u8a18\u8f09\u3057\u307e\u3059\u3002\u3053\u3053\u307e\u3067\u66f8\u3051\u306a\u3044\u5834\u5408\u306f\u3001\u307e\u305a\u6709\u511f\u306e\u8981\u4ef6\u6574\u7406\u3084\u30c7\u30fc\u30bf\u68da\u5378\u3057\u3092\u4f9d\u983c\u3057\u3001\u524d\u63d0\u3092\u63c3\u3048\u3066\u304b\u3089\u672c\u958b\u767a\u3092\u767a\u6ce8\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u63d0\u6848\u66f8\u3067\u306f\u3001\u6a19\u6e96\u6a5f\u80fd\u3067\u5bfe\u5fdc\u3059\u308b\u7bc4\u56f2\u3001\u8ffd\u52a0\u958b\u767a\u304c\u5fc5\u8981\u306a\u7bc4\u56f2\u3001\u5229\u7528\u3059\u308bOSS\u3084\u5916\u90e8\u30b5\u30fc\u30d3\u30b9\u3001\u5c06\u6765\u306e\u4e57\u308a\u63db\u3048\u65b9\u6cd5\u3092\u5206\u3051\u3066\u8aac\u660e\u3057\u3066\u3082\u3089\u3044\u307e\u3059\u3002\u6708\u984d\u306e\u30af\u30e9\u30a6\u30c9\u8cbb\u7528\u3092\u8ab0\u304c\u76e3\u8996\u3059\u308b\u304b\u3001GPU\u304c\u6b62\u307e\u3089\u306a\u3044\u5834\u5408\u306b\u3069\u3046\u901a\u77e5\u3059\u308b\u304b\u3001\u518d\u5b66\u7fd2\u306e\u627f\u8a8d\u8005\u306f\u8ab0\u304b\u3082\u78ba\u8a8d\u3057\u307e\u3059\u3002\u8907\u6570\u793e\u3092\u6bd4\u8f03\u3059\u308b\u5834\u5408\u306f\u3001\u4fa1\u683c\u3060\u3051\u3067\u306a\u304f\u3001\u5b9f\u88c5\u7bc4\u56f2\u3001\u904b\u7528\u8ca0\u62c5\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u62e1\u5f35\u6027\u3092\u540c\u3058\u6761\u4ef6\u3067\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n\n\n<p class=\"wp-block-paragraph\">\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1a<a href=\"https:\/\/www.ripla.co.jp\/blog\/system\/machine-learning-platform-companies\/\">\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u958b\u767a\u3067\u304a\u3059\u3059\u3081\u306e\u958b\u767a\u4f1a\u793e\/\u30d9\u30f3\u30c0\u30fc6\u9078\u3068\u9078\u3073\u65b9<\/a><\/p>\n\n<p class=\"wp-block-paragraph\">\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1a<a href=\"https:\/\/www.ripla.co.jp\/blog\/system\/machine-learning-platform-outsourcing\/\">\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u958b\u767a\u306e\u767a\u6ce8\/\u5916\u6ce8\/\u4f9d\u983c\/\u59d4\u8a17\u65b9\u6cd5\u306b\u3064\u3044\u3066<\/a><\/p>\n\n\n<h2 id=\"faq\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u3088\u304f\u3042\u308b\u8cea\u554f<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-794e3cfa wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis: 100%;\">\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"480\" data-attachment-id=\"65\" data-permalink=\"https:\/\/www.ripla.co.jp\/blog\/24511883-1\/\" data-orig-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/24511883-1.jpg\" data-orig-size=\"1600,1200\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;,&quot;alt&quot;:&quot;&quot;}\" data-image-title=\"24511883 (1)\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/24511883-1-1024x768.jpg\" class=\"wp-image-65\" style=\"width: 640px;\" src=\"https:\/\/members888d2e1ba8.wordpress.com\/wp-content\/uploads\/2025\/05\/24511883-1.jpg\" alt=\"\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u8cea\u554f\" srcset=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/24511883-1.jpg 1600w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/24511883-1-300x225.jpg 300w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/24511883-1-1024x768.jpg 