{"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\/ko\/%ec%b5%9c%ea%b3%a0%ec%9d%98-%eb%8d%b0%ec%9d%b4%ed%84%b0-%eb%a7%88%ec%9d%b4%eb%8b%9d-%eb%8f%84%ea%b5%ac-%ec%86%8c%ed%94%84%ed%8a%b8%ec%9b%a8%ec%96%b4\/","title":{"rendered":"2022\ub144 \ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \ubc0f \uc18c\ud504\ud2b8\uc6e8\uc5b4 21\uac00\uc9c0 | 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\ub144 \ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \ubc0f \uc18c\ud504\ud2b8\uc6e8\uc5b4 21\uac00\uc9c0<\/h2>\n<p><a href=\"https:\/\/www.gudusoft.com\/ko\/%eb%8d%b0%ec%9d%b4%ed%84%b0-%eb%a7%88%ec%9d%b4%eb%8b%9d-%eb%b0%8f-%eb%8d%b0%ec%9d%b4%ed%84%b0%ec%9b%a8%ec%96%b4%ed%95%98%ec%9a%b0%ec%a7%95\/\"><strong>\ub370\uc774\ud130 \ub9c8\uc774\ub2dd<\/strong><\/a> \ub370\uc774\ud130\uc5d0\uc11c \uc2e4\uc6a9\uc801\uc778 \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\uace0, \ub370\uc774\ud130\ub97c \ud574\uc11d\ud558\uace0, \ub370\uc774\ud130 \ud328\ud134\uacfc \uad00\uacc4\ub97c \ubc1c\uacac\ud558\uace0, \uc9c0\ub2a5\ud615 \ubc29\ubc95\uc744 \ud1b5\ud574 \ucd94\uc138\uc640 \ud589\ub3d9\uc744 \uc608\uce21\ud558\ub294 \ud504\ub85c\uc138\uc2a4\uc785\ub2c8\ub2e4. \uc774 \ud504\ub85c\uc138\uc2a4\uc5d0\ub294 \uc885\uc885 \ub370\uc774\ud130 \uc815\ub9ac, \uba38\uc2e0 \ub7ec\ub2dd, \uc778\uacf5 \uc9c0\ub2a5\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. <strong><a href=\"https:\/\/www.gudusoft.com\/ko\/%eb%8d%b0%ec%9d%b4%ed%84%b0-%eb%b6%84%ec%84%9d-%eb%8f%84%ea%b5%ac-%ec%84%a0%ed%83%9d-%eb%b0%a9%eb%b2%95\/\">\ub370\uc774\ud130 \ubd84\uc11d<\/a><\/strong>, \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc2dc\uc2a4\ud15c, \ud68c\uadc0 \ubc0f \ud074\ub7ec\uc2a4\ud130\ub9c1\uacfc \uac19\uc740 \ud1b5\uacc4 \uae30\ubc95. \ubd84\uba85\ud788 \ub370\uc774\ud130 \uc138\ud2b8\uac00 \ud06c\uace0 \ubcf5\uc7a1\ud560\uc218\ub85d \uc790\ub3d9\ud654\ub41c \ubd84\uc11d \ub3c4\uad6c\ub97c \ud1b5\ud574 \ub354 \uad00\ub828\uc131 \uc788\ub294 \uc758\ubbf8\ub97c \ube60\ub974\uace0 \uc27d\uac8c \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc758\ubbf8 \uc788\ub294 \ub370\uc774\ud130\ub97c \uc2dd\ubcc4\ud558\uace0 \uc774\ud574\ud568\uc73c\ub85c\uc368 \uae30\uc5c5\uc740 \uc815\ubcf4\uc5d0 \uc785\uac01\ud55c \uacb0\uc815\uc744 \ub0b4\ub9ac\uace0 \ubaa9\ud45c\ub97c \ub2ec\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae30\uc0ac\uc5d0\uc11c\ub294 \ub2e4\uc74c\uc744 \uc18c\uac1c\ud569\ub2c8\ub2e4. <strong>2022\ub144 \ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \ubc0f \uc18c\ud504\ud2b8\uc6e8\uc5b4 21\uac00\uc9c0<\/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=\"\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c\" 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\">\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c<\/p><\/div>\n<p>\uae30\uc0ac\ub97c \uc77d\uae30 \uc804\uc5d0 \uba3c\uc800 \ub2e4\uc74c \uc0ac\ud56d\uc744 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. <strong>\ub370\uc774\ud130 \ub9c8\uc774\ub2dd\uc758 \uae30\ubcf8 \ub2e8\uacc4<\/strong>.<\/p>\n<p>\uc6b0\ub9ac\ub294 \uc2dc\uc7a5 \uc138\ubd84\ud654, \ucd94\uc138 \ubd84\uc11d, \uc0ac\uae30 \ud0d0\uc9c0, \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ub9c8\ucf00\ud305, \uc2e0\uc6a9 \uc704\ud5d8 \uad00\ub9ac, \uad50\uc721, \uc7ac\ubb34 \ubd84\uc11d\uacfc \uac19\uc740 \ub2e4\uc591\ud55c \uc2dc\ub098\ub9ac\uc624\uc5d0 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd\uc744 \uc801\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac01 \uc870\uc9c1\uc5d0\uc11c \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\ub97c \uc218 \uc788\uc9c0\ub9cc \uc77c\ubc18\uc801\uc73c\ub85c \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ud504\ub85c\uc138\uc2a4\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c 5\ub2e8\uacc4\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4.<\/p>\n<ol>\n<li>\ud655\ub9bd\ub41c \ubaa9\ud45c\uc5d0 \ub530\ub77c \ube44\uc988\ub2c8\uc2a4 \uc694\uad6c \uc0ac\ud56d\uc744 \ud30c\uc545\ud569\ub2c8\ub2e4.<\/li>\n<li>\ubd84\uc11d\uc774 \ud544\uc694\ud55c \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \uacb0\uc815\ud558\uae30 \uc704\ud574 \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \uc2dd\ubcc4\ud569\ub2c8\ub2e4.