{"id":5734,"date":"2022-09-01T07:14:51","date_gmt":"2022-09-01T15:14:51","guid":{"rendered":"https:\/\/www.gudusoft.com\/?p=5734"},"modified":"2022-09-17T13:59:12","modified_gmt":"2022-09-17T21:59:12","slug":"best-data-mining-tools-software","status":"publish","type":"post","link":"https:\/\/www.gudusoft.com\/jp\/%e6%9c%80%e9%ab%98%e3%81%ae%e3%83%87%e3%83%bc%e3%82%bf-%e3%83%9e%e3%82%a4%e3%83%8b%e3%83%b3%e3%82%b0-%e3%83%84%e3%83%bc%e3%83%ab-%e3%82%bd%e3%83%95%e3%83%88%e3%82%a6%e3%82%a7%e3%82%a2\/","title":{"rendered":"21 \u30d9\u30b9\u30c8 \u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb\u3068\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2 2022 | Gudu SQLFlow"},"content":{"rendered":"<div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;border-width: 0px 0px 0px 0px;border-color:#e8eaf0;border-style:solid;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start\" style=\"max-width:1310.4px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-text fusion-text-1\" style=\"line-height:26px;\"><h2>2022 \u5e74\u306e\u30d9\u30b9\u30c8 \u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb\u3068\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2 21<\/h2>\n<p><a href=\"https:\/\/www.gudusoft.com\/jp\/%e3%83%87%e3%83%bc%e3%82%bf%e3%83%9e%e3%82%a4%e3%83%8b%e3%83%b3%e3%82%b0%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a6%e3%82%a7%e3%82%a2%e3%83%8f%e3%82%a6%e3%82%b8%e3%83%b3%e3%82%b0\/\"><strong>\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0<\/strong><\/a> \u30c7\u30fc\u30bf\u304b\u3089\u5b9f\u7528\u7684\u306a\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3001\u30c7\u30fc\u30bf\u3092\u89e3\u91c8\u3057\u3001\u30c7\u30fc\u30bf\u306e\u30d1\u30bf\u30fc\u30f3\u3068\u95a2\u4fc2\u3092\u767a\u898b\u3057\u3001\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u65b9\u6cd5\u3067\u50be\u5411\u3068\u884c\u52d5\u3092\u4e88\u6e2c\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u30c7\u30fc\u30bf \u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u4eba\u5de5\u77e5\u80fd\u3001 <strong><a href=\"https:\/\/www.gudusoft.com\/jp\/%e3%83%87%e3%83%bc%e3%82%bf%e5%88%86%e6%9e%90%e3%83%84%e3%83%bc%e3%83%ab%e3%81%ae%e9%81%b8%e3%81%b3%e6%96%b9\/\">\u30c7\u30fc\u30bf\u5206\u6790<\/a><\/strong>\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9 \u30b7\u30b9\u30c6\u30e0\u3001\u304a\u3088\u3073\u56de\u5e30\u3084\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306a\u3069\u306e\u7d71\u8a08\u624b\u6cd5\u3002\u660e\u3089\u304b\u306b\u3001\u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u304c\u5927\u304d\u304f\u8907\u96d1\u306b\u306a\u308c\u3070\u306a\u308b\u307b\u3069\u3001\u81ea\u52d5\u5206\u6790\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u3088\u308a\u95a2\u9023\u6027\u306e\u9ad8\u3044\u610f\u5473\u3092\u3059\u3070\u3084\u304f\u7c21\u5358\u306b\u898b\u3064\u3051\u308b\u3053\u3068\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002\u610f\u5473\u306e\u3042\u308b\u30c7\u30fc\u30bf\u3092\u7279\u5b9a\u3057\u3066\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u5341\u5206\u306a\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3044\u3001\u76ee\u6a19\u3092\u9054\u6210\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001 <strong>2022 \u5e74\u306e 21 \u306e\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb\u3068\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2<\/strong>.<\/p>\n<div id=\"attachment_5745\" style=\"width: 898px\" class=\"wp-caption aligncenter\"><img aria-describedby=\"caption-attachment-5745\" decoding=\"async\" class=\"size-full wp-image-5745\" src=\"https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools.png\" alt=\"\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb\" width=\"888\" height=\"489\" srcset=\"https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools-18x10.png 18w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools-200x110.png 200w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools-300x165.png 300w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools-400x220.png 400w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools-600x330.png 600w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools-768x423.png 768w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools-800x441.png 800w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools.png 888w\" sizes=\"(max-width: 888px) 100vw, 888px\" \/><p id=\"caption-attachment-5745\" class=\"wp-caption-text\">\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb<\/p><\/div>\n<p>\u8a18\u4e8b\u306b\u5165\u308b\u524d\u306b\u3001 <strong>\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u57fa\u672c\u30b9\u30c6\u30c3\u30d7<\/strong>.