1024w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/24511883-1-768x576.jpg 768w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/24511883-1-1536x1152.jpg 1536w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u3067\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u3092\u691c\u8a0e\u3059\u308b\u3068\u304d\u306b\u7279\u306b\u591a\u3044\u7591\u554f\u3078\u56de\u7b54\u3057\u307e\u3059\u3002\u81ea\u793e\u306e\u30c7\u30fc\u30bf\u91cf\u3084\u5229\u7528\u76ee\u7684\u306b\u3088\u3063\u3066\u6700\u9069\u89e3\u306f\u5909\u308f\u308b\u305f\u3081\u3001\u8cea\u554f\u3078\u306e\u56de\u7b54\u3092\u305d\u306e\u307e\u307e\u88fd\u54c1\u9078\u3073\u306b\u305b\u305a\u3001\u8981\u4ef6\u5b9a\u7fa9\u306e\u78ba\u8a8d\u9805\u76ee\u3068\u3057\u3066\u5229\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\">\n<h3 id=\"faq-start\" class=\"wp-block-heading\"><strong><strong><strong>\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u306f\u5c0f\u898f\u6a21\u306a\u4f1a\u793e\u3067\u3082\u5fc5\u8981\u3067\u3059\u304b\uff1f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u5fc5\u8981\u3067\u3059\u304c\u3001\u6700\u521d\u304b\u3089\u5927\u898f\u6a21\u306a\u5171\u901a\u57fa\u76e4\u3092\u69cb\u7bc9\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5229\u7528\u983b\u5ea6\u304c\u4f4e\u304f\u3001\u30e2\u30c7\u30eb\u6570\u304c\u5c11\u306a\u3044\u5834\u5408\u306f\u3001\u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9\u3084\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u5206\u6790\u74b0\u5883\u3092\u4f7f\u3044\u3001\u30c7\u30fc\u30bf\u306e\u7248\u7ba1\u7406\u3001\u8a55\u4fa1\u8a18\u9332\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u7c21\u5358\u306a\u76e3\u8996\u304b\u3089\u59cb\u3081\u308b\u65b9\u6cd5\u304c\u73fe\u5b9f\u7684\u3067\u3059\u3002\u5c06\u6765\u306e\u518d\u5229\u7528\u3092\u8003\u3048\u3001\u30c7\u30fc\u30bf\u9805\u76ee\u3068\u30e2\u30c7\u30eb\u306e\u7ba1\u7406\u65b9\u6cd5\u3060\u3051\u306f\u521d\u671f\u6bb5\u968e\u304b\u3089\u6a19\u6e96\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\">\n<h3 id=\"faq-cloud-or-onpremise\" class=\"wp-block-heading\"><strong><strong><strong>\u30af\u30e9\u30a6\u30c9\u3068\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u306f\u3069\u3061\u3089\u304c\u826f\u3044\u3067\u3059\u304b\uff1f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u77ed\u671f\u9593\u306ePoC\u3001\u5229\u7528\u91cf\u306e\u5909\u52d5\u3001GPU\u3092\u5fc5\u8981\u306a\u6642\u3060\u3051\u4f7f\u3044\u305f\u3044\u5834\u5408\u306f\u30af\u30e9\u30a6\u30c9\u304c\u5411\u3044\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u3092\u5916\u90e8\u3078\u51fa\u3057\u306b\u304f\u3044\u3001\u9589\u57df\u63a5\u7d9a\u304c\u5fc5\u9808\u3001\u65e2\u5b58\u8a2d\u5099\u3092\u6d3b\u7528\u3057\u305f\u3044\u5834\u5408\u306f\u5c02\u7528\u74b0\u5883\u3084\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u304c\u5019\u88dc\u306b\u306a\u308a\u307e\u3059\u3002\u5b9f\u969b\u306b\u306f\u3001\u8b58\u5225\u60c5\u5831\u3092\u5206\u96e2\u3057\u3066\u30af\u30e9\u30a6\u30c9\u3067\u5b66\u7fd2\u3057\u3001\u6a5f\u5bc6\u6027\u306e\u9ad8\u3044\u51e6\u7406\u3092\u5c02\u7528\u74b0\u5883\u306b\u7f6e\u304f\u306a\u3069\u3001\u8981\u4ef6\u306b\u5fdc\u3058\u305f\u7d44\u307f\u5408\u308f\u305b\u3092\u691c\u8a0e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\">\n<h3 