<\/li>\n<li>\ubaa8\ub378\ub9c1 \uae30\uc220\uc744 \uc120\ud0dd\ud558\uace0 \uc801\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<li>\ubaa8\ub378\uc774 \uba85\uc2dc\ub41c \ubaa9\ud45c\ub97c \ucda9\uc871\ud558\ub294\uc9c0 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<li>\ub370\uc774\ud130 \ub9c8\uc774\ub2dd\uc758 \uacb0\uacfc\ub97c \ubcf4\uace0\ud558\uac70\ub098 \ubc18\ubcf5 \uac00\ub2a5\ud55c \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ud504\ub85c\uc138\uc2a4\ub97c \uacc4\uc18d\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h3>\ud1b5\uacc4 \ubd84\uc11d\uc744 \uc704\ud55c \ud1b5\ud569 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c<\/h3>\n<h4>\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \u2013 1. IBM SPSS<\/h4>\n<p>SPSS(Statistical Package for the Social Sciences)\ub294 \ud604\uc7ac \uac00\uc7a5 \uc778\uae30 \uc788\ub294 \ud1b5\uacc4 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \ud50c\ub7ab\ud3fc \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. 2015\ub144\uc5d0 \ud1b5\uacc4 \uc81c\ud488 \ubc0f \uc11c\ube44\uc2a4 \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud558\uae30 \uc2dc\uc791\ud55c \uc774\ub798\ub85c, \uc18c\ud504\ud2b8\uc6e8\uc5b4\uc758 \ub2e4\uc591\ud55c \uace0\uae09 \uae30\ub2a5\uc774 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998, \ud1b5\uacc4 \ubd84\uc11d(\uc124\uba85\uc801 \ud68c\uadc0, \ud074\ub7ec\uc2a4\ud130\ub9c1 \ub4f1 \ud3ec\ud568), \ud14d\uc2a4\ud2b8 \ubd84\uc11d, \ube45\ub370\uc774\ud130\uc640\uc758 \ud1b5\ud569 \ub4f1\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ub3d9\uc2dc\uc5d0 SPPS\ub97c \uc0ac\uc6a9\ud558\uba74 \uc0ac\uc6a9\uc790\uac00 \ub2e4\uc591\ud55c \uc804\ubb38 \ud655\uc7a5 \uae30\ub2a5\uc744 \uac16\ucd98 Python \ubc0f R\uc744 \uc0ac\uc6a9\ud558\uc5ec SPSS \uad6c\ubb38\uc744 \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/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=\"\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c\" 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\">\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c<\/p><\/div>\n<h4>\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \u2013 2.R<\/h4>\n<p>R\uc740 \ud1b5\uacc4 \ucef4\ud4e8\ud305 \ubc0f \uadf8\ub798\ud53d \ud658\uacbd\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\uc785\ub2c8\ub2e4. UNIX, FreeBSD, Linux, macOS \ubc0f Windows \uc6b4\uc601 \uccb4\uc81c\uc640 \ud638\ud658\ub429\ub2c8\ub2e4. R\uc740 \uc2dc\uacc4\uc5f4 \ubd84\uc11d, \ud074\ub7ec\uc2a4\ud130\ub9c1, \uc120\ud615 \ubc0f \ube44\uc120\ud615 \ubaa8\ub378\ub9c1\uacfc \uac19\uc740 \ub2e4\uc591\ud55c \ud1b5\uacc4 \ubd84\uc11d \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub3d9\uc2dc\uc5d0 \ubb34\ub8cc \ud1b5\uacc4 \ucef4\ud4e8\ud305 \ud658\uacbd\uc73c\ub85c\uc11c \uc77c\uad00\ub41c \uc2dc\uc2a4\ud15c, \ub2e4\uc591\ud55c \uc6b0\uc218\ud55c \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ud328\ud0a4\uc9c0, \ub370\uc774\ud130 \ubd84\uc11d\uc744 \uc704\ud55c \uadf8\ub798\ud53d \ub3c4\uad6c \ubc0f \uc218\ub9ce\uc740 \ubbf8\ub4e4\uc6e8\uc5b4 \ub3c4\uad6c\ub97c \uc81c\uacf5\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c SAS \ubc0f IBM SPSS\uc640 \uac19\uc740 \ud1b5\uacc4 \uc18c\ud504\ud2b8\uc6e8\uc5b4\ub97c \uc704\ud55c \uc624\ud508 \uc18c\uc2a4 \uc194\ub8e8\uc158\uc785\ub2c8\ub2e4.<\/p>\n<h4>\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \u2013 3.SAS<\/h4>\n<p>SAS(Statistical Analysis System)\ub294 \ub370\uc774\ud130 \ubc0f \ud14d\uc2a4\ud2b8 \ub9c8\uc774\ub2dd(tex mining) \ubc0f \ucd5c\uc801\ud654\uc5d0 \uc801\ud569\ud55c \uc120\ud0dd\uc785\ub2c8\ub2e4. \uc870\uc9c1\uc758 \uc694\uad6c \uc0ac\ud56d \ubc0f \ubaa9\ud45c\uc5d0 \ub530\ub77c \ub2e4\uc591\ud55c \ubd84\uc11d \uae30\uc220\uacfc \ubc29\ubc95\ub860\uc801 \uc5ed\ub7c9\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud604\uc7ac \uc124\uba85\uc801 \ubaa8\ub378\ub9c1(\uace0\uac1d \ubd84\ub958 \ubc0f \uc124\uba85\uc5d0 \ub3c4\uc6c0\uc774 \ub428), \uc608\uce21 \ubaa8\ub378\ub9c1(\uc54c\ub824\uc9c0\uc9c0 \uc54a\uc740 \uacb0\uacfc \uc608\uce21\uc744 \uc6a9\uc774\ud558\uac8c \ud568), \ubd84\uc11d \ubaa8\ub378\ub9c1(\uc774\uba54\uc77c, \ub313\uae00, \ucc45 \ubc0f \uae30\ud0c0 \ube44\uc815\ud615 \ub370\uc774\ud130\uc640 \uac19\uc740 \ud544\ub4dc\ub97c \uad6c\ubb38 \ubd84\uc11d, \ud544\ud130\ub9c1 \ubc0f \ubcc0\ud658)\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \ubd84\uc0b0 \uba54\ubaa8\ub9ac \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\ub294 \ud655\uc7a5\uc131\uc774 \ub9e4\uc6b0 \ub6f0\uc5b4\ub0a9\ub2c8\ub2e4.