<\/p>\n<p>\u5e02\u5834\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3001\u30c8\u30ec\u30f3\u30c9\u5206\u6790\u3001\u4e0d\u6b63\u691c\u51fa\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9 \u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3001\u4fe1\u7528\u30ea\u30b9\u30af\u7ba1\u7406\u3001\u6559\u80b2\u3001\u8ca1\u52d9\u5206\u6790\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30b7\u30ca\u30ea\u30aa\u306b\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0\u3092\u9069\u7528\u3067\u304d\u307e\u3059\u3002\u5404\u7d44\u7e54\u306b\u3088\u3063\u3066\u4f7f\u7528\u3055\u308c\u308b\u65b9\u6cd5\u306f\u7570\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u4e00\u822c\u306b\u3001\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30d7\u30ed\u30bb\u30b9\u306f\u6b21\u306e 5 \u3064\u306e\u624b\u9806\u3067\u69cb\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n<ol>\n<li>\u78ba\u7acb\u3055\u308c\u305f\u76ee\u6a19\u306b\u57fa\u3065\u3044\u3066\u30d3\u30b8\u30cd\u30b9 \u30cb\u30fc\u30ba\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n<li>\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u3092\u7279\u5b9a\u3057\u3066\u3001\u5206\u6790\u304c\u5fc5\u8981\u306a\u30c7\u30fc\u30bf \u30dd\u30a4\u30f3\u30c8\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n<li>\u30e2\u30c7\u30ea\u30f3\u30b0\u624b\u6cd5\u3092\u9078\u629e\u3057\u3066\u9069\u7528\u3057\u307e\u3059\u3002<\/li>\n<li>\u30e2\u30c7\u30eb\u3092\u8a55\u4fa1\u3057\u3066\u3001\u6307\u5b9a\u3055\u308c\u305f\u76ee\u6a19\u3092\u6e80\u305f\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/li>\n<li>\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0\u306e\u7d50\u679c\u3092\u5831\u544a\u3059\u308b\u304b\u3001\u53cd\u5fa9\u53ef\u80fd\u306a\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30d7\u30ed\u30bb\u30b9\u3092\u7d9a\u884c\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n<h3>\u7d71\u8a08\u5206\u6790\u7528\u306e\u7d71\u5408\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb<\/h3>\n<h4>\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb \u2013 1.IBM SPSS<\/h4>\n<p>SPSS (\u793e\u4f1a\u79d1\u5b66\u7d71\u8a08\u30d1\u30c3\u30b1\u30fc\u30b8) \u306f\u3001\u73fe\u5728\u6700\u3082\u4eba\u6c17\u306e\u3042\u308b\u7d71\u8a08\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e 1 \u3064\u3067\u3059\u3002 2015\u5e74\u306b\u7d71\u8a08\u88fd\u54c1\u3068\u30b5\u30fc\u30d3\u30b9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u63d0\u4f9b\u3092\u958b\u59cb\u3057\u3066\u4ee5\u6765\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u3055\u307e\u3056\u307e\u306a\u9ad8\u5ea6\u306a\u6a5f\u80fd\u306f\u3001\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3001\u7d71\u8a08\u5206\u6790\uff08\u8a18\u8ff0\u56de\u5e30\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306a\u3069\u3092\u542b\u3080\uff09\u3001\u30c6\u30ad\u30b9\u30c8\u5206\u6790\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3068\u306e\u7d71\u5408\u306a\u3069\u306b\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059. . \u540c\u6642\u306b\u3001SPPS \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30e6\u30fc\u30b6\u30fc\u306f Python \u3068 R \u3092\u4f7f\u7528\u3057\u3066\u3055\u307e\u3056\u307e\u306a\u5c02\u9580\u7684\u306a\u62e1\u5f35\u6a5f\u80fd\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001SPSS \u69cb\u6587\u3092\u6539\u5584\u3067\u304d\u307e\u3059\u3002<\/p>\n<div id=\"attachment_5752\" style=\"width: 612px\" class=\"wp-caption aligncenter\"><img aria-describedby=\"caption-attachment-5752\" decoding=\"async\" class=\"size-full wp-image-5752\" src=\"https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools-2.png\" alt=\"\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb\" width=\"602\" height=\"304\" srcset=\"https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools-2-18x9.png 18w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools-2-200x101.png 200w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools-2-300x151.png 300w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools-2-400x202.png 400w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools-2-540x272.png 540w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools-2-600x303.png 600w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools-2.png 602w\" sizes=\"(max-width: 602px) 100vw, 602px\" \/><p id=\"caption-attachment-5752\" class=\"wp-caption-text\">\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb<\/p><\/div>\n<h4>\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb \u2013 2.R<\/h4>\n<p>R \u306f\u3001\u7d71\u8a08\u8a08\u7b97\u304a\u3088\u3073\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u74b0\u5883\u3067\u4f7f\u7528\u3067\u304d\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u3059\u3002 UNIX\u3001FreeBSD\u3001Linux\u3001macOS\u3001\u304a\u3088\u3073 Windows \u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0 \u30b7\u30b9\u30c6\u30e0\u3068\u4e92\u63db\u6027\u304c\u3042\u308a\u307e\u3059\u3002 R \u306f\u3001\u6642\u7cfb\u5217\u5206\u6790\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001\u7dda\u5f62\u304a\u3088\u3073\u975e\u7dda\u5f62\u30e2\u30c7\u30ea\u30f3\u30b0\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u7d71\u8a08\u5206\u6790\u30b7\u30ca\u30ea\u30aa\u3067\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002\u540c\u6642\u306b\u3001\u7121\u6599\u306e\u7d71\u8a08\u8a08\u7b97\u74b0\u5883\u3068\u3057\u3066\u3001\u4e00\u8cab\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u3001\u3055\u307e\u3056\u307e\u306a\u512a\u308c\u305f\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30d1\u30c3\u30b1\u30fc\u30b8\u3001\u30c7\u30fc\u30bf\u5206\u6790\u7528\u306e\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb \u30c4\u30fc\u30eb\u3001\u591a\u6570\u306e\u30df\u30c9\u30eb\u30a6\u30a7\u30a2 \u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001SAS \u3084 IBM SPSS \u306a\u3069\u306e\u7d71\u8a08\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u5411\u3051\u306e\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002<\/p>\n<h4>\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb \u2013 3.SAS<\/h4>\n<p>SAS (Statistical Analysis System) \u306f\u3001\u30c7\u30fc\u30bf\u3068\u30c6\u30ad\u30b9\u30c8\u306e\u30de\u30a4\u30cb\u30f3\u30b0 (tex \u30de\u30a4\u30cb\u30f3\u30b0) \u304a\u3088\u3073\u6700\u9069\u5316\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u7d44\u7e54\u306e\u30cb\u30fc\u30ba\u3068\u76ee\u6a19\u306b\u5fdc\u3058\u3066\u3001\u3055\u307e\u3056\u307e\u306a\u5206\u6790\u624b\u6cd5\u3068\u65b9\u6cd5\u8ad6\u6a5f\u80fd\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002\u73fe\u5728\u3001\u8a18\u8ff0\u30e2\u30c7\u30ea\u30f3\u30b0 (\u9867\u5ba2\u306e\u5206\u985e\u3068\u8aac\u660e\u306b\u5f79\u7acb\u3064)\u3001\u4e88\u6e2c\u30e2\u30c7\u30ea\u30f3\u30b0 (\u672a\u77e5\u306e\u7d50\u679c\u306e\u4e88\u6e2c\u3092\u5bb9\u6613\u306b\u3059\u308b)\u3001\u304a\u3088\u3073\u5206\u6790\u30e2\u30c7\u30ea\u30f3\u30b0 (\u96fb\u5b50\u30e1\u30fc\u30eb\u3001\u30b3\u30e1\u30f3\u30c8\u306a\u3069\u306e\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u89e3\u6790\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3001\u304a\u3088\u3073\u5909\u63db\u7528)\u3001\u66f8\u7c4d\u3001\u304a\u3088\u3073\u305d\u306e\u4ed6\u306e\u975e\u69cb\u9020\u5316\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002\u30c7\u30fc\u30bf\uff09\u3002\u3055\u3089\u306b\u3001\u305d\u306e\u5206\u6563\u30e1\u30e2\u30ea\u51e6\u7406\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u975e\u5e38\u306b\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u3059\u3002<\/p>\n<h4>\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb \u2013 4.Oracle \u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0<\/h4>\n<p>Oracle Data Mining (ODB) \u306f\u3001Oracle Advanced Analytics \u306e\u4e00\u90e8\u3067\u3059\u3002\u3053\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb\u306f\u3001\u5206\u985e\u3001\u56de\u5e30\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001\u95a2\u9023\u4ed8\u3051\u3001\u5c5e\u6027\u306e\u91cd\u8981\u5ea6\u306e\u5224\u65ad\u3001\u304a\u3088\u3073\u305d\u306e\u4ed6\u306e\u5c02\u9580\u7684\u306a\u5206\u6790\u306e\u305f\u3081\u306e\u512a\u308c\u305f\u30c7\u30fc\u30bf\u4e88\u6e2c\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001ODB \u306f SQL\u3001PL\/SQL\u3001R\u3001Java \u306a\u3069\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u4f7f\u7528\u3057\u3066\u3001\u8cb4\u91cd\u306a\u30c7\u30fc\u30bf\u306e\u6d1e\u5bdf\u3092\u53d6\u5f97\u3057\u3001\u6b63\u78ba\u306a\u4e88\u6e2c\u3092\u884c\u3046\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb<\/h3>\n<h4>\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb \u2013 5.KNIME<\/h4>\n<p>2006 \u5e74\u306b\u521d\u3081\u3066\u516c\u958b\u3055\u308c\u305f\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9 \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3067\u3042\u308b KNIME (Konstanz Information Miner) \u306f\u3001\u73fe\u5728\u3001\u9280\u884c\u3001\u30e9\u30a4\u30d5 \u30b5\u30a4\u30a8\u30f3\u30b9\u3001\u51fa\u7248\u3001\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u696d\u754c\u306e\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9\u3068\u6a5f\u68b0\u5b66\u7fd2\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u540c\u6642\u306b\u3001\u7570\u306a\u308b\u74b0\u5883\u9593\u3067\u306e\u30c7\u30fc\u30bf\u79fb\u884c\u3092\u53ef\u80fd\u306b\u3059\u308b\u30ed\u30fc\u30ab\u30eb \u30b3\u30cd\u30af\u30bf\u3068\u30af\u30e9\u30a6\u30c9 \u30b3\u30cd\u30af\u30bf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 KNIME \u306f Java \u3067\u5b9f\u88c5\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u30e6\u30fc\u30b6\u30fc\u304c Ruby\u3001Python\u3001R \u3067\u7c21\u5358\u306b\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u3001\u3055\u307e\u3056\u307e\u306a\u30ce\u30fc\u30c9\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<div id=\"attachment_5760\" style=\"width: 613px\" class=\"wp-caption aligncenter\"><img aria-describedby=\"caption-attachment-5760\" decoding=\"async\" class=\"size-full wp-image-5760\" src=\"https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools-3-1.png\" alt=\"\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb\" width=\"603\" height=\"402\" srcset=\"https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools-3-1-18x12.png 18w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools-3-1-200x133.png 200w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools-3-1-300x200.png 300w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools-3-1-400x267.png 400w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools-3-1-600x400.png 600w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/08\/Best_Data_Mining_Tools-3-1.png 603w\" sizes=\"(max-width: 603px) 100vw, 603px\" \/><p id=\"caption-attachment-5760\" class=\"wp-caption-text\">\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb<\/p><\/div>\n<h4>\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb \u2013 6.RapidMiner<\/h4>\n<p>\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb\u3067\u3042\u308b RapidMiner \u306f\u3001R \u304a\u3088\u3073 Python \u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u8c4a\u5bcc\u306a\u88fd\u54c1\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u65b0\u3057\u3044\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30d7\u30ed\u30bb\u30b9\u3092\u4f5c\u6210\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u9ad8\u5ea6\u306a\u5206\u6790\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u540c\u6642\u306b\u3001RapidMiner \u306f Java \u3067\u66f8\u304b\u308c\u3066\u304a\u308a\u3001WEKA \u304a\u3088\u3073 R \u30c4\u30fc\u30eb\u3068\u7d71\u5408\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u6700\u3082\u6709\u7528\u306a\u4e88\u6e2c\u5206\u6790\u30b7\u30b9\u30c6\u30e0\u306e 1 \u3064\u3067\u3059\u3002\u30ea\u30e2\u30fc\u30c8\u5206\u6790\u51e6\u7406\u3001\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u4f5c\u6210\u3068\u691c\u8a3c\u3001\u8907\u6570\u306e\u30c7\u30fc\u30bf\u7ba1\u7406\u65b9\u6cd5\u3001\u7d44\u307f\u8fbc\u307f\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3001\u53cd\u5fa9\u53ef\u80fd\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3001\u30c7\u30fc\u30bf \u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3001\u30de\u30fc\u30b8\u3068\u7d50\u5408\u306a\u3069\u306e\u4fbf\u5229\u306a\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<h4>\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb \u2013 7.Orange<\/h4>\n<p>Orange \u306f\u3001Python \u30d9\u30fc\u30b9\u306e\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3067\u3059\u3002\u3082\u3061\u308d\u3093\u3001Orange \u306f\u57fa\u672c\u7684\u306a\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30c7\u30fc\u30bf \u30e2\u30c7\u30ea\u30f3\u30b0\u3001\u56de\u5e30\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001\u524d\u51e6\u7406\u306a\u3069\u3067\u4f7f\u7528\u3067\u304d\u308b\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3082\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002 Orange \u306f\u3001\u30d3\u30b8\u30e5\u30a2\u30eb \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u74b0\u5883\u3068\u3001\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u30ea\u30f3\u30af\u3092\u7c21\u5358\u306b\u30c9\u30e9\u30c3\u30b0 \u30a2\u30f3\u30c9 \u30c9\u30ed\u30c3\u30d7\u3059\u308b\u6a5f\u80fd\u3082\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<h3>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf \u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb<\/h3>\n<p>\u6982\u5ff5\u7684\u306b\u306f\u3001\u30d3\u30c3\u30b0 \u30c7\u30fc\u30bf\u306f\u69cb\u9020\u5316\u3001\u975e\u69cb\u9020\u5316\u3001\u307e\u305f\u306f\u534a\u69cb\u9020\u5316\u306e\u3044\u305a\u308c\u304b\u306b\u306a\u308a\u307e\u3059\u3002\u901a\u5e38\u3001\u30dc\u30ea\u30e5\u30fc\u30e0 (\u30c6\u30e9\u30d0\u30a4\u30c8\u307e\u305f\u306f\u30da\u30bf\u30d0\u30a4\u30c8 \u30ec\u30d9\u30eb\u306b\u9054\u3059\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u30dc\u30ea\u30e5\u30fc\u30e0)\u3001\u591a\u69d8\u6027 (\u591a\u69d8\u6027)\u3001\u901f\u5ea6 (\u901f\u5ea6)\u3001\u7cbe\u5ea6 (\u771f\u5b9f\u6027)\u3001\u304a\u3088\u3073\u4fa1\u5024 (\u4fa1\u5024) \u306e 5 \u3064\u306e V \u7279\u6027\u3092\u30ab\u30d0\u30fc\u3057\u307e\u3059\u3002\u305d\u306e\u8907\u96d1\u3055\u3092\u8003\u3048\u308b\u3068\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf \u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u30d1\u30bf\u30fc\u30f3\u306e\u767a\u898b\u3001\u30c8\u30ec\u30f3\u30c9\u306e\u4e88\u6e2c\u3092 1 \u53f0\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u3067\u51e6\u7406\u3057\u3066\u5b9f\u88c5\u3059\u308b\u3053\u3068\u306f\u56f0\u96e3\u3067\u3042\u308b\u305f\u3081\u3001\u5206\u6563\u578b\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<h4>\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb \u2013 8.Apache Spark<\/h4>\n<p>Apache Spark \u306f\u3001\u305d\u306e\u4f7f\u3044\u3084\u3059\u3055\u3068\u30d3\u30c3\u30b0 \u30c7\u30fc\u30bf\u51e6\u7406\u306e\u9ad8\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3067\u4eba\u6c17\u304c\u3042\u308a\u307e\u3059\u3002 Java\u3001Python (PySpark)\u3001R (SparkR)\u3001SQL\u3001Scala \u306a\u3069\u306e\u8907\u6570\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u304c\u3042\u308a\u300180 \u3092\u8d85\u3048\u308b\u9ad8\u5ea6\u306a\u6f14\u7b97\u5b50\u3092\u63d0\u4f9b\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30b3\u30fc\u30c9\u3092\u3088\u308a\u901f\u304f\u8a18\u8ff0\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001Apache Spark \u306f\u3001SQL \u3068 DataFrames\u3001Spark Streaming\u3001GrpahX\u3001\u304a\u3088\u3073 MLlib \u306e\u30b3\u30fc\u30c9 \u30e9\u30a4\u30d6\u30e9\u30ea\u3082\u63d0\u4f9b\u3057\u3001\u9ad8\u901f\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u30c7\u30fc\u30bf \u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n<h4>\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb \u2013 9.Hadoop MapReduce<\/h4>\n<p>Hadoop \u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3084\u3055\u307e\u3056\u307e\u306a\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u554f\u984c\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9 \u30c4\u30fc\u30eb\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3067\u3059\u3002 Java \u3067\u8a18\u8ff0\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001Hadoop \u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u3067\u306f\u4efb\u610f\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002\u305d\u306e\u4e2d\u3067\u3001MapReduce \u306f Hadoop \u306e\u5b9f\u88c5\u304a\u3088\u3073\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0 \u30e2\u30c7\u30eb\u3067\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u3055\u307e\u3056\u307e\u306a\u95a2\u6570\u3092\u300c\u30de\u30c3\u30d7\u300d\u304a\u3088\u3073\u300c\u524a\u6e1b\u300d\u3057\u3001\u5de8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5168\u4f53\u3067\u5927\u898f\u6a21\u306a\u7d50\u5408\u64cd\u4f5c\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002\u3055\u3089\u306b\u3001Hadoop \u306f\u3001\u30e6\u30fc\u30b6\u30fc \u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\u5206\u6790\u3001\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u51e6\u7406\u3001\u30ed\u30b0\u5206\u6790\u3001\u30c6\u30ad\u30b9\u30c8 \u30de\u30a4\u30cb\u30f3\u30b0\u306a\u3069\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3082\u63d0\u4f9b\u3057\u307e\u3059\u3002\u73fe\u5728\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u5e83\u304f\u9069\u7528\u53ef\u80fd\u306a\u30b9\u30ad\u30fc\u30e0\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h4>\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb \u2013 10.Qlik<\/h4>\n<p>Qlik \u306f\u3001\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u67d4\u8edf\u306a\u65b9\u6cd5\u3067\u30c7\u30fc\u30bf\u5206\u6790\u3068\u30de\u30a4\u30cb\u30f3\u30b0\u3092\u884c\u3046\u305f\u3081\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002\u4f7f\u3044\u3084\u3059\u3044\u30c9\u30e9\u30c3\u30b0 \u30a2\u30f3\u30c9 \u30c9\u30ed\u30c3\u30d7 \u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u5099\u3048\u3066\u304a\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u5909\u66f4\u3084\u64cd\u4f5c\u306b\u5373\u5ea7\u306b\u5fdc\u7b54\u3057\u307e\u3059\u3002\u8907\u6570\u306e\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u306b\u3001Qlik \u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30b3\u30cd\u30af\u30bf\u3001\u62e1\u5f35\u6a5f\u80fd\u3001\u7d44\u307f\u8fbc\u307f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u304a\u3088\u3073 API \u30bb\u30c3\u30c8\u3092\u901a\u3058\u3066\u3001\u3055\u307e\u3056\u307e\u306a\u5916\u90e8\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5f62\u5f0f\u3068\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u540c\u6642\u306b\u3001\u4e00\u5143\u5316\u3055\u308c\u305f\u5171\u6709\u5206\u6790\u306e\u305f\u3081\u306e\u512a\u308c\u305f\u30c4\u30fc\u30eb\u3067\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>\u5c0f\u3055\u306a\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30b9\u30ad\u30fc\u30e0<\/h3>\n<h4>\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb \u2013 11.Scikit-learn<\/h4>\n<p>Python \u6a5f\u68b0\u5b66\u7fd2\u7528\u306e\u7121\u6599\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2 \u30c4\u30fc\u30eb\u3067\u3042\u308b Scikit-learn \u306f\u3001\u512a\u308c\u305f\u30c7\u30fc\u30bf\u5206\u6790\u304a\u3088\u3073\u30de\u30a4\u30cb\u30f3\u30b0\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u5206\u985e\u3001\u56de\u5e30\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001\u524d\u51e6\u7406\u3001\u30e2\u30c7\u30eb\u9078\u629e\u3001\u6b21\u5143\u524a\u6e1b\u306a\u3069\u306e\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h4>\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb \u2013 12.Rattle (R)<\/h4>\n<p>R \u8a00\u8a9e\u3067\u958b\u767a\u3055\u308c\u305f Rattle \u306f\u3001macOS\u3001Windows\u3001Linux \u306a\u3069\u306e\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0 \u30b7\u30b9\u30c6\u30e0\u3068\u4e92\u63db\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u4e3b\u306b\u7c73\u56fd\u3068\u30aa\u30fc\u30b9\u30c8\u30e9\u30ea\u30a2\u306e\u30e6\u30fc\u30b6\u30fc\u304c\u3001\u4f01\u696d\u306e\u30d3\u30b8\u30cd\u30b9\u3084\u5b66\u8853\u76ee\u7684\u3067\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002 R \u306e\u8a08\u7b97\u80fd\u529b\u306f\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u306e\u8996\u899a\u5316\u3001\u30e2\u30c7\u30ea\u30f3\u30b0\u3001\u305d\u306e\u4ed6\u306e\u7d71\u8a08\u5206\u6790\u306a\u3069\u306e\u6a5f\u80fd\u3092\u30e6\u30fc\u30b6\u30fc\u306b\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002<\/p>\n<h4>\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb \u2013 13.Pandas (Python)<\/h4>\n<p>Pandas \u306f\u3001Python \u3092\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0\u306e\u300c\u5584\u4eba\u300d\u3067\u3082\u3042\u308a\u307e\u3059\u3002\u305d\u308c\u306b\u3088\u3063\u3066\u63d0\u4f9b\u3055\u308c\u308b\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3092\u5b9f\u884c\u3057\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u30b7\u30b9\u30c6\u30e0\u306e\u30c7\u30fc\u30bf\u69cb\u9020\u3092\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002<\/p>\n<h4>\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb \u2013 14.H3O<\/h4>\n<p>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3067\u3042\u308b H3O \u306f\u3001\u30af\u30e9\u30a6\u30c9 \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u306e\u5206\u6790\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002 R \u3067\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u3053\u306e\u30c4\u30fc\u30eb\u306f Python \u3068\u4e92\u63db\u6027\u304c\u3042\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u3055\u307e\u3056\u307e\u306a\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u306b\u3082\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002\u3055\u3089\u306b\u3001Java \u306e\u8a00\u8a9e\u30b5\u30dd\u30fc\u30c8\u306e\u304a\u304b\u3052\u3067\u3001H3O \u306f\u672c\u756a\u74b0\u5883\u306b\u8fc5\u901f\u304b\u3064\u7c21\u5358\u306b\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3>\u30af\u30e9\u30a6\u30c9 \u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3<\/h3>\n<p>\u30af\u30e9\u30a6\u30c9 \u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c6\u30af\u30ce\u30ed\u30b8\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u4eee\u60f3\u7d71\u5408\u3055\u308c\u305f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304b\u3089\u91cd\u8981\u306a\u60c5\u5831\u3092\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002 <a href=\"https:\/\/www.gudusoft.com\/jp\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a6%e3%82%a7%e3%82%a2%e3%83%8f%e3%82%a6%e3%82%b9%e3%81%ae%e3%83%a1%e3%82%bf%e3%83%87%e3%83%bc%e3%82%bf%e7%ae%a1%e7%90%86\/\"><strong>\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9<\/strong><\/a>\u3001\u305d\u308c\u306b\u3088\u308a\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3057\u307e\u3059\u3002<\/p>\n<h4>\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb \u2013 15.Amazon EMR<\/h4>\n<p>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u30af\u30e9\u30a6\u30c9 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3068\u3057\u3066\u3001Amazon EMR \u306f\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0\u306b\u4f7f\u7528\u3067\u304d\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30a6\u30a7\u30d6 \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u3001\u30ed\u30b0 \u30d5\u30a1\u30a4\u30eb\u5206\u6790\u3001\u8ca1\u52d9\u5206\u6790\u3001\u6a5f\u68b0\u5b66\u7fd2\u306a\u3069\u306e\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9 \u30bf\u30b9\u30af\u3082\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002 Apache Spark \u3084 Apache Flink \u306a\u3069\u306e\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u5bfe\u5fdc\u3057\u3066\u304a\u308a\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u306a\u3069\u306e\u30bf\u30b9\u30af\u3092\u81ea\u52d5\u7684\u306b\u8abf\u6574\u3059\u308b\u3053\u3068\u3067\u3001\u30d3\u30c3\u30b0 \u30c7\u30fc\u30bf\u74b0\u5883\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h4>\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb \u2013 16.Azure ML<\/h4>\n<p>\u30af\u30e9\u30a6\u30c9 \u30b5\u30fc\u30d3\u30b9 \u30d9\u30fc\u30b9\u306e\u74b0\u5883\u3067\u3042\u308b Azure ML \u3092\u4f7f\u7528\u3057\u3066\u3001\u3055\u307e\u3056\u307e\u306a\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u307e\u3059\u3002\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u5206\u6790\u3001\u30de\u30a4\u30cb\u30f3\u30b0\u3001\u304a\u3088\u3073\u4e88\u6e2c\u30bf\u30b9\u30af\u306e\u305f\u3081\u306b\u3001Azure ML \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30af\u30e9\u30a6\u30c9 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u5185\u306e\u3055\u307e\u3056\u307e\u306a\u30dc\u30ea\u30e5\u30fc\u30e0\u306e\u30c7\u30fc\u30bf\u3092\u8a08\u7b97\u304a\u3088\u3073\u64cd\u4f5c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h4>\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb \u2013 17.Google AI \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/h4>\n<p>Amazon EMR \u3084 Azure ML \u3068\u540c\u69d8\u306b\u3001\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e Google AI \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3082\u3055\u307e\u3056\u307e\u306a\u6a5f\u68b0\u5b66\u7fd2\u30b9\u30bf\u30c3\u30af\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002 Google AI Platform \u306b\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3001\u305d\u306e\u4ed6\u306e\u30c4\u30fc\u30eb\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u305d\u308c\u3089\u3092\u30af\u30e9\u30a6\u30c9\u3067\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0\u3084\u305d\u306e\u4ed6\u306e\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9\u306b\u4f3c\u305f\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3>\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb<\/h3>\n<p>\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u672c\u8cea\u7684\u306b\u4eba\u9593\u306e\u8133\u304c\u60c5\u5831\u3092\u51e6\u7406\u3059\u308b\u65b9\u6cd5\u3067\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u79c1\u305f\u3061\u306e\u8133\u306b\u306f\u3001\u5916\u90e8\u60c5\u5831\u3092\u51e6\u7406\u3057\u3066\u51fa\u529b\u3092\u751f\u6210\u3059\u308b\u4f55\u767e\u4e07\u3082\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u304c\u3042\u308b\u305f\u3081\u3001\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3053\u306e\u539f\u5247\u306b\u5f93\u3063\u3066\u3001\u751f\u30c7\u30fc\u30bf\u3092\u95a2\u9023\u60c5\u5831\u306b\u5909\u63db\u3059\u308b\u3053\u3068\u3067\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n<h4>\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb \u2013 18.PyTorch<\/h4>\n<p>Pytorch \u306f Python \u30d1\u30c3\u30b1\u30fc\u30b8\u3067\u3042\u308a\u3001Torch \u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u57fa\u3065\u304f\u30c7\u30a3\u30fc\u30d7 \u30e9\u30fc\u30cb\u30f3\u30b0 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3082\u3042\u308a\u307e\u3059\u3002\u3082\u3068\u3082\u3068\u306f\u3001Facebook \u306e AI Research Lab (FAIR) \u306b\u3088\u3063\u3066\u3001\u30c7\u30a3\u30fc\u30d7 \u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9 \u30c4\u30fc\u30eb\u3068\u3057\u3066\u958b\u767a\u3055\u308c\u307e\u3057\u305f\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u3001Pytorch \u3092\u4ecb\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3001\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u3001\u30e2\u30c7\u30eb\u306e\u5b9a\u7fa9\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u8a55\u4fa1\u306e\u5b9f\u884c\u3001\u304a\u3088\u3073\u305d\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30b9\u30c6\u30c3\u30d7\u306b\u3088\u3063\u3066\u3001\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5168\u4f53\u3092\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3067\u304d\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u5f37\u529b\u306a GPU \u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30b7\u30e7\u30f3\u6a5f\u80fd\u306b\u3088\u308a\u3001Torch \u306f\u9ad8\u901f\u306a\u914d\u5217\u8a08\u7b97\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002 2020 \u5e74 9 \u6708\u306e\u6642\u70b9\u3067\u3001torch \u306e R \u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306b\u306f\u3001torch\u3001torchvision\u3001torchaudio\u3001\u304a\u3088\u3073\u305d\u306e\u4ed6\u306e\u62e1\u5f35\u6a5f\u80fd\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h4>\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb \u2013 19. TensorFlow<\/h4>\n<p>PyTorch \u3068\u540c\u69d8\u306b\u3001Google Brain Team \u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u305f TensorFlow \u3082\u3001Python \u306b\u57fa\u3065\u304f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u6a5f\u68b0\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u30c7\u30a3\u30fc\u30d7 \u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u3001\u30c7\u30a3\u30fc\u30d7 \u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3078\u306e\u9ad8\u5ea6\u306a\u96c6\u4e2d\u306e\u4e21\u65b9\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002 TensorFlow \u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3084\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3059\u308b\u67d4\u8edf\u6027\u3092\u63d0\u4f9b\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u958b\u767a\u8005\u304c\u3055\u307e\u3056\u307e\u306a Q&amp;A \u3084\u77e5\u8b58\u5171\u6709\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u5e83\u304f\u4eba\u6c17\u306e\u3042\u308b\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3082\u5099\u3048\u3066\u3044\u307e\u3059\u3002 Python \u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001TensorFlow \u306f 2017 \u5e74\u306b TensorFlow API \u3078\u306e R \u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u306e\u5c0e\u5165\u3092\u958b\u59cb\u3057\u307e\u3057\u305f\u3002<\/p>\n<h3>\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb<\/h3>\n<p>\u30c7\u30fc\u30bf \u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30d7\u30ed\u30bb\u30b9\u304b\u3089\u62bd\u51fa\u3055\u308c\u305f\u60c5\u5831\u3092\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u306b\u8868\u73fe\u3057\u305f\u3082\u306e\u3067\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u30b0\u30e9\u30d5\u3001\u30c1\u30e3\u30fc\u30c8\u3001\u30de\u30c3\u30d7\u3001\u304a\u3088\u3073\u305d\u306e\u4ed6\u306e\u8996\u899a\u5316\u8981\u7d20\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u50be\u5411\u3001\u30d1\u30bf\u30fc\u30f3\u3001\u5916\u308c\u5024\u3092\u8996\u899a\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n<h4>\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb \u2013 20.Matplotlib<\/h4>\n<p>Matplotlib \u306f\u3001Python \u3067\u30c7\u30fc\u30bf\u3092\u8996\u899a\u5316\u3059\u308b\u305f\u3081\u306e\u512a\u308c\u305f\u30c4\u30fc\u30eb \u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u3092\u4f7f\u7528\u3057\u3066\u3001\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3001\u6563\u5e03\u56f3\u30013D \u30d7\u30ed\u30c3\u30c8\u306a\u3069\u306e\u9ad8\u54c1\u8cea\u306e\u30c1\u30e3\u30fc\u30c8\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u3053\u308c\u3089\u306e\u30b0\u30e9\u30d5\u306f\u3001\u30b9\u30bf\u30a4\u30eb\u3001\u8ef8\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u3001\u30d5\u30a9\u30f3\u30c8\u306a\u3069\u306b\u95a2\u3057\u3066\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3067\u304d\u307e\u3059\u3002<\/p>\n<h4>\u6700\u9ad8\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb \u2013 21.ggplot2<\/h4>\n<p>ggplot2 \u306f\u3001\u30c7\u30fc\u30bf\u8996\u899a\u5316\u306e\u305f\u3081\u306e\u4e00\u822c\u7684\u306a R \u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u3067\u3082\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u3055\u307e\u3056\u307e\u306a\u9ad8\u54c1\u8cea\u3067\u7f8e\u3057\u3044\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002\u540c\u6642\u306b\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u3053\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c0\u30a4\u30a2\u30b0\u30e9\u30e0\u5185\u306e\u3055\u307e\u3056\u307e\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u9ad8\u5ea6\u306b\u62bd\u8c61\u5316\u3057\u3066\u5909\u66f4\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3>\u7d50\u8ad6<\/h3>\n<p>\u524d\u8ff0\u306e\u3088\u3046\u306b\u3001\u307b\u3068\u3093\u3069\u306e\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30c4\u30fc\u30eb\u307e\u305f\u306f\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u3001R \u3068 Python \u306e 2 \u3064\u306e\u4e3b\u8981\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3001\u304a\u3088\u3073\u5bfe\u5fdc\u3059\u308b\u3055\u307e\u3056\u307e\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3068\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u958b\u767a\u8005\u5411\u3051\u307e\u305f\u306f <a href=\"https:\/\/www.gudusoft.com\/jp\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%b5%e3%82%a4%e3%82%a8%e3%83%b3%e3%83%86%e3%82%a3%e3%82%b9%e3%83%88%e3%81%8c%e7%9b%b4%e9%9d%a2%e3%81%99%e3%82%8b%e8%aa%b2%e9%a1%8c\/\"><strong>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8<\/strong><\/a> \u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306b\u643a\u308f\u308b\u8005\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u5206\u6790\u304a\u3088\u3073\u30de\u30a4\u30cb\u30f3\u30b0\u30c4\u30fc\u30eb\u3092\u5b66\u3073\u3001\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u975e\u5e38\u306b\u5fc5\u8981\u3067\u3059\u3002\u3082\u3061\u308d\u3093\u3001\u9069\u5207\u306a\u30c4\u30fc\u30eb\u3092\u9078\u629e\u3059\u308b\u65b9\u6cd5\u306f\u3001\u73fe\u5728\u306e\u30d3\u30b8\u30cd\u30b9\u307e\u305f\u306f\u7814\u7a76\u306e\u76ee\u6a19\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u77e5\u308a\u305f\u3044\u5834\u5408\u306f\u3001\u6b21\u306e\u30b5\u30a4\u30c8\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002 <a href=\"https:\/\/sqlflow.gudusoft.com\/#\/\"><strong>Gudu SQLFlow<\/strong><\/a> \u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3002\u305d\u306e\u4e00\u3064\u3068\u3057\u3066\u00a0<a href=\"https:\/\/www.dpriver.com\/blog\/2022\/05\/11\/best-data-lineage-tools\/\" target=\"_blank\" rel=\"dofollow noopener\"><strong>\u4e00\u756a\u00a0<\/strong><\/a><strong><a title=\"\u30c7\u30fc\u30bf\u7cfb\u7d71\u30c4\u30fc\u30eb\" href=\"https:\/\/www.gudusoft.com\/jp\/\">\u30c7\u30fc\u30bf\u7cfb\u7d71\u30c4\u30fc\u30eb<\/a><\/strong>\u00a0\u73fe\u5728\u5e02\u5834\u306b\u51fa\u56de\u3063\u3066\u3044\u308b Gudu SQLFlow \u306f\u3001SQL \u30b9\u30af\u30ea\u30d7\u30c8 \u30d5\u30a1\u30a4\u30eb\u3092\u5206\u6790\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001 <a href=\"https:\/\/www.gudusoft.com\/jp\/%e3%83%87%e3%83%bc%e3%82%bf%e7%b3%bb%e5%88%97%e3%81%ab%e3%81%a4%e3%81%84%e3%81%a6%e7%9f%a5%e3%81%a3%e3%81%a6%e3%81%8a%e3%81%8f%e3%81%b9%e3%81%8d%e3%81%93%e3%81%a8%e3%81%99%e3%81%b9%e3%81%a6\/\"><strong>\u30c7\u30fc\u30bf\u7cfb\u7d71<\/strong><\/a>\u3001\u304a\u3088\u3073\u8996\u899a\u7684\u306a\u8868\u793a\u3092\u5b9f\u884c\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30e6\u30fc\u30b6\u30fc\u304c CSV \u5f62\u5f0f\u3067\u30c7\u30fc\u30bf\u7cfb\u7d71\u3092\u63d0\u4f9b\u3057\u3001\u8996\u899a\u7684\u306a\u8868\u793a\u3092\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002 (<strong>Ryan \u306b\u3088\u3063\u3066 2022 \u5e74 9 \u6708 1 \u65e5\u306b\u516c\u958b\u3055\u308c\u307e\u3057\u305f<\/strong>)<\/p>\n<\/div><\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-0{width:100% !important;margin-top : 0px;margin-bottom : 0px;}.fusion-builder-column-0 > .fusion-column-wrapper {padding-top : 0px 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0px;}<\/style><\/div>","protected":false},"excerpt":{"rendered":"","protected":false},"author":27,"featured_media":5773,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[178,179],"tags":[381,380,383,366,346,75,382],"_links":{"self":[{"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/posts\/5734"}],"collection":[{"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/users\/27"}],"replies":[{"embeddable":true,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/comments?post=5734"}],"version-history":[{"count":23,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/posts\/5734\/revisions"}],"predecessor-version":[{"id":5775,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/posts\/5734\/revisions\/5775"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/media\/5773"}],"wp:attachment":[{"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/media?parent=5734"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/categories?post=5734"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/tags?post=5734"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}