id=\"faq-poc-period\" class=\"wp-block-heading\"><strong><strong><strong>PoC\u304b\u3089\u672c\u756a\u5316\u307e\u3067\u306b\u3069\u306e\u304f\u3089\u3044\u304b\u304b\u308a\u307e\u3059\u304b\uff1f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0f\u898f\u6a21\u306aPoC\u306f1\u301c3\u304b\u6708\u3001\u30c7\u30fc\u30bf\u9023\u643a\u3068\u7c21\u6613API\u3092\u542b\u3080\u30d1\u30a4\u30ed\u30c3\u30c8\u306f3\u301c6\u304b\u6708\u3001\u672c\u756a\u57fa\u76e4\u306f6\u301c12\u304b\u6708\u304c\u4e00\u3064\u306e\u76ee\u5b89\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u7d19\u30fbPDF\u306e\u96fb\u5b50\u5316\u3001\u8907\u6570\u30b7\u30b9\u30c6\u30e0\u306e\u540d\u5bc4\u305b\u3001\u500b\u4eba\u60c5\u5831\u306e\u5be9\u67fb\u3001\u9589\u57df\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u69cb\u7bc9\u304c\u3042\u308b\u5834\u5408\u306f\u5ef6\u3073\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3060\u3051\u3067\u306a\u304f\u3001\u73fe\u5834\u3067\u4f7f\u3048\u308b\u3053\u3068\u3068\u904b\u7528\u4f53\u5236\u304c\u78ba\u8a8d\u3067\u304d\u305f\u6bb5\u968e\u3067\u672c\u756a\u5316\u3092\u5224\u65ad\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\">\n<h3 id=\"faq-accuracy\" class=\"wp-block-heading\"><strong><strong><strong>\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u3067\u306f\u7cbe\u5ea6\u3092\u4f55\uff05\u306b\u3059\u308c\u3070\u6210\u529f\u3067\u3059\u304b\uff1f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u5f8b\u306e\u57fa\u6e96\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u898b\u9003\u3057\u3092\u6e1b\u3089\u3057\u305f\u3044\u306e\u304b\u3001\u78ba\u8a8d\u4f5c\u696d\u3092\u6e1b\u3089\u3057\u305f\u3044\u306e\u304b\u3001\u8aa4\u5224\u5b9a\u306e\u5f71\u97ff\u3092\u6291\u3048\u305f\u3044\u306e\u304b\u3067\u3001\u9069\u5207\u306a\u6307\u6a19\u3068\u8a31\u5bb9\u5024\u304c\u5909\u308f\u308a\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u8b1b\u5e2b\u306e\u78ba\u8a8d\u5bfe\u8c61\u3092\u7d5e\u308b\u7528\u9014\u306a\u3089\u3001\u4e88\u6e2c\u306e\u6b63\u3057\u3055\u3060\u3051\u3067\u306a\u304f\u3001\u78ba\u8a8d\u6642\u9593\u3001\u5229\u7528\u7387\u3001\u4f4e\u4fe1\u983c\u5ea6\u306e\u5272\u5408\u3001\u8aa4\u5224\u5b9a\u3092\u4fee\u6b63\u3067\u304d\u308b\u5272\u5408\u3092\u5408\u308f\u305b\u3066\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 id=\"summary\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u307e\u3068\u3081<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-794e3cfa wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis: 100%;\">\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"480\" data-attachment-id=\"46\" data-permalink=\"https:\/\/www.ripla.co.jp\/blog\/2492359\/\" data-orig-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2492359.jpg\" data-orig-size=\"1600,1200\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;,&quot;alt&quot;:&quot;&quot;}\" data-image-title=\"2492359\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2492359-1024x768.jpg\" class=\"wp-image-46\" style=\"width: 640px;\" src=\"https:\/\/blog.ripla.co.jp\/wp-content\/uploads\/2025\/05\/2492359.jpg\" alt=\"\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u306e\u307e\u3068\u3081\" srcset=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2492359.jpg 1600w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2492359-300x225.jpg 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