<\/p>\n<h4>\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \u2013 4. Oracle Data Mining<\/h4>\n<p>Oracle Data Mining(ODB)\uc740 Oracle Advanced Analytics\uc758 \uc77c\ubd80\uc785\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c\ub294 \ubd84\ub958, \ud68c\uadc0, \ud074\ub7ec\uc2a4\ud130\ub9c1, \uc5f0\uad00, \uc18d\uc131 \uc911\uc694\ub3c4 \ud310\ub2e8 \ubc0f \uae30\ud0c0 \uc804\ubb38\uc801 \ubd84\uc11d\uc744 \uc704\ud55c \ub6f0\uc5b4\ub09c \ub370\uc774\ud130 \uc608\uce21 \uc54c\uace0\ub9ac\uc998\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub610\ud55c ODB\ub294 SQL, PL\/SQL, R \ubc0f Java\uc640 \uac19\uc740 \uc778\ud130\ud398\uc774\uc2a4\ub97c \uc0ac\uc6a9\ud558\uc5ec \uadc0\uc911\ud55c \ub370\uc774\ud130 \ud1b5\ucc30\ub825\uc744 \uac80\uc0c9\ud558\uace0 \uc815\ud655\ud55c \uc608\uce21\uc744 \ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\uc624\ud508\uc18c\uc2a4 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c<\/h3>\n<h4>\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \u2013 5. KNIME<\/h4>\n<p>2006\ub144\uc5d0 \ucc98\uc74c \uacf5\uac1c\ub41c \uc624\ud508\uc18c\uc2a4 \uc18c\ud504\ud2b8\uc6e8\uc5b4\uc778 KNIME(Konstanz Information Miner)\ub294 \ud604\uc7ac \uc740\ud589, \uc0dd\uba85\uacfc\ud559, \ucd9c\ud310 \ubc0f \ucee8\uc124\ud305 \uc0b0\uc5c5\uc5d0\uc11c \ub370\uc774\ud130 \uacfc\ud559 \ubc0f \uba38\uc2e0 \ub7ec\ub2dd\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub3d9\uc2dc\uc5d0 \ub85c\uceec \ubc0f \ud074\ub77c\uc6b0\ub4dc \ucee4\ub125\ud130\ub97c \uc81c\uacf5\ud558\uc5ec \uc11c\ub85c \ub2e4\ub978 \ud658\uacbd \uac04\uc758 \ub370\uc774\ud130 \ub9c8\uc774\uadf8\ub808\uc774\uc158\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. Java\ub85c \uad6c\ud604\ub418\uc5c8\uc9c0\ub9cc KNIME\uc740 \uc0ac\uc6a9\uc790\uac00 Ruby, Python \ubc0f R\uc5d0\uc11c \uc27d\uac8c \uc2e4\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \ub2e4\uc591\ud55c \ub178\ub4dc\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/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=\"\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c\" 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\">\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c<\/p><\/div>\n<h4>\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \u2013 6.RapidMiner<\/h4>\n<p>\uc624\ud508\uc18c\uc2a4 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c\uc778 RapidMiner\ub294 R \ubc0f Python\uacfc \uc644\ubcbd\ud558\uac8c \ud1b5\ud569\ub429\ub2c8\ub2e4. \ud48d\ubd80\ud55c \uc81c\ud488\uc744 \uc81c\uacf5\ud558\uc5ec \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ud504\ub85c\uc138\uc2a4\ub97c \ub9cc\ub4e4\uace0 \ub2e4\uc591\ud55c \uace0\uae09 \ubd84\uc11d\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub3d9\uc2dc\uc5d0 RapidMiner\ub294 Java\ub85c \uc791\uc131\ub418\uc5c8\uc73c\uba70 WEKA \ubc0f R-tool\uacfc \ud1b5\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac00\uc7a5 \uc720\uc6a9\ud55c \uc608\uce21 \ubd84\uc11d \uc2dc\uc2a4\ud15c \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc6d0\uaca9 \ubd84\uc11d \ucc98\ub9ac, \uc608\uce21 \ubaa8\ub378 \uc0dd\uc131 \ubc0f \uac80\uc99d, \uc5ec\ub7ec \ub370\uc774\ud130 \uad00\ub9ac \ubc29\ubc95, \uae30\ubcf8 \uc81c\uacf5 \ud15c\ud50c\ub9bf, \ubc18\ubcf5 \uac00\ub2a5\ud55c \uc6cc\ud06c\ud50c\ub85c, \ub370\uc774\ud130 \ud544\ud130\ub9c1, \ubcd1\ud569 \ubc0f \uc870\uc778\uacfc \uac19\uc740 \uc720\uc6a9\ud55c \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<h4>\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \u2013 7.Orange<\/h4>\n<p>Orange\ub294 Python \uae30\ubc18\uc758 \uc624\ud508\uc18c\uc2a4 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \uc18c\ud504\ud2b8\uc6e8\uc5b4\uc785\ub2c8\ub2e4. \ubb3c\ub860 Orange\ub294 \uae30\ubcf8 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\ub294 \uac83 \uc678\uc5d0\ub3c4 \ub370\uc774\ud130 \ubaa8\ub378\ub9c1, \ud68c\uadc0, \ud074\ub7ec\uc2a4\ud130\ub9c1, \uc804\ucc98\ub9ac \ub4f1\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uba38\uc2e0 \ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\ub3c4 \uc9c0\uc6d0\ud569\ub2c8\ub2e4. Orange\ub294 \uc2dc\uac01\uc801 \ud504\ub85c\uadf8\ub798\ubc0d \ud658\uacbd\uacfc \uad6c\uc131 \uc694\uc18c\uc640 \ub9c1\ud06c\ub97c \uc27d\uac8c \ub04c\uc5b4\uc11c \ub193\uc744 \uc218 \uc788\ub294 \uae30\ub2a5\ub3c4 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<h3>\ube45\ub370\uc774\ud130 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c<\/h3>\n<p>\uac1c\ub150\uc801\uc73c\ub85c, \ube45\ub370\uc774\ud130\ub294 \uad6c\uc870\ud654, \ube44\uad6c\uc870\ud654 \ub610\ub294 \ubc18\uad6c\uc870\ud654\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ubcfc\ub968(\ud14c\ub77c\ubc14\uc774\ud2b8 \ub610\ub294 \ud398\ud0c0\ubc14\uc774\ud2b8 \uc218\uc900\uc5d0 \ub3c4\ub2ec\ud560 \uc218 \uc788\ub294 \ubcfc\ub968), \ub2e4\uc591\uc131(\ub2e4\uc591\uc131), \uc18d\ub3c4(\uc18d\ub3c4), \uc815\ud655\uc131(\uc9c4\uc2e4\uc131) \ubc0f \uac00\uce58(\uac00\uce58)\ub77c\ub294 5\uac00\uc9c0 V \ud2b9\uc131\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. \ubcf5\uc7a1\uc131\uc744 \uac10\uc548\ud560 \ub54c, \ud55c \ucef4\ud4e8\ud130\uc5d0\uc11c \ubc29\ub300\ud55c \ub370\uc774\ud130 \uc800\uc7a5, \ud328\ud134 \ubc1c\uacac \ubc0f \ucd94\uc138 \uc608\uce21\uc744 \ucc98\ub9ac\ud558\uace0 \uad6c\ud604\ud558\ub294 \uac83\uc740 \uc5b4\ub835\uae30 \ub54c\ubb38\uc5d0 \ubd84\uc0b0 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h4>\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \u2013 8. Apache Spark<\/h4>\n<p>Apache Spark\ub294 \ube45\ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \uc0ac\uc6a9\ud558\uae30 \uc27d\uace0 \uc131\ub2a5\uc774 \ub6f0\uc5b4\ub098 \uc778\uae30\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. Java, Python(PySpark), R(SparkR), SQL, Scala \ub4f1\uc5d0 \ub300\ud55c \uc5ec\ub7ec \uc778\ud130\ud398\uc774\uc2a4\uac00 \uc788\uc73c\uba70, \uc0ac\uc6a9\uc790\uac00 \ucf54\ub4dc\ub97c \ub354 \ube68\ub9ac \uc791\uc131\ud560 \uc218 \uc788\ub3c4\ub85d 80\uac1c \uc774\uc0c1\uc758 \uace0\uae09 \uc5f0\uc0b0\uc790\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c Apache Spark\ub294 \ube60\ub978 \ub370\uc774\ud130 \ucc98\ub9ac \ubc0f \ub370\uc774\ud130 \uc2a4\ud2b8\ub9ac\ubc0d \ud50c\ub7ab\ud3fc\uc744 \uc704\ud574 SQL \ubc0f DataFrames, Spark Streaming, GrpahX \ubc0f MLlib\uc5d0 \ub300\ud55c \ucf54\ub4dc \ub77c\uc774\ube0c\ub7ec\ub9ac\ub3c4 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<h4>\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \u2013 9. Hadoop MapReduce<\/h4>\n<p>Hadoop\uc740 \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\uc640 \ub2e4\uc591\ud55c \ucef4\ud4e8\ud305 \ubb38\uc81c\ub97c \ucc98\ub9ac\ud558\uae30 \uc704\ud55c \uc624\ud508 \uc18c\uc2a4 \ub3c4\uad6c \ubaa8\uc74c\uc785\ub2c8\ub2e4. Java\ub85c \uc791\uc131\ub418\uc5c8\uc9c0\ub9cc \ubaa8\ub4e0 \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\ub97c Hadoop Streaming\uacfc \ud568\uaed8 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8 \uc911 MapReduce\ub294 Hadoop\uc758 \uad6c\ud604 \ubc0f \ud504\ub85c\uadf8\ub798\ubc0d \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc0ac\uc6a9\uc790\ub294 \ub2e4\uc591\ud55c \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uae30\ub2a5\uc744 &quot;\ub9e4\ud551&quot;\ud558\uace0 &quot;\ucd95\uc18c&quot;\ud558\uace0 \ubc29\ub300\ud55c \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c \ub300\uaddc\ubaa8 \uc870\uc778 \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c Hadoop\uc740 \uc0ac\uc6a9\uc790 \ud65c\ub3d9 \ubd84\uc11d, \ube44\uc815\ud615 \ub370\uc774\ud130 \ucc98\ub9ac, \ub85c\uadf8 \ubd84\uc11d \ubc0f \ud14d\uc2a4\ud2b8 \ub9c8\uc774\ub2dd\uacfc \uac19\uc740 \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\ub3c4 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ud604\uc7ac \uc774\ub294 \ube45\ub370\uc774\ud130\uc5d0\uc11c \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \ub9c8\uc774\ub2dd\uc744 \uc218\ud589\ud558\ub294 \ub370 \ub110\ub9ac \uc801\uc6a9\ub418\ub294 \uccb4\uacc4\uac00 \ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<h4>\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \u2013 10. Qlik<\/h4>\n<p>Qlik\uc740 \ud655\uc7a5 \uac00\ub2a5\ud558\uace0 \uc720\uc5f0\ud55c \ubc29\uc2dd\uc73c\ub85c \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \ub9c8\uc774\ub2dd\uc744 \uc704\ud55c \ud50c\ub7ab\ud3fc\uc785\ub2c8\ub2e4. \uc0ac\uc6a9\ud558\uae30 \uc26c\uc6b4 \ub4dc\ub798\uadf8 \uc564 \ub4dc\ub86d \uc778\ud130\ud398\uc774\uc2a4\ub97c \ud2b9\uc9d5\uc73c\ub85c \ud558\uba70 \uc0ac\uc6a9\uc790 \uc218\uc815 \ubc0f \uc0c1\ud638 \uc791\uc6a9\uc5d0 \uc989\uc2dc \ub300\uc751\ud569\ub2c8\ub2e4. \uc5ec\ub7ec \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \uc9c0\uc6d0\ud558\uae30 \uc704\ud574 Qlik\uc740 \ub2e4\uc591\ud55c \ucee4\ub125\ud130, \ud655\uc7a5, \uae30\ubcf8 \uc81c\uacf5 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ubc0f API \uc138\ud2b8\ub97c \ud1b5\ud574 \ub2e4\uc591\ud55c \uc678\ubd80 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ud615\uc2dd\uacfc \uc6d0\ud65c\ud558\uac8c \ud1b5\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub3d9\uc2dc\uc5d0 \uc911\uc559 \uc9d1\uc911\uc2dd \uacf5\uc720 \ubd84\uc11d\uc744 \uc704\ud55c \ud6cc\ub96d\ud55c \ub3c4\uad6c\uc774\uae30\ub3c4 \ud569\ub2c8\ub2e4.<\/p>\n<h3>\uc18c\uaddc\ubaa8 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \uacc4\ud68d<\/h3>\n<h4>\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \u2013 11. Scikit-learn<\/h4>\n<p>Python \uba38\uc2e0 \ub7ec\ub2dd\uc744 \uc704\ud55c \ubb34\ub8cc \uc18c\ud504\ud2b8\uc6e8\uc5b4 \ub3c4\uad6c\uc778 Scikit-learn\uc740 \ub6f0\uc5b4\ub09c \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \ub9c8\uc774\ub2dd \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ubd84\ub958, \ud68c\uadc0, \ud074\ub7ec\uc2a4\ud130\ub9c1, \uc804\ucc98\ub9ac, \ubaa8\ub378 \uc120\ud0dd \ubc0f \ucc28\uc6d0 \uac10\uc18c\uc640 \uac19\uc740 \uae30\ub2a5\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h4>\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \u2013 12. Rattle (R)<\/h4>\n<p>R \uc5b8\uc5b4\ub85c \uac1c\ubc1c\ub41c Rattle\uc740 macOS, Windows, Linux\uc640 \uac19\uc740 \uc6b4\uc601 \uccb4\uc81c\uc640 \ud638\ud658\ub429\ub2c8\ub2e4. \uc8fc\ub85c \ubbf8\uad6d\uacfc \ud638\uc8fc\uc758 \uc0ac\uc6a9\uc790\uac00 \uae30\uc5c5 \ube44\uc988\ub2c8\uc2a4 \ubc0f \ud559\uc220 \ubaa9\uc801\uc73c\ub85c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. R\uc758 \ucef4\ud4e8\ud305 \ud30c\uc6cc\ub294 \uc0ac\uc6a9\uc790\uc5d0\uac8c \ud074\ub7ec\uc2a4\ud130\ub9c1, \ub370\uc774\ud130 \uc2dc\uac01\ud654, \ubaa8\ub378\ub9c1 \ubc0f \uae30\ud0c0 \ud1b5\uacc4 \ubd84\uc11d\uacfc \uac19\uc740 \uae30\ub2a5\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h4>\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \u2013 13. Pandas(Python)<\/h4>\n<p>Pandas\ub294 Python\uc744 \uc774\uc6a9\ud55c \ub370\uc774\ud130 \ub9c8\uc774\ub2dd\uc5d0 &quot;\uc88b\uc740 \ub140\uc11d&quot;\uc774\uae30\ub3c4 \ud569\ub2c8\ub2e4. Pandas\uac00 \uc81c\uacf5\ud558\ub294 \ucf54\ub4dc \uae30\ubc18\uc740 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \uc218\ud589\ud558\uace0 \ub300\uc0c1 \uc2dc\uc2a4\ud15c\uc758 \ub370\uc774\ud130 \uad6c\uc870\ub97c \uad00\ub9ac\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h4>\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \u2013 14.H3O<\/h4>\n<p>\uc624\ud508\uc18c\uc2a4 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \uc18c\ud504\ud2b8\uc6e8\uc5b4\uc778 H3O\ub294 \ud074\ub77c\uc6b0\ub4dc \uc544\ud0a4\ud14d\ucc98\uc5d0 \uc800\uc7a5\ub41c \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. R\ub85c \uc791\uc131\ub418\uc5c8\uc9c0\ub9cc \uc774 \ub3c4\uad6c\ub294 Python\uacfc \ud638\ud658\ub420 \ubfd0\ub9cc \uc544\ub2c8\ub77c \ub2e4\uc591\ud55c \ubaa8\ub378\uc744 \ube4c\ub4dc\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c Java\uc758 \uc5b8\uc5b4 \uc9c0\uc6d0 \ub355\ubd84\uc5d0 H3O\ub294 \ud504\ub85c\ub355\uc158 \ud658\uacbd\uc5d0 \ube60\ub974\uace0 \uc27d\uac8c \ubc30\ud3ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\ud074\ub77c\uc6b0\ub4dc \ub370\uc774\ud130 \ub9c8\uc774\ub2dd\uc744 \uc704\ud55c \uc194\ub8e8\uc158<\/h3>\n<p>\ud074\ub77c\uc6b0\ub4dc \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \uae30\uc220\uc744 \uad6c\ud604\ud558\uba74 \uc0ac\uc6a9\uc790\ub294 \uac00\uc0c1 \ud1b5\ud569 \ud658\uacbd\uc5d0\uc11c \uc911\uc694\ud55c \uc815\ubcf4\ub97c \uac80\uc0c9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <a href=\"https:\/\/www.gudusoft.com\/ko\/%eb%8d%b0%ec%9d%b4%ed%84%b0%ec%9b%a8%ec%96%b4%ed%95%98%ec%9a%b0%ec%8a%a4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%a9%94%ed%83%80%eb%8d%b0%ec%9d%b4%ed%84%b0-%ea%b4%80%eb%a6%ac\/\"><strong>\ub370\uc774\ud130\uc6e8\uc5b4\ud558\uc6b0\uc2a4<\/strong><\/a>\uadf8\ub9ac\ud558\uc5ec \ubcf4\uad00 \ubc0f \uc778\ud504\ub77c \ube44\uc6a9\uc774 \uc808\uac10\ub429\ub2c8\ub2e4.<\/p>\n<h4>\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \u2013 15. Amazon EMR<\/h4>\n<p>\ube45\ub370\uc774\ud130 \ucc98\ub9ac\ub97c \uc704\ud55c \ud074\ub77c\uc6b0\ub4dc \uc194\ub8e8\uc158\uc778 Amazon EMR\uc740 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd\uc5d0\ub9cc \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uac83\uc774 \uc544\ub2c8\ub77c \uc6f9 \uc778\ub371\uc2f1, \ub85c\uadf8 \ud30c\uc77c \ubd84\uc11d, \uc7ac\ubb34 \ubd84\uc11d, \uba38\uc2e0 \ub7ec\ub2dd \ub4f1\uacfc \uac19\uc740 \ub370\uc774\ud130 \uacfc\ud559 \uc791\uc5c5\ub3c4 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ud50c\ub7ab\ud3fc\uc740 Apache Spark\uc640 Apache Flink\ub97c \ud3ec\ud568\ud55c \ub2e4\uc591\ud55c \uc624\ud508 \uc18c\uc2a4 \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud558\uba70 \ud074\ub7ec\uc2a4\ud130\uc640 \uac19\uc740 \uc791\uc5c5\uc744 \uc790\ub3d9\uc73c\ub85c \uc870\uc815\ud558\uc5ec \ube45\ub370\uc774\ud130 \ud658\uacbd\uc758 \ud655\uc7a5\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h4>\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \u2013 16.Azure ML<\/h4>\n<p>\ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uae30\ubc18 \ud658\uacbd\uc778 Azure ML\uc740 \ub2e4\uc591\ud55c \uba38\uc2e0 \ub7ec\ub2dd \ubaa8\ub378\uc744 \ube4c\ub4dc, \ud559\uc2b5 \ubc0f \ubc30\ud3ec\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ub370\uc774\ud130 \ubd84\uc11d, \ub9c8\uc774\ub2dd \ubc0f \uc608\uce21 \uc791\uc5c5\uc758 \uacbd\uc6b0 Azure ML\uc744 \uc0ac\uc6a9\ud558\uba74 \uc0ac\uc6a9\uc790\uac00 \ud074\ub77c\uc6b0\ub4dc \ud50c\ub7ab\ud3fc\uc5d0\uc11c \ub2e4\uc591\ud55c \ubcfc\ub968\uc758 \ub370\uc774\ud130\ub97c \uacc4\uc0b0\ud558\uace0 \uc870\uc791\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h4>\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \u2013 17. Google AI Platform<\/h4>\n<p>Amazon EMR \ubc0f Azure ML\uacfc \uc720\uc0ac\ud558\uac8c \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 Google AI Platform\ub3c4 \ub2e4\uc591\ud55c \uba38\uc2e0 \ub7ec\ub2dd \uc2a4\ud0dd\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Google AI Platform\uc5d0\ub294 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ubca0\uc774\uc2a4, \uba38\uc2e0 \ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac \ubc0f \uae30\ud0c0 \ub3c4\uad6c\uac00 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\ub294 \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c \uc774\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ubc0f \uae30\ud0c0 \ub370\uc774\ud130 \uacfc\ud559\uacfc \uc720\uc0ac\ud55c \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\uc2e0\uacbd\ub9dd\uc744 \uc774\uc6a9\ud55c \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c<\/h3>\n<p>\uc2e0\uacbd\ub9dd\uc740 \ubcf8\uc9c8\uc801\uc73c\ub85c \uc778\uac04\uc758 \ub1cc\uac00 \uc815\ubcf4\ub97c \ucc98\ub9ac\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud569\ub2c8\ub2e4. \ub2e4\uc2dc \ub9d0\ud574, \uc6b0\ub9ac \ub1cc\uc5d0\ub294 \uc678\ubd80 \uc815\ubcf4\ub97c \ucc98\ub9ac\ud558\uace0 \ucd9c\ub825\uc744 \uc0dd\uc131\ud558\ub294 \uc218\ubc31\ub9cc \uac1c\uc758 \ub274\ub7f0\uc774 \uc788\uae30 \ub54c\ubb38\uc5d0 \uc2e0\uacbd\ub9dd\uc740 \uc774 \uc6d0\ub9ac\ub97c \ub530\ub77c \uc6d0\uc2dc \ub370\uc774\ud130\ub97c \uad00\ub828 \uc815\ubcf4\ub85c \ubcc0\ud658\ud558\uc5ec \ub370\uc774\ud130 \ub9c8\uc774\ub2dd\uc744 \ub2ec\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h4>\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \u2013 18. PyTorch<\/h4>\n<p>Pytorch\ub294 Python \ud328\ud0a4\uc9c0\uc774\uc790 Torch \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uae30\ubc18\uc73c\ub85c \ud558\ub294 \ub525 \ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4. \uc6d0\ub798\ub294 Facebook\uc758 AI Research Lab(FAIR)\uc5d0\uc11c \ub525 \uc2e0\uacbd\ub9dd\uacfc \uc720\uc0ac\ud55c \ub370\uc774\ud130 \uacfc\ud559 \ub3c4\uad6c\ub85c \uac1c\ubc1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\ub294 Pytorch\ub97c \ud1b5\ud574 \ub370\uc774\ud130 \ub85c\ub4dc, \ub370\uc774\ud130 \uc804\ucc98\ub9ac, \ubaa8\ub378 \uc815\uc758, \ud559\uc2b5 \ubc0f \ud3c9\uac00 \uc218\ud589, \uc774\ub7ec\ud55c \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub2e8\uacc4\ub97c \ud1b5\ud574 \uc804\uccb4 \uc2e0\uacbd\ub9dd\uc744 \ud504\ub85c\uadf8\ub798\ubc0d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \uac15\ub825\ud55c GPU \uac00\uc18d \uae30\ub2a5\uc744 \ud1b5\ud574 Torch\ub294 \ube60\ub978 \ubc30\uc5f4 \uacc4\uc0b0\uc744 \ub2ec\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. 2020\ub144 9\uc6d4 \ud604\uc7ac, torch\uc758 R \uc0dd\ud0dc\uacc4\uc5d0\ub294 torch, torchvision, torchaudio \ubc0f \uae30\ud0c0 \ud655\uc7a5 \ud504\ub85c\uadf8\ub7a8\uc774 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h4>\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \u2013 19. TensorFlow<\/h4>\n<p>PyTorch\uc640 \uc720\uc0ac\ud558\uac8c Google Brain Team\uc5d0\uc11c \uac1c\ubc1c\ud55c TensorFlow\ub3c4 Python\uc744 \uae30\ubc18\uc73c\ub85c \ud558\ub294 \uc624\ud508\uc18c\uc2a4 \uba38\uc2e0 \ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uace0 \ub525 \uc2e0\uacbd\ub9dd\uc5d0 \uc9d1\uc911\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. TensorFlow \uc0dd\ud0dc\uacc4\ub294 \ub2e4\uc591\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc640 \ub3c4\uad6c\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\ub294 \uc720\uc5f0\uc131\uc744 \uc81c\uacf5\ud560 \ubfd0\ub9cc \uc544\ub2c8\ub77c \uac1c\ubc1c\uc790\uac00 \ub2e4\uc591\ud55c Q&amp;A\uc640 \uc9c0\uc2dd \uacf5\uc720\ub97c \uc218\ud589\ud560 \uc218 \uc788\ub294 \uad11\ubc94\uc704\ud558\uace0 \uc778\uae30 \uc788\ub294 \ucee4\ubba4\ub2c8\ud2f0\ub3c4 \ubcf4\uc720\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. Python \ub77c\uc774\ube0c\ub7ec\ub9ac\uc784\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 TensorFlow\ub294 2017\ub144\uc5d0 TensorFlow API\uc5d0 R \uc778\ud130\ud398\uc774\uc2a4\ub97c \ub3c4\uc785\ud558\uae30 \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\ub370\uc774\ud130 \uc2dc\uac01\ud654\ub97c \uc704\ud55c \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c<\/h3>\n<p>\ub370\uc774\ud130 \uc2dc\uac01\ud654\ub294 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ud504\ub85c\uc138\uc2a4\uc5d0\uc11c \ucd94\ucd9c\ub41c \uc815\ubcf4\uc758 \uadf8\ub798\ud53d \ud45c\ud604\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uba74 \uc0ac\uc6a9\uc790\uac00 \uadf8\ub798\ud504, \ucc28\ud2b8, \uc9c0\ub3c4 \ubc0f \uae30\ud0c0 \uc2dc\uac01\ud654 \uc694\uc18c\ub97c \ud1b5\ud574 \ub370\uc774\ud130\uc758 \ucd94\uc138, \ud328\ud134 \ubc0f \uc774\uc0c1\uce58\ub97c \uc2dc\uac01\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h4>\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \u2013 20. Matplotlib<\/h4>\n<p>Matplotlib\uc740 Python\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc2dc\uac01\ud654\ud558\ub294 \ub370 \uc88b\uc740 \ub3c4\uad6c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\ub294 \ub300\ud654\ud615 \uadf8\ub798\ud53d\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud788\uc2a4\ud1a0\uadf8\ub7a8, \uc0b0\uc810\ub3c4, 3D \ud50c\ub86f \ub4f1\uacfc \uac19\uc740 \uace0\ud488\uc9c8 \ucc28\ud2b8\ub97c \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub9ac\uace0 \uc774\ub7ec\ud55c \ucc28\ud2b8\ub294 \uc2a4\ud0c0\uc77c, \ucd95 \uc18d\uc131, \uae00\uaf34 \ub4f1\uc758 \uce21\uba74\uc5d0\uc11c \uc0ac\uc6a9\uc790 \uc815\uc758\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h4>\ucd5c\uace0\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c \u2013 21.ggplot2<\/h4>\n<p>ggplot2\ub294 \ub610\ud55c \ub370\uc774\ud130 \uc2dc\uac01\ud654\ub97c \uc704\ud55c \uc778\uae30 \uc788\ub294 R \ud234\ud0b7\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc0ac\uc6a9\uc790\ub294 \ub2e4\uc591\ud55c \uace0\ud488\uc9c8\uc758 \uc544\ub984\ub2e4\uc6b4 \uadf8\ub798\ud53d\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub3d9\uc2dc\uc5d0 \uc0ac\uc6a9\uc790\ub294 \uc774 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub192\uc740 \uc218\uc900\uc758 \ucd94\uc0c1\ud654\ub85c \ub2e4\uc774\uc5b4\uadf8\ub7a8\uc758 \ub2e4\uc591\ud55c \uad6c\uc131 \uc694\uc18c\ub97c \uc218\uc815\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\uacb0\ub860<\/h3>\n<p>\uc55e\uc11c \uc5b8\uae09\ud588\ub4ef\uc774 \ub300\ubd80\ubd84\uc758 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ub3c4\uad6c\ub098 \uc194\ub8e8\uc158\uc740 \ub450 \uac00\uc9c0 \uc8fc\uc694 \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\uc778 R\uacfc Python, \uadf8\ub9ac\uace0 \ub2e4\uc591\ud55c \ud574\ub2f9 \ud328\ud0a4\uc9c0\uc640 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uac1c\ubc1c\uc790\ub098 <a href=\"https:\/\/www.gudusoft.com\/ko\/%eb%8d%b0%ec%9d%b4%ed%84%b0-%ea%b3%bc%ed%95%99%ec%9e%90%eb%93%a4%ec%9d%b4-%ec%a7%81%eb%a9%b4%ed%95%9c-%ea%b3%bc%ec%a0%9c\/\"><strong>\ub370\uc774\ud130 \uacfc\ud559\uc790<\/strong><\/a> \ub370\uc774\ud130 \ub9c8\uc774\ub2dd\uc5d0 \uc885\uc0ac\ud558\ub294 \uacbd\uc6b0 \ub2e4\uc591\ud55c \uc720\ud615\uc758 \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \ub9c8\uc774\ub2dd \ub3c4\uad6c\ub97c \ubc30\uc6b0\uace0 \uc774\ud574\ud558\ub294 \uac83\uc774 \ub9e4\uc6b0 \ud544\uc694\ud569\ub2c8\ub2e4. \ubb3c\ub860 \uc62c\ubc14\ub978 \ub3c4\uad6c\ub97c \uc120\ud0dd\ud558\ub294 \ubc29\ubc95\uc740 \ud604\uc7ac \ube44\uc988\ub2c8\uc2a4 \ub610\ub294 \uc5f0\uad6c \ubaa9\ud45c\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4.<\/p>\n<p>\ub370\uc774\ud130 \ub9c8\uc774\ub2dd\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\ub824\uba74 \ub2e4\uc74c\uc744 \ubc29\ubb38\ud558\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4. <a href=\"https:\/\/sqlflow.gudusoft.com\/#\/\"><strong>Gudu SQLFlow<\/strong><\/a> \uc790\uc138\ud55c \ub0b4\uc6a9\uc740 \ub2e4\uc74c\uc744 \ucc38\uc870\ud558\uc138\uc694.\u00a0<a href=\"https:\/\/www.dpriver.com\/blog\/2022\/05\/11\/best-data-lineage-tools\/\" target=\"_blank\" rel=\"dofollow noopener\"><strong>\ucd5c\uc0c1\uc758\u00a0<\/strong><\/a><strong><a title=\"\ub370\uc774\ud130 \uacc4\ubcf4 \ub3c4\uad6c\" href=\"https:\/\/www.gudusoft.com\/ko\/\">\ub370\uc774\ud130 \uacc4\ubcf4 \ub3c4\uad6c<\/a><\/strong>\u00a0\uc624\ub298\ub0a0 \uc2dc\uc7a5\uc5d0 \ucd9c\uc2dc\ub41c Gudu SQLFlow\ub294 SQL \uc2a4\ud06c\ub9bd\ud2b8 \ud30c\uc77c\uc744 \ubd84\uc11d\ud558\uace0 \uc5bb\uc744 \uc218 \uc788\uc744 \ubfd0\ub9cc \uc544\ub2c8\ub77c <a href=\"https:\/\/www.gudusoft.com\/ko\/%eb%8d%b0%ec%9d%b4%ed%84%b0-%ea%b3%84%eb%b3%b4%ec%97%90-%eb%8c%80%ed%95%b4-%ec%95%8c%ec%95%84%ec%95%bc-%ed%95%a0-%eb%aa%a8%eb%93%a0-%ea%b2%83\/\"><strong>\ub370\uc774\ud130 \uacc4\ubcf4<\/strong><\/a>, \uc2dc\uac01\uc801 \ud45c\uc2dc\ub97c \uc218\ud589\ud560 \ubfd0\ub9cc \uc544\ub2c8\ub77c \uc0ac\uc6a9\uc790\uac00 CSV \ud615\uc2dd\uc73c\ub85c \ub370\uc774\ud130 \uacc4\ud1b5\uc744 \uc81c\uacf5\ud558\uace0 \uc2dc\uac01\uc801 \ud45c\uc2dc\ub97c \uc218\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. (<strong>Ryan\uc774 2022\ub144 9\uc6d4 1\uc77c\uc5d0 \uac8c\uc2dc<\/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 !important;padding-right : 0px !important;margin-right : 1.92%;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 1.92%;}@media only screen and (max-width:1024px) {.fusion-body .fusion-builder-column-0{width:100% !important;}.fusion-builder-column-0 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-0{width:100% !important;}.fusion-builder-column-0 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><style type=\"text\/css\">.fusion-body .fusion-flex-container.fusion-builder-row-1{ padding-top : 0px;margin-top : 0px;padding-right : 0px;padding-bottom : 0px;margin-bottom : 0px;padding-left : 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\/ko\/wp-json\/wp\/v2\/posts\/5734"}],"collection":[{"href":"https:\/\/www.gudusoft.com\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.gudusoft.com\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.gudusoft.com\/ko\/wp-json\/wp\/v2\/users\/27"}],"replies":[{"embeddable":true,"href":"https:\/\/www.gudusoft.com\/ko\/wp-json\/wp\/v2\/comments?post=5734"}],"version-history":[{"count":23,"href":"https:\/\/www.gudusoft.com\/ko\/wp-json\/wp\/v2\/posts\/5734\/revisions"}],"predecessor-version":[{"id":5775,"href":"https:\/\/www.gudusoft.com\/ko\/wp-json\/wp\/v2\/posts\/5734\/revisions\/5775"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.gudusoft.com\/ko\/wp-json\/wp\/v2\/media\/5773"}],"wp:attachment":[{"href":"https:\/\/www.gudusoft.com\/ko\/wp-json\/wp\/v2\/media?parent=5734"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.gudusoft.com\/ko\/wp-json\/wp\/v2\/categories?post=5734"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.gudusoft.com\/ko\/wp-json\/wp\/v2\/tags?post=